{
  "meta": {
    "title": "HR Causal Evidence Map, 2025–26",
    "as_of": "2026-10-18",
    "from": "2025-01-01",
    "retained": 68,
    "unresolved": 1,
    "journals": 49,
    "retrieved_records": 9600,
    "assessed_candidates": 107,
    "research_records": 9229,
    "completeness": "Broad scoping inventory; completeness is not established."
  },
  "studies": [
    {
      "id": "S001",
      "doi": "10.1257/app.20220451",
      "title": "Voice at Work",
      "authors": "Jarkko Harju; Simon Jäger; Benjamin Schoefer",
      "journal": "American Economic Journal Applied Economics",
      "first_online": "2025-07-01",
      "online_metadata": "",
      "issue_metadata": "[[2025, 7, 1]]",
      "tier": "Workplace output",
      "domain": "Worker representation and voice",
      "design": "Difference-in-differences; statutory size threshold",
      "setting": "Finnish firms; 1991 board/advisory representation reform",
      "outcomes": "Labor productivity; voluntary/involuntary separations",
      "finding": "Worker representation increased labor productivity and reduced involuntary separations; voluntary separations did not change.",
      "identification_risk": "Parallel trends across firm-size eligibility groups and exclusion of other threshold-related changes.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://www.aeaweb.org/articles?id=10.1257/app.20220451",
      "date_basis": "Journal issue publication date; separate first-online date unavailable.",
      "direction": "Positive productivity; null voluntary exits",
      "status": "Included",
      "year": 2025,
      "practice_group": "Voice, inclusion & support",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1257/app.20220451",
      "date_label": "2025-07-01",
      "citation": "Jarkko Harju; Simon Jäger; Benjamin Schoefer (2025). Voice at Work American Economic Journal Applied Economics. https://doi.org/10.1257/app.20220451",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "mandate",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S002",
      "doi": "10.1111/bjir.70020",
      "title": "The Impact of Staff and Manager Training on Firm Productivity: Differential and Interaction Effects",
      "authors": "Susan Schwarz; Jun Du; Uzoamaka Nduka; Lin Zhang",
      "journal": "British Journal of Industrial Relations",
      "first_online": "2025-11-12",
      "online_metadata": "[[2025, 11, 12]]",
      "issue_metadata": "[[2026, 3]]",
      "tier": "Workplace output",
      "domain": "Training and development",
      "design": "Observational panel; extended and classic Heckman selection corrections",
      "setting": "UK firms; five survey waves across nine years",
      "outcomes": "Labor productivity",
      "finding": "Training investment for managers and staff was positively related to productivity; joint investment showed complementary gains.",
      "identification_risk": "Selection-model functional form and exclusion assumptions are load-bearing; correcting modeled selection is not proof that all confounding is removed.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "19,289 firm-year observations",
      "depth": "Abstract and Heckman methodology verified",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1111/bjir.70020",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive under model assumptions",
      "status": "Included",
      "year": 2025,
      "practice_group": "Learning & development",
      "design_group": "Observational identification",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1111/bjir.70020",
      "date_label": "2025-11-12",
      "citation": "Susan Schwarz; Jun Du; Uzoamaka Nduka; Lin Zhang (2025). The Impact of Staff and Manager Training on Firm Productivity: Differential and Interaction Effects British Journal of Industrial Relations. https://doi.org/10.1111/bjir.70020",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S003",
      "doi": "10.1002/hrm.22321",
      "title": "Pay and Train to Sustain: A Dynamic Human Capital Resources View of the Relationship Between HRM Practices and Organizational Performance Over Time",
      "authors": "Andreas Georgiadis; Andreas Kornelakis",
      "journal": "Human Resource Management",
      "first_online": "2025-07-16",
      "online_metadata": "[[2025, 7, 16]]",
      "issue_metadata": "[[2025, 11]]",
      "tier": "Workplace output",
      "domain": "HR bundles",
      "design": "Fixed-effects instrumental variables (FEIV / 2SLS)",
      "setting": "English adult social care; 2014-2018",
      "outcomes": "Number of service users/customers; turnover; average employee tenure",
      "finding": "Skill- and motivation-enhancing bundles predicted customer growth primarily where initial human-capital stocks were low. Customer count is an operational outcome and sales proxy, not measured profit.",
      "identification_risk": "Instruments are peer establishments' local-market HR averages. Shared local demand, funding, or labor shocks threaten exclusion; fixed effects do not remove these time-varying channels.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "36,460 establishments; 220,694 observations",
      "depth": "Outcome definitions, instruments and selected methods verified",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1002/hrm.22321",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive; initial-stock dependent",
      "status": "Included",
      "year": 2025,
      "practice_group": "HR systems",
      "design_group": "Observational identification",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1002/hrm.22321",
      "date_label": "2025-07-16",
      "citation": "Andreas Georgiadis; Andreas Kornelakis (2025). Pay and Train to Sustain: A Dynamic Human Capital Resources View of the Relationship Between HRM Practices and Organizational Performance Over Time Human Resource Management. https://doi.org/10.1002/hrm.22321",
      "direction_code": "improved",
      "direction_rationale": "Coded improved: growth was larger where initial human-capital stocks were low, but no subgroup reported a decline.",
      "lever": "employer",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S004",
      "doi": "10.1111/jems.12640",
      "title": "Incentivizing Team Leaders: A Firm‐Level Experiment on Subjective Performance Evaluation of Leadership Skills",
      "authors": "Thomas Gall; Xiaocheng Hu; Michael Vlassopoulos",
      "journal": "Journal of Economics and Management Strategy",
      "first_online": "2025-04-23",
      "online_metadata": "[[2025, 4, 23]]",
      "issue_metadata": "[[2026, 2]]",
      "tier": "Workplace output",
      "domain": "Leadership incentives",
      "design": "Firm-level field experiment",
      "setting": "Manufacturing firm",
      "outcomes": "Coworker productivity; leader productivity; profitability",
      "finding": "Subjective evaluations and bonuses for team leaders increased other team members' productivity; leaders' own productivity did not change. The intervention was profitable.",
      "identification_risk": "Field experiment allocation and cluster details not fully audited.",
      "effect": 0.07,
      "effect_unit": "Relative coworker productivity",
      "effect_note": "Approximately 7% as reported in abstract.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1111/jems.12640",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive",
      "status": "Included",
      "year": 2025,
      "practice_group": "Pay & performance management",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1111/jems.12640",
      "date_label": "2025-04-23",
      "citation": "Thomas Gall; Xiaocheng Hu; Michael Vlassopoulos (2025). Incentivizing Team Leaders: A Firm‐Level Experiment on Subjective Performance Evaluation of Leadership Skills Journal of Economics and Management Strategy. https://doi.org/10.1111/jems.12640",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S005",
      "doi": "10.1177/01492063251331007",
      "title": "Effort Redirection Across Multiple Career Tracks: Salary-Cut Policy and State-Owned Enterprises in China",
      "authors": "BingKun Zhang; Kevin Zheng Zhou; En Xie",
      "journal": "Journal of Management",
      "first_online": "2025-05-10",
      "online_metadata": "[[2025, 5, 10]]",
      "issue_metadata": "[[2026, 5]]",
      "tier": "Workplace output",
      "domain": "Executive compensation",
      "design": "Difference-in-differences around executive salary-cut policy",
      "setting": "Chinese central state-owned enterprises",
      "outcomes": "Operational efficiency; job creation",
      "finding": "Executive salary cuts redirected activity away from internal operational efficiency toward politically rewarded job creation.",
      "identification_risk": "Parallel trends and absence of simultaneous SOE reforms or differential political shocks; the mediation claim needs stronger assumptions than the policy comparison.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract and first-online date verified",
      "source_url": "https://journals.sagepub.com/doi/10.1177/01492063251331007",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Efficiency-job creation trade-off",
      "status": "Included",
      "year": 2025,
      "practice_group": "Pay & performance management",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1177/01492063251331007",
      "date_label": "2025-05-10",
      "citation": "BingKun Zhang; Kevin Zheng Zhou; En Xie (2025). Effort Redirection Across Multiple Career Tracks: Salary-Cut Policy and State-Owned Enterprises in China Journal of Management. https://doi.org/10.1177/01492063251331007",
      "direction_code": "worsened",
      "direction_rationale": "Coded worsened: operational efficiency, the business-performance outcome, fell. The rise in politically rewarded job creation is not a business-performance gain.",
      "lever": "mandate",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S006",
      "doi": "10.1177/01492063251381324",
      "title": "Inventor Rewards, Specialization, and Innovation Performance",
      "authors": "Wenlong He; Dan Prud’homme; Nianchen Han; Kenneth G. Huang",
      "journal": "Journal of Management",
      "first_online": "2025-12-10",
      "online_metadata": "[[2025, 12, 10]]",
      "issue_metadata": "[[2026, 11]]",
      "tier": "Workplace output",
      "domain": "Inventor incentives",
      "design": "Difference-in-differences around mandated inventor rewards",
      "setting": "Chinese state-owned enterprises; matched inventor/patent data",
      "outcomes": "Patent quantity and inventiveness",
      "finding": "Generalists produced more but less-inventive patents; specialists produced fewer but more-inventive patents. Mixed teams changed responses.",
      "identification_risk": "Policy parallel trends, other contemporaneous SOE changes and patent-quality measurement.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://journals.sagepub.com/doi/10.1177/01492063251381324",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Mixed quantity-quality trade-off",
      "status": "Included",
      "year": 2025,
      "practice_group": "Pay & performance management",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1177/01492063251381324",
      "date_label": "2025-12-10",
      "citation": "Wenlong He; Dan Prud’homme; Nianchen Han; Kenneth G. Huang (2025). Inventor Rewards, Specialization, and Innovation Performance Journal of Management. https://doi.org/10.1177/01492063251381324",
      "direction_code": "mixed",
      "direction_rationale": "",
      "lever": "mandate",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S007",
      "doi": "10.1002/job.2888",
      "title": "Designing Teams for the Future: How a “Permeable Organizational Design” Intervention Enables Environmental Prognostication to Promote Turning Points in Team Trajectories",
      "authors": "Catherine G. Collins; Cristina Gibson",
      "journal": "Journal of Organizational Behavior",
      "first_online": "2025-06-22",
      "online_metadata": "[[2025, 6, 22]]",
      "issue_metadata": "[[2025, 11]]",
      "tier": "Workplace output",
      "domain": "Team and organization design",
      "design": "Quasi-experiment; pooled interrupted time series with controls",
      "setting": "Sales teams; three years of quarterly data",
      "outcomes": "Quarterly branch/team gross profit",
      "finding": "A specialist knowledge hub shifted treated teams toward improving gross-profit trajectories while comparison teams remained flat.",
      "identification_risk": "Treatment-selection differences, team-specific trends, concurrent organizational changes and serial dependence.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "57 sales teams; mechanism subsample 33 teams",
      "depth": "Publisher abstract and intervention description verified",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1002/job.2888",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive",
      "status": "Included",
      "year": 2025,
      "practice_group": "Work & team design",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1002/job.2888",
      "date_label": "2025-06-22",
      "citation": "Catherine G. Collins; Cristina Gibson (2025). Designing Teams for the Future: How a “Permeable Organizational Design” Intervention Enables Environmental Prognostication to Promote Turning Points in Team Trajectories Journal of Organizational Behavior. https://doi.org/10.1002/job.2888",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S008",
      "doi": "10.1287/mnsc.2022.03849",
      "title": "Human-Centered Artificial Intelligence: A Field Experiment",
      "authors": "Sebastian Krakowski; Darek Haftor; Johannes Luger; Natallia Pashkevich; Sebastian Raisch",
      "journal": "Management Science",
      "first_online": "2025-06-09",
      "online_metadata": "",
      "issue_metadata": "[[2026, 1]]",
      "tier": "Workplace output",
      "domain": "Work design, training and AI integration",
      "design": "Field experiment; tailored and untailored interaction conditions",
      "setting": "Multinational pharmaceutical company; sales experts",
      "outcomes": "Sales performance",
      "finding": "Aligning AI work procedures, decision rights, training and incentives with cognitive preferences improved sales. Untailored implementation harmed performance.",
      "identification_risk": "Bundled design cannot isolate the contribution of each HR component; subgroup and mediation assumptions.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract and intervention components verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2022.03849",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive tailored; negative untailored",
      "status": "Included",
      "year": 2025,
      "practice_group": "AI & technology",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1287/mnsc.2022.03849",
      "date_label": "2025-06-09",
      "citation": "Sebastian Krakowski; Darek Haftor; Johannes Luger; Natallia Pashkevich; Sebastian Raisch (2025). Human-Centered Artificial Intelligence: A Field Experiment Management Science. https://doi.org/10.1287/mnsc.2022.03849",
      "direction_code": "mixed",
      "direction_rationale": "",
      "lever": "technology",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S009",
      "doi": "10.1287/mnsc.2022.04085",
      "title": "No Gifts Returned: Surprise Bonuses Reduce Productivity in a Natural Field Experiment",
      "authors": "Francesco Bogliacino; Gianluca Grimalda; David Pipke",
      "journal": "Management Science",
      "first_online": "2025-10-10",
      "online_metadata": "",
      "issue_metadata": "[[2026, 7]]",
      "tier": "Workplace output",
      "domain": "Discretionary bonuses",
      "design": "Natural field experiment plus follow-up experiment",
      "setting": "Short data-entry work in pairs",
      "outcomes": "Postbonus output/effort",
      "finding": "Unexpected bonuses reduced output in both experiments; results are inconsistent with a simple positive gift-exchange prediction.",
      "identification_risk": "Temporary data-entry employment limits generalization to established employees and ongoing incentive contracts.",
      "effect": -0.151,
      "effect_unit": "Relative output/effort, first experiment",
      "effect_note": "First experiment -15.1%; follow-up -8.4%.",
      "sample": "Not extracted",
      "depth": "Publisher abstract verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2022.04085",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Negative",
      "status": "Included",
      "year": 2025,
      "practice_group": "Pay & performance management",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1287/mnsc.2022.04085",
      "date_label": "2025-10-10",
      "citation": "Francesco Bogliacino; Gianluca Grimalda; David Pipke (2025). No Gifts Returned: Surprise Bonuses Reduce Productivity in a Natural Field Experiment Management Science. https://doi.org/10.1287/mnsc.2022.04085",
      "direction_code": "worsened",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S010",
      "doi": "10.1287/mnsc.2023.01381",
      "title": "Performance Ranks, Conformity, and Cooperation: Evidence from a Sweater Factory",
      "authors": "Anik Ashraf",
      "journal": "Management Science",
      "first_online": "2025-08-11",
      "online_metadata": "",
      "issue_metadata": "[[2026, 4]]",
      "tier": "Workplace output",
      "domain": "Performance ranking",
      "design": "Factory field experiment; private/public rank treatments",
      "setting": "Sweater factory",
      "outcomes": "Worker productivity; cooperation",
      "finding": "Public ranks reduced productivity; private ranks had no average effect. Social conformity concerns help explain the decline.",
      "identification_risk": "One production setting; randomization details and spillovers require full methods audit.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2023.01381",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Negative public; null private",
      "status": "Included",
      "year": 2025,
      "practice_group": "Pay & performance management",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1287/mnsc.2023.01381",
      "date_label": "2025-08-11",
      "citation": "Anik Ashraf (2025). Performance Ranks, Conformity, and Cooperation: Evidence from a Sweater Factory Management Science. https://doi.org/10.1287/mnsc.2023.01381",
      "direction_code": "worsened",
      "direction_rationale": "Coded worsened: public ranks lowered productivity; private ranks had no average effect. No arm improved output.",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S011",
      "doi": "10.1287/mnsc.2022.02199",
      "title": "Promotion Decisions and the Adoption of Explicit Potential Assessment",
      "authors": "Isabella Grabner; Judith Künneke; Frank Moers",
      "journal": "Management Science",
      "first_online": "2025-03-10",
      "online_metadata": "",
      "issue_metadata": "[[2025, 11]]",
      "tier": "Workplace output",
      "domain": "Promotion and potential assessment",
      "design": "Natural system change; difference-in-differences analyses",
      "setting": "Professional-services firm",
      "outcomes": "Performance following promotion",
      "finding": "Adding explicit potential ratings lowered average performance among promoted employees; weak rating differentiation contributed to poorer recommendations.",
      "identification_risk": "No concurrent promotion/policy changes; promoted/nonpromoted comparability and endogenous promotion composition.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Abstract and difference-in-differences analysis checked",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2022.02199",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Negative",
      "status": "Included",
      "year": 2025,
      "practice_group": "Staffing & careers",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1287/mnsc.2022.02199",
      "date_label": "2025-03-10",
      "citation": "Isabella Grabner; Judith Künneke; Frank Moers (2025). Promotion Decisions and the Adoption of Explicit Potential Assessment Management Science. https://doi.org/10.1287/mnsc.2022.02199",
      "direction_code": "worsened",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S012",
      "doi": "10.1287/mnsc.2024.07524",
      "title": "Should Human Capital Development Programs be Mandatory or Voluntary? Evidence from a Field Experiment on Mentorship",
      "authors": "Jason Sandvik; Richard Saouma; Nathan Seegert; Christopher Stanton",
      "journal": "Management Science",
      "first_online": "2025-09-15",
      "online_metadata": "",
      "issue_metadata": "[[2026, 6]]",
      "tier": "Workplace output",
      "domain": "Training and mentoring",
      "design": "Two-level randomized field experiment",
      "setting": "US inbound sales organization; new-hire cohorts",
      "outcomes": "Daily sales productivity; retention",
      "finding": "Mandatory mentoring increased productivity; a voluntary version did not. Lower-productivity workers were less likely to volunteer despite larger benefits.",
      "identification_risk": "One sales organization; distinguish offer/assignment effects from effects among participants.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Abstract and randomization section verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2024.07524",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive mandatory; null voluntary",
      "status": "Included",
      "year": 2025,
      "practice_group": "Learning & development",
      "design_group": "Randomized experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1287/mnsc.2024.07524",
      "date_label": "2025-09-15",
      "citation": "Jason Sandvik; Richard Saouma; Nathan Seegert; Christopher Stanton (2025). Should Human Capital Development Programs be Mandatory or Voluntary? Evidence from a Field Experiment on Mentorship Management Science. https://doi.org/10.1287/mnsc.2024.07524",
      "direction_code": "improved",
      "direction_rationale": "Coded improved: the mandatory arm raised productivity; the voluntary arm showed no detected improvement. No arm worsened it.",
      "lever": "employer",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S013",
      "doi": "10.1287/mnsc.2022.02395",
      "title": "The Performance Effects of Giving Front-Line Employees Direct Access to Performance Data and Thereby Limiting the Supervisor’s Feedback-Intermediation Role: Evidence from a Field Experiment",
      "authors": "Ethan Bernstein; Shelley Xin Li",
      "journal": "Management Science",
      "first_online": "2025-05-15",
      "online_metadata": "",
      "issue_metadata": "[[2026, 2]]",
      "tier": "Workplace output",
      "domain": "Performance feedback and transparency",
      "design": "Field experiment with treatment/control and preperiod",
      "setting": "Service organization; daily time-use analytics",
      "outcomes": "Nonproductive, productive/billable and support time",
      "finding": "Direct employee access to performance data reduced nonproductive time by 11%, but the released time did not primarily flow to revenue-generating activity.",
      "identification_risk": "Time-allocation measures are not revenue. Supervisor support and motivation moderate effects.",
      "effect": -0.11,
      "effect_unit": "Relative nonproductive time",
      "effect_note": "11% decrease relative to preintervention mean, versus control.",
      "sample": "Not extracted",
      "depth": "Abstract and selected design sections verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2022.02395",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Improved time allocation; output gain unclear",
      "status": "Included",
      "year": 2025,
      "practice_group": "Pay & performance management",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1287/mnsc.2022.02395",
      "date_label": "2025-05-15",
      "citation": "Ethan Bernstein; Shelley Xin Li (2025). The Performance Effects of Giving Front-Line Employees Direct Access to Performance Data and Thereby Limiting the Supervisor’s Feedback-Intermediation Role: Evidence from a Field Experiment Management Science. https://doi.org/10.1287/mnsc.2022.02395",
      "direction_code": "improved",
      "direction_rationale": "Coded improved on the measured outcome (less nonproductive time). The paper does not show that revenue rose.",
      "lever": "employer",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S014",
      "doi": "10.1162/rest_a_01587",
      "title": "The Selection Effects of Part-Time Work: Experimental Evidence from a Large-Scale Recruitment Drive",
      "authors": "Hyuncheol Bryant Kim; Hyunseob Kim; John Y. Zhu",
      "journal": "Review of Economics and Statistics",
      "first_online": "2025-04-21",
      "online_metadata": "[[2025, 4, 21]]",
      "issue_metadata": "",
      "tier": "Workplace output",
      "domain": "Working hours and recruitment",
      "design": "Randomized job-offer field experiment",
      "setting": "Large Ethiopian data-entry recruitment drive",
      "outcomes": "Applicant qualifications and productivity",
      "finding": "Part-time offers attracted less-qualified and lower-productivity applicants with stronger preferences for shorter hours.",
      "identification_risk": "Selection effect of the offered contract, not effect of cutting current employees' hours.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract",
      "source_url": "https://doi.org/10.1162/rest_a_01587",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Negative selection on measured productivity",
      "status": "Included",
      "year": 2025,
      "practice_group": "Staffing & careers",
      "design_group": "Randomized experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1162/rest_a_01587",
      "date_label": "2025-04-21",
      "citation": "Hyuncheol Bryant Kim; Hyunseob Kim; John Y. Zhu (2025). The Selection Effects of Part-Time Work: Experimental Evidence from a Large-Scale Recruitment Drive Review of Economics and Statistics. https://doi.org/10.1162/rest_a_01587",
      "direction_code": "worsened",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S015",
      "doi": "10.1007/s11187-025-01117-z",
      "title": "The impact of on-the-job training subsidies on firm-level outcomes: evidence from Flemish SMEs",
      "authors": "Jozef Konings; Aaron Putseys",
      "journal": "Small Business Economics",
      "first_online": "2025-10-20",
      "online_metadata": "[[2025, 10, 20]]",
      "issue_metadata": "[[2026, 3]]",
      "tier": "Workplace output",
      "domain": "Training subsidies",
      "design": "Stacked difference-in-differences; later-treated controls",
      "setting": "Flemish SMEs; administrative records, 2008-2021",
      "outcomes": "Training; employment; wage bill; value added",
      "finding": "Subsidized training generated growth mainly among smaller firms; large firms showed weaker or absent additionality.",
      "identification_risk": "Timing of subsidy take-up must be conditionally exogenous; restricting to surviving firms can select the sample.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "172,039 firms in overall data; analysis sample varies",
      "depth": "Abstract, sample and stacked-DiD methods verified",
      "source_url": "https://link.springer.com/article/10.1007/s11187-025-01117-z",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive; concentrated in smaller firms",
      "status": "Included",
      "year": 2025,
      "practice_group": "Learning & development",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1007/s11187-025-01117-z",
      "date_label": "2025-10-20",
      "citation": "Jozef Konings; Aaron Putseys (2025). The impact of on-the-job training subsidies on firm-level outcomes: evidence from Flemish SMEs Small Business Economics. https://doi.org/10.1007/s11187-025-01117-z",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "mandate",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S016",
      "doi": "10.1002/smj.3707",
      "title": "Pay transparency and productivity",
      "authors": "Cédric Gutierrez; Tomasz Obloj; Todd Zenger",
      "journal": "Strategic Management Journal",
      "first_online": "2025-03-25",
      "online_metadata": "[[2025, 3, 25]]",
      "issue_metadata": "[[2025, 8]]",
      "tier": "Workplace output",
      "domain": "Pay transparency",
      "design": "Staggered transparency shocks; panel quasi-experiment",
      "setting": "Approximately 20,000 US academics",
      "outcomes": "Research output",
      "finding": "Average productivity did not decline. Employees revealed as inequitably overpaid increased effort; underpaid employees weakly reduced effort, with heterogeneity by security and promotion incentives.",
      "identification_risk": "Parallel trends and absence of differential university/state changes; academic output is not corporate profit.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Approximately 20,000 academics",
      "depth": "Publisher abstract and selected methods",
      "source_url": "https://sms.onlinelibrary.wiley.com/doi/10.1002/smj.3707",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Mixed; no average decline",
      "status": "Included",
      "year": 2025,
      "practice_group": "Pay & performance management",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1002/smj.3707",
      "date_label": "2025-03-25",
      "citation": "Cédric Gutierrez; Tomasz Obloj; Todd Zenger (2025). Pay transparency and productivity Strategic Management Journal. https://doi.org/10.1002/smj.3707",
      "direction_code": "mixed",
      "direction_rationale": "Coded mixed: no average decline, but overpaid employees raised effort while underpaid employees weakly reduced it.",
      "lever": "mandate",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S017",
      "doi": "10.1111/bjir.70053",
      "title": "Gender Pay Disclosure and Firm Performance: Quasi‐Experimental Evidence From the United Kingdom",
      "authors": "Hildebrando Pahula; Charles Ambilichu",
      "journal": "British Journal of Industrial Relations",
      "first_online": "2026-04-28",
      "online_metadata": "[[2026, 4, 28]]",
      "issue_metadata": "[[2026, 9]]",
      "tier": "Workplace output",
      "domain": "Gender pay disclosure",
      "design": "Difference-in-differences around UK 250-employee reporting threshold",
      "setting": "UK firms; 2005-2023",
      "outcomes": "Sales growth",
      "finding": "Reports higher sales growth after mandatory gender pay disclosure, with heterogeneity by female leadership and industry workforce composition.",
      "identification_risk": "Firm-size groups may have different trends. The abstract describes a 0.016 percentage-point effect; coefficient-to-percentage conversion needs checking before use.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "Abstract units may be misleading: 0.016 percentage points is stated. Do not reinterpret as 1.6 percentage points without table/scale verification.",
      "sample": "Not extracted",
      "depth": "Publisher abstract and limitation section checked",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1111/bjir.70053",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive reported",
      "status": "Included",
      "year": 2026,
      "practice_group": "Pay & performance management",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1111/bjir.70053",
      "date_label": "2026-04-28",
      "citation": "Hildebrando Pahula; Charles Ambilichu (2026). Gender Pay Disclosure and Firm Performance: Quasi‐Experimental Evidence From the United Kingdom British Journal of Industrial Relations. https://doi.org/10.1111/bjir.70053",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "mandate",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S018",
      "doi": "10.3982/ecta18759",
      "title": "Promoting Women to Managerial Roles in the Bangladeshi Garment Sector",
      "authors": "Rocco Macchiavello; Andreas Menzel; Atonu Rabbani; Christopher Woodruff",
      "journal": "Econometrica",
      "first_online": null,
      "online_metadata": "[[2026]]",
      "issue_metadata": "",
      "tier": "Workplace output",
      "domain": "Promotion and gender inclusion",
      "design": "Randomized candidate-to-line assignment in field experiment",
      "setting": "24 Bangladeshi garment factories",
      "outcomes": "Production-line supervisory performance; subsequent appointments",
      "finding": "Female candidates initially performed worse amid negative bias; retained female supervisors subsequently performed similarly to men. Factories permanently increased female appointments.",
      "identification_risk": "Later retained-candidate comparisons are selected; randomized initial effects and post-trial retention results answer different questions.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "24 factories",
      "depth": "Publisher abstract and randomization description verified",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.3982/ECTA18759",
      "date_basis": "2026 publisher record; exact first-online day not extracted.",
      "direction": "Initial performance cost; longer-run integration",
      "status": "Included",
      "year": 2026,
      "practice_group": "Staffing & careers",
      "design_group": "Randomized experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.3982/ecta18759",
      "date_label": "2026 · exact online date unverified",
      "citation": "Rocco Macchiavello; Andreas Menzel; Atonu Rabbani; Christopher Woodruff (2026). Promoting Women to Managerial Roles in the Bangladeshi Garment Sector Econometrica. https://doi.org/10.3982/ecta18759",
      "direction_code": "worsened",
      "direction_rationale": "Coded worsened: female supervisors initially performed worse amid bias; retained supervisors later performed similarly. No performance gain was reported.",
      "lever": "employer",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S019",
      "doi": "10.1002/hrm.70079",
      "title": "Timing Matters: How Pay‐For‐Performance Payment Timing Motivates Lower‐Performing Employees in Pay‐For‐Performance Systems",
      "authors": "Xiaoyue Wu; Wei He; Jingzhou Pan",
      "journal": "Human Resource Management",
      "first_online": "2026-05-21",
      "online_metadata": "[[2026, 5, 21]]",
      "issue_metadata": "[[2026, 9]]",
      "tier": "Workplace output",
      "domain": "Pay timing and incentives",
      "design": "Field experiment",
      "setting": "Real-estate sales firm",
      "outcomes": "Subsequent sales-worker performance",
      "finding": "Immediate rather than delayed performance-pay disbursement improved subsequent performance among lower-performing employees; effects attenuated over time.",
      "identification_risk": "Allocation details, baseline subgroup definition and repeated-outcome inference need full-text audit.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1002/hrm.70079",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive; subgroup and time dependent",
      "status": "Included",
      "year": 2026,
      "practice_group": "Pay & performance management",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1002/hrm.70079",
      "date_label": "2026-05-21",
      "citation": "Xiaoyue Wu; Wei He; Jingzhou Pan (2026). Timing Matters: How Pay‐For‐Performance Payment Timing Motivates Lower‐Performing Employees in Pay‐For‐Performance Systems Human Resource Management. https://doi.org/10.1002/hrm.70079",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S020",
      "doi": "10.1016/j.jebo.2025.107412",
      "title": "Measuring the output reduction due to incentive ratcheting in the field",
      "authors": "Raicho Bojilov; Francisco Brahm; Joaquin Poblete",
      "journal": "Journal of Economic Behavior and Organization",
      "first_online": null,
      "online_metadata": "",
      "issue_metadata": "[[2026, 2]]",
      "tier": "Workplace output",
      "domain": "Incentive targets and ratcheting",
      "design": "Quasi-experimental salesforce restructuring; panel before/after exposure comparisons",
      "setting": "Large Chilean beverage producer/distributor",
      "outcomes": "Sales output",
      "finding": "Lower incentive ratcheting increased sales; the output response was nonlinear, with largest losses when moving from little/no ratcheting to some ratcheting.",
      "identification_risk": "Reorganization must not differentially change other determinants of sales; the 19% estimate uses a one-standard-deviation ratcheting reduction, not removal of all targets.",
      "effect": 0.19,
      "effect_unit": "Relative sales per one-SD reduction in ratcheting",
      "effect_note": "Reported average response to one-SD lower ratcheting; not a general incentive-pay elasticity.",
      "sample": "Not extracted",
      "depth": "Published abstract and author-manuscript design checked",
      "source_url": "https://www.sciencedirect.com/science/article/abs/pii/S0167268125005244",
      "date_basis": "2026 journal issue; March 2025 author manuscript. Exact journal first-online day not extracted.",
      "direction": "Less ratcheting increased sales",
      "status": "Included",
      "year": 2026,
      "practice_group": "Pay & performance management",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1016/j.jebo.2025.107412",
      "date_label": "2026 · exact online date unverified",
      "citation": "Raicho Bojilov; Francisco Brahm; Joaquin Poblete (2026). Measuring the output reduction due to incentive ratcheting in the field Journal of Economic Behavior and Organization. https://doi.org/10.1016/j.jebo.2025.107412",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S021",
      "doi": "10.1111/jems.70039",
      "title": "The Productivity Effect of High Involvement Management: Causal Evidence From Germany",
      "authors": "Johannes Lehmann",
      "journal": "Journal of Economics and Management Strategy",
      "first_online": "2026-07-02",
      "online_metadata": "[[2026, 7, 2]]",
      "issue_metadata": "",
      "tier": "Workplace output",
      "domain": "High-involvement management",
      "design": "FE/lagged-outcome bracketing; selection on observables; post-lasso sensitivity",
      "setting": "German IAB Establishment Panel; 2004-2018",
      "outcomes": "Establishment productivity",
      "finding": "Knowledge, power, information and rewards were associated with productivity gains under the maintained identification models. No positive synergies between pillars were detected.",
      "identification_risk": "Bracketing is conditional on model assumptions; neither fixed effects nor many controls guarantee removal of time-varying confounding.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "51,919 establishment-year observations",
      "depth": "Identification assumptions and sensitivity methods verified",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1111/jems.70039",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive; no detected synergy",
      "status": "Included",
      "year": 2026,
      "practice_group": "HR systems",
      "design_group": "Observational identification",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1111/jems.70039",
      "date_label": "2026-07-02",
      "citation": "Johannes Lehmann (2026). The Productivity Effect of High Involvement Management: Causal Evidence From Germany Journal of Economics and Management Strategy. https://doi.org/10.1111/jems.70039",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S022",
      "doi": "10.1287/mnsc.2024.08287",
      "title": "Collaboration, Workplace Practice Adoption, and Performance: Evidence from a Field Experiment",
      "authors": "Francisco Brahm; Jeanne Lafortune; Catherine Magelssen; Jose Tessada",
      "journal": "Management Science",
      "first_online": "2026-04-30",
      "online_metadata": "[[2026, 4, 30]]",
      "issue_metadata": "",
      "tier": "Workplace output",
      "domain": "Safety and worker-manager collaboration",
      "design": "Large field encouragement experiment",
      "setting": "Chilean SMEs; workplace safety",
      "outcomes": "Accident frequency/severity; safety training; headcount",
      "finding": "Encouraging collaboration increased safety training and reduced accidents without increasing staffing.",
      "identification_risk": "Encouragement identifies the offered collaboration intervention; heterogeneous implementation and spillovers matter.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "12,761 firms in experiment",
      "depth": "Publisher abstract and selected design verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2024.08287",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive safety",
      "status": "Included",
      "year": 2026,
      "practice_group": "Voice, inclusion & support",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1287/mnsc.2024.08287",
      "date_label": "2026-04-30",
      "citation": "Francisco Brahm; Jeanne Lafortune; Catherine Magelssen; Jose Tessada (2026). Collaboration, Workplace Practice Adoption, and Performance: Evidence from a Field Experiment Management Science. https://doi.org/10.1287/mnsc.2024.08287",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S023",
      "doi": "10.1287/mnsc.2020.03837",
      "title": "The Trade-Offs of Letting Local Managers Make Hiring Decisions",
      "authors": "Hugh Xiaolong Wu; Shannon X. Liu",
      "journal": "Management Science",
      "first_online": "2026-04-01",
      "online_metadata": "[[2026, 4, 1]]",
      "issue_metadata": "",
      "tier": "Workplace output",
      "domain": "Staffing and selection",
      "design": "Field experiment",
      "setting": "111 retail stores in China; 12 months",
      "outcomes": "Individual productivity; store sales",
      "finding": "Delegating hiring to local managers raised mean productivity and store sales, but increased dispersion and produced losses in some stores.",
      "identification_risk": "Allocation protocol and store-level inference require full-text audit; one chain.",
      "effect": null,
      "effect_unit": "Relative store sales",
      "effect_note": "Reported estimate range: 7-8%.",
      "sample": "111 stores",
      "depth": "Publisher abstract verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2020.03837",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive on average; heterogeneous",
      "status": "Included",
      "year": 2026,
      "practice_group": "Staffing & careers",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1287/mnsc.2020.03837",
      "date_label": "2026-04-01",
      "citation": "Hugh Xiaolong Wu; Shannon X. Liu (2026). The Trade-Offs of Letting Local Managers Make Hiring Decisions Management Science. https://doi.org/10.1287/mnsc.2020.03837",
      "direction_code": "mixed",
      "direction_rationale": "Coded mixed: mean productivity and sales rose, but some stores lost.",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S024",
      "doi": "10.1287/orsc.2024.19399",
      "title": "Roadmap or Compass? The Value of Prior Collaborative Experience in an Unfamiliar Task Environment",
      "authors": "Julien Clement; Sarath Balachandran",
      "journal": "Organization Science",
      "first_online": "2026-01-08",
      "online_metadata": "",
      "issue_metadata": "[[2026, 5]]",
      "tier": "Workplace output",
      "domain": "Team composition and prior collaboration",
      "design": "Random team assignment plus exogenous task-environment changes",
      "setting": "Professional esports players in temporary teams",
      "outcomes": "Team performance",
      "finding": "Prior tightly coupled collaboration helped in familiar environments but hurt in unfamiliar ones; loosely coupled experience was more useful under change.",
      "identification_risk": "Professional esports differs from ordinary firm work; verify assignment mechanism and dependence structure.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/orsc.2024.19399",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Context-dependent",
      "status": "Included",
      "year": 2026,
      "practice_group": "Work & team design",
      "design_group": "Randomized experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1287/orsc.2024.19399",
      "date_label": "2026-01-08",
      "citation": "Julien Clement; Sarath Balachandran (2026). Roadmap or Compass? The Value of Prior Collaborative Experience in an Unfamiliar Task Environment Organization Science. https://doi.org/10.1287/orsc.2024.19399",
      "direction_code": "mixed",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S025",
      "doi": "10.1287/orsc.2024.19036",
      "title": "Supervisory Support Shift: The Impact of Disability Inclusion on Coworker Productivity",
      "authors": "Yanhua Bird; Qi Li; Xiaoyu Zhou",
      "journal": "Organization Science",
      "first_online": "2026-02-25",
      "online_metadata": "",
      "issue_metadata": "[[2026, 5]]",
      "tier": "Workplace output",
      "domain": "Inclusion and supervisory support",
      "design": "Natural experiment; random assignment of new recruits to teams",
      "setting": "Teleservice company",
      "outcomes": "Nondiscretionary coworker productivity bonuses",
      "finding": "Managers shifted support toward recruits with visible disabilities, reducing nondisabled coworkers' measured productivity.",
      "identification_risk": "Context-specific managerial behavior; this is not an estimate of the overall financial return to disability inclusion.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "40,334 employee-month records",
      "depth": "Publisher abstract verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/orsc.2024.19036",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Negative coworker spillover in setting",
      "status": "Included",
      "year": 2026,
      "practice_group": "Voice, inclusion & support",
      "design_group": "Randomized experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1287/orsc.2024.19036",
      "date_label": "2026-02-25",
      "citation": "Yanhua Bird; Qi Li; Xiaoyu Zhou (2026). Supervisory Support Shift: The Impact of Disability Inclusion on Coworker Productivity Organization Science. https://doi.org/10.1287/orsc.2024.19036",
      "direction_code": "worsened",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S026",
      "doi": "10.1287/orsc.2025.21133",
      "title": "The Paradox of Inventors’ Job Security",
      "authors": "David Wehrheim; Eduardo Melero; Neus Palomeras",
      "journal": "Organization Science",
      "first_online": "2026-10-13",
      "online_metadata": "[[2026, 10, 13]]",
      "issue_metadata": "",
      "tier": "Workplace output",
      "domain": "Job security",
      "design": "Staggered-law difference-in-differences",
      "setting": "US corporate inventors; wrongful-discharge laws, 1980-1999",
      "outcomes": "Innovation novelty; internal technological reliance; private patent value",
      "finding": "Employment protection shifted inventions toward internal technologies and lower novelty while increasing private value to employers.",
      "identification_risk": "Modern staggered-DiD robustness, legal-policy confounding and external validity of historical reforms.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/orsc.2025.21133",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Mixed novelty-value trade-off",
      "status": "Included",
      "year": 2026,
      "practice_group": "Staffing & careers",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1287/orsc.2025.21133",
      "date_label": "2026-10-13",
      "citation": "David Wehrheim; Eduardo Melero; Neus Palomeras (2026). The Paradox of Inventors’ Job Security Organization Science. https://doi.org/10.1287/orsc.2025.21133",
      "direction_code": "mixed",
      "direction_rationale": "",
      "lever": "mandate",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S027",
      "doi": "10.1093/qje/qjag017",
      "title": "Making the Invisible Hand Visible: Managers and the Allocation of Workers to Jobs",
      "authors": "Virginia Minni",
      "journal": "Quarterly Journal of Economics",
      "first_online": "2026-03-23",
      "online_metadata": "[[2026, 3, 23]]",
      "issue_metadata": "[[2026, 7, 11]]",
      "tier": "Workplace output",
      "domain": "Manager quality and internal mobility",
      "design": "Manager-rotation quasi-experiment; worker/manager panel",
      "setting": "Multinational; 100 countries; 11 years",
      "outcomes": "Worker productivity; transfers; promotions",
      "finding": "Exposure to faster-promoted managers improved allocation to jobs and produced persistent productivity gains.",
      "identification_risk": "Rotation assignment must be plausibly exogenous; manager-promotion speed is a proxy for managerial quality.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "200,000 workers; 30,000 managers",
      "depth": "Publisher abstract and identification discussion verified",
      "source_url": "https://academic.oup.com/qje/article/141/3/1871/8537773",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive",
      "status": "Included",
      "year": 2026,
      "practice_group": "Staffing & careers",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1093/qje/qjag017",
      "date_label": "2026-03-23",
      "citation": "Virginia Minni (2026). Making the Invisible Hand Visible: Managers and the Allocation of Workers to Jobs Quarterly Journal of Economics. https://doi.org/10.1093/qje/qjag017",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "attribute",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S028",
      "doi": "10.1093/qje/qjag022",
      "title": "The Effects of Mandatory Profit-Sharing on Workers and Firms: Evidence from France",
      "authors": "Elio Nimier-David; David Sraer; David Thesmar",
      "journal": "Quarterly Journal of Economics",
      "first_online": "2026-04-24",
      "online_metadata": "[[2026, 4, 24]]",
      "issue_metadata": "[[2026, 7, 11]]",
      "tier": "Workplace output",
      "domain": "Profit-sharing",
      "design": "Difference-in-differences; 1990 eligibility threshold reform",
      "setting": "French firms",
      "outcomes": "Productivity; investment; labor share; profit share",
      "finding": "Mandatory profit-sharing redistributed excess profits toward lower-skilled workers, with small to nonexistent productivity or investment effects.",
      "identification_risk": "Parallel trends around the threshold reform; policy-induced sharing does not identify every voluntary plan.",
      "effect": -0.014,
      "effect_unit": "Change in profit share (fraction; -1.4 percentage points)",
      "effect_note": "Labor share +1.8 pp; profit share -1.4 pp; productivity and investment effects small to nonexistent.",
      "sample": "Not extracted",
      "depth": "Publisher abstract verified",
      "source_url": "https://academic.oup.com/qje/article-abstract/141/3/2205/8662148",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Null productivity; redistribution",
      "status": "Included",
      "year": 2026,
      "practice_group": "Pay & performance management",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1093/qje/qjag022",
      "date_label": "2026-04-24",
      "citation": "Elio Nimier-David; David Sraer; David Thesmar (2026). The Effects of Mandatory Profit-Sharing on Workers and Firms: Evidence from France Quarterly Journal of Economics. https://doi.org/10.1093/qje/qjag022",
      "direction_code": "no_effect",
      "direction_rationale": "Coded no effect: productivity and investment effects were small to nonexistent; the main effect was redistribution.",
      "lever": "mandate",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S029",
      "doi": "10.1093/qje/qjag027",
      "title": "The Power of Proximity to Coworkers",
      "authors": "Natalia Emanuel; Emma Harrington; Amanda Pallais",
      "journal": "Quarterly Journal of Economics",
      "first_online": "2026-05-12",
      "online_metadata": "[[2026, 5, 12]]",
      "issue_metadata": "[[2026, 7, 11]]",
      "tier": "Workplace output",
      "domain": "Work location and peer learning",
      "design": "Two difference-in-differences designs; closure and return shocks",
      "setting": "Fortune 500 software engineers; 2019-2024",
      "outcomes": "Coding feedback; code quality; coding output",
      "finding": "Proximity increased coding feedback and quality, especially for younger/less-tenured workers, while experienced engineers produced less code.",
      "identification_risk": "Co-located/distributed teams need comparable counterfactual trends; pandemic and return mandates can change more than proximity.",
      "effect": 0.183,
      "effect_unit": "Relative coding feedback",
      "effect_note": "18.3% more feedback; not an 18.3% productivity increase.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract verified",
      "source_url": "https://academic.oup.com/qje/article/141/3/1825/8676722",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Learning gains; experienced-worker output trade-off",
      "status": "Included",
      "year": 2026,
      "practice_group": "Work & team design",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1093/qje/qjag027",
      "date_label": "2026-05-12",
      "citation": "Natalia Emanuel; Emma Harrington; Amanda Pallais (2026). The Power of Proximity to Coworkers Quarterly Journal of Economics. https://doi.org/10.1093/qje/qjag027",
      "direction_code": "mixed",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S030",
      "doi": "10.1007/s11187-026-01261-0",
      "title": "The female manager effect: evidence on firm strategy and performance from a Matching Difference-in-Differences design",
      "authors": "Mehtabul Azam",
      "journal": "Small Business Economics",
      "first_online": "2026-08-06",
      "online_metadata": "[[2026, 8, 6]]",
      "issue_metadata": "[[2026, 10]]",
      "tier": "Workplace output",
      "domain": "Manager selection and succession",
      "design": "Matching difference-in-differences; falsification/sensitivity tests",
      "setting": "Indian firms; World Bank Enterprise Surveys, 2014 and 2022",
      "outcomes": "Labor productivity; sales; profit margins; employment",
      "finding": "Female-manager transitions were associated with higher productivity and sales, but no significant profit-margin or employment effect.",
      "identification_risk": "Only two survey waves; matched firms still require parallel counterfactual trends and no endogenous succession shocks.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract and plain-language summary verified",
      "source_url": "https://link.springer.com/article/10.1007/s11187-026-01261-0",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive sales/productivity; null profits",
      "status": "Included",
      "year": 2026,
      "practice_group": "Staffing & careers",
      "design_group": "Quasi-experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1007/s11187-026-01261-0",
      "date_label": "2026-08-06",
      "citation": "Mehtabul Azam (2026). The female manager effect: evidence on firm strategy and performance from a Matching Difference-in-Differences design Small Business Economics. https://doi.org/10.1007/s11187-026-01261-0",
      "direction_code": "improved",
      "direction_rationale": "Coded improved: productivity and sales rose; profit margins showed no significant change.",
      "lever": "attribute",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S031",
      "doi": "10.1002/smj.70081",
      "title": "Social comparison and the value of performance trajectory information: A field experiment in the workplace",
      "authors": "Hugh Xiaolong Wu; Yucheng Liang",
      "journal": "Strategic Management Journal",
      "first_online": "2026-03-25",
      "online_metadata": "[[2026, 3, 25]]",
      "issue_metadata": "[[2026, 7]]",
      "tier": "Workplace output",
      "domain": "Feedback and social comparison",
      "design": "Randomized controlled field trial",
      "setting": "Multinational spa chain in China; 28 weeks",
      "outcomes": "New-worker attrition; store revenue",
      "finding": "Showing senior coworkers' performance trajectories reduced new-worker attrition by 11-12%; store revenue rose 15% in stores with more new workers. Current-peer performance information had no detectable effect.",
      "identification_risk": "Revenue result is conditional on store workforce composition, not a universal chain-wide effect.",
      "effect": 0.15,
      "effect_unit": "Relative revenue in stores with more new workers",
      "effect_note": "Subgroup/store-composition result; attrition reduction reported as 11-12%.",
      "sample": "More than 7,000 workers",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://sms.onlinelibrary.wiley.com/doi/10.1002/smj.70081",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive; conditional",
      "status": "Included",
      "year": 2026,
      "practice_group": "Pay & performance management",
      "design_group": "Randomized experiment",
      "scope": "Workplace output",
      "paper_url": "https://doi.org/10.1002/smj.70081",
      "date_label": "2026-03-25",
      "citation": "Hugh Xiaolong Wu; Yucheng Liang (2026). Social comparison and the value of performance trajectory information: A field experiment in the workplace Strategic Management Journal. https://doi.org/10.1002/smj.70081",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S032",
      "doi": "10.1093/ej/ueaf063",
      "title": "Sotto Voce: The Impacts of Technology to Enhance Worker Voice",
      "authors": "Achyuta Adhvaryu; Smit Gade; Teresa Molina; Anant Nyshadham",
      "journal": "Economic Journal",
      "first_online": "2025-10-30",
      "online_metadata": "[[2025, 10, 30]]",
      "issue_metadata": "[[2026, 2, 5]]",
      "tier": "Employment outcome",
      "domain": "Worker voice",
      "design": "Randomized controlled field trial",
      "setting": "Indian garment workers; anonymous mobile HR channel",
      "outcomes": "Turnover; absenteeism; channel use",
      "finding": "Turnover was 10% lower and absenteeism 5% lower despite only 5% reporting use of the channel.",
      "identification_risk": "These are employment outcomes, not directly measured profit; estimate the local cost of avoided departures and absence.",
      "effect": -0.1,
      "effect_unit": "Relative turnover",
      "effect_note": "Turnover -10%; absence -5%; channel usage 5%.",
      "sample": "Not extracted",
      "depth": "Published abstract and author manuscript verified",
      "source_url": "https://doi.org/10.1093/ej/ueaf063",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive retention/attendance",
      "status": "Included",
      "year": 2025,
      "practice_group": "Voice, inclusion & support",
      "design_group": "Randomized experiment",
      "scope": "Employment outcome",
      "paper_url": "https://doi.org/10.1093/ej/ueaf063",
      "date_label": "2025-10-30",
      "citation": "Achyuta Adhvaryu; Smit Gade; Teresa Molina; Anant Nyshadham (2025). Sotto Voce: The Impacts of Technology to Enhance Worker Voice Economic Journal. https://doi.org/10.1093/ej/ueaf063",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S033",
      "doi": "10.1111/1748-8583.70012",
      "title": "Reducing Job Demands Through a Participatory Work Redesign Intervention: A Quasi‐Experimental Study in Aged Care",
      "authors": "Jane X. Y. Chong; Daniela M. Andrei; Madison C. Kho; Lucinda J. Iles; Sharon K. Parker; Hayley I. Moore",
      "journal": "Human Resource Management Journal",
      "first_online": "2025-09-16",
      "online_metadata": "[[2025, 9, 16]]",
      "issue_metadata": "[[2026, 1]]",
      "tier": "Employment outcome",
      "domain": "Participatory work redesign",
      "design": "Quasi-experiment; matched facilities with before/after outcomes",
      "setting": "Australian aged care; two intervention and two comparison facilities",
      "outcomes": "Time pressure; emotional demands; unpaid leave; turnover",
      "finding": "Demand reductions favored treated facilities; some evidence suggested less unpaid leave, but turnover and well-being effects were unclear.",
      "identification_risk": "Only four facilities; concurrent nationwide staffing/funding change; limited cluster-level precision.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Four facilities",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1111/1748-8583.70012",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Improved demands; uncertain employment effects",
      "status": "Included",
      "year": 2025,
      "practice_group": "Work & team design",
      "design_group": "Quasi-experiment",
      "scope": "Employment outcome",
      "paper_url": "https://doi.org/10.1111/1748-8583.70012",
      "date_label": "2025-09-16",
      "citation": "Jane X. Y. Chong; Daniela M. Andrei; Madison C. Kho; Lucinda J. Iles; Sharon K. Parker; Hayley I. Moore (2025). Reducing Job Demands Through a Participatory Work Redesign Intervention: A Quasi‐Experimental Study in Aged Care Human Resource Management Journal. https://doi.org/10.1111/1748-8583.70012",
      "direction_code": "unclear",
      "direction_rationale": "Coded unclear: job demands fell, but the employment outcomes (turnover, leave) were described as unclear.",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S034",
      "doi": "10.1287/mnsc.2023.01204",
      "title": "Cut to the Curve: Underrecognition and Talent Loss from Forced Ranking in a Multinational Firm",
      "authors": "Brittany M. Bond",
      "journal": "Management Science",
      "first_online": "2025-08-22",
      "online_metadata": "",
      "issue_metadata": "[[2026, 4]]",
      "tier": "Employment outcome",
      "domain": "Performance recognition",
      "design": "Recognition-cutoff quasi-natural comparison; Cox proportional hazards",
      "setting": "Multinational firm; forced recognition curve",
      "outcomes": "Voluntary exits among high performers",
      "finding": "Downgrading a top-performer nominee was associated with at least 34% higher voluntary-exit hazard. This is a hazard ratio, not a 34% increase in cumulative exit probability.",
      "identification_risk": "Not verified as RDD. Downgraded versus recognized employees may differ in unmeasured ways; causal comparison requires full model/assignment audit.",
      "effect": 0.34,
      "effect_unit": "Relative voluntary-exit hazard (at least)",
      "effect_note": "Unadjusted HR 1.337 (p<0.10); adjusted specifications differ. Do not interpret as a risk ratio or percentage-point effect.",
      "sample": "Not extracted",
      "depth": "Identification argument and Cox models verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2023.01204",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Negative retention",
      "status": "Included",
      "year": 2025,
      "practice_group": "Pay & performance management",
      "design_group": "Quasi-experiment",
      "scope": "Employment outcome",
      "paper_url": "https://doi.org/10.1287/mnsc.2023.01204",
      "date_label": "2025-08-22",
      "citation": "Brittany M. Bond (2025). Cut to the Curve: Underrecognition and Talent Loss from Forced Ranking in a Multinational Firm Management Science. https://doi.org/10.1287/mnsc.2023.01204",
      "direction_code": "worsened",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "methods",
      "prereg": "not_checked"
    },
    {
      "id": "S035",
      "doi": "10.1287/mnsc.2024.05301",
      "title": "Flexible Pay and Labor Supply: Evidence from Uber’s Instant Pay",
      "authors": "Keith Chen; Katherine Feinerman; Kareem Haggag",
      "journal": "Management Science",
      "first_online": "2025-09-19",
      "online_metadata": "",
      "issue_metadata": "[[2026, 6]]",
      "tier": "Employment outcome",
      "domain": "Pay timing",
      "design": "Nationwide randomized controlled trial",
      "setting": "Uber drivers",
      "outcomes": "Driver work time/labor supply",
      "finding": "On-demand pay increased time supplied, particularly farther from the usual weekly payday.",
      "identification_risk": "More hours supplied does not by itself establish higher hourly productivity, profit, or worker welfare.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2024.05301",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Higher labor supply",
      "status": "Included",
      "year": 2025,
      "practice_group": "Pay & performance management",
      "design_group": "Randomized experiment",
      "scope": "Employment outcome",
      "paper_url": "https://doi.org/10.1287/mnsc.2024.05301",
      "date_label": "2025-09-19",
      "citation": "Keith Chen; Katherine Feinerman; Kareem Haggag (2025). Flexible Pay and Labor Supply: Evidence from Uber’s Instant Pay Management Science. https://doi.org/10.1287/mnsc.2024.05301",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S036",
      "doi": "10.1287/mnsc.2024.04908",
      "title": "Vaccines at Work: Experimental Evidence from a Firm Campaign",
      "authors": "Manuel Hoffmann; Roberto Mosquera; Adrian Chadi",
      "journal": "Management Science",
      "first_online": "2025-09-16",
      "online_metadata": "",
      "issue_metadata": "[[2026, 6]]",
      "tier": "Employment outcome",
      "domain": "Workplace health",
      "design": "Randomized encouragement; on-site influenza vaccination",
      "setting": "Ecuadorian bank",
      "outcomes": "Vaccination take-up; sickness absence",
      "finding": "Encouragement increased vaccination participation but did not reduce sickness absence; economic benefit to the firm was not supported.",
      "identification_risk": "Encouragement effects and vaccination effects differ; influenza season/context and exclusion assumptions for IV interpretation.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2024.04908",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Null absence benefit",
      "status": "Included",
      "year": 2025,
      "practice_group": "Voice, inclusion & support",
      "design_group": "Randomized experiment",
      "scope": "Employment outcome",
      "paper_url": "https://doi.org/10.1287/mnsc.2024.04908",
      "date_label": "2025-09-16",
      "citation": "Manuel Hoffmann; Roberto Mosquera; Adrian Chadi (2025). Vaccines at Work: Experimental Evidence from a Firm Campaign Management Science. https://doi.org/10.1287/mnsc.2024.04908",
      "direction_code": "no_effect",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S037",
      "doi": "10.1162/rest.a.1622",
      "title": "Conscientiousness in the Workplace: Evidence from a Field Experiment in West Africa",
      "authors": "Mathias Allemand; Martina Kirchberger; Sveta Milusheva; Carol Newman; Brent W. Roberts; Vincent Thorne",
      "journal": "Review of Economics and Statistics",
      "first_online": "2025-10-29",
      "online_metadata": "[[2025, 10, 29]]",
      "issue_metadata": "",
      "tier": "Employment outcome",
      "domain": "Conscientiousness training",
      "design": "Randomized field experiment",
      "setting": "Low-skilled workers in Senegal",
      "outcomes": "Retention; earnings; conscientious behavior",
      "finding": "Behavioral conscientiousness training improved retention and earnings.",
      "identification_risk": "Worker employment outcomes do not directly establish firm profit or output effects; training is not equivalent to changing a stable trait.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher metadata and author research summary",
      "source_url": "https://www.voxdev.org/topic/labour-markets/can-workers-be-trained-be-more-conscientious-and-does-it-pay",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive employment outcomes",
      "status": "Included",
      "year": 2025,
      "practice_group": "Learning & development",
      "design_group": "Randomized experiment",
      "scope": "Employment outcome",
      "paper_url": "https://doi.org/10.1162/rest.a.1622",
      "date_label": "2025-10-29",
      "citation": "Mathias Allemand; Martina Kirchberger; Sveta Milusheva; Carol Newman; Brent W. Roberts; Vincent Thorne (2025). Conscientiousness in the Workplace: Evidence from a Field Experiment in West Africa Review of Economics and Statistics. https://doi.org/10.1162/rest.a.1622",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S038",
      "doi": "10.1287/orsc.2024.19407",
      "title": "Filtering the labor pool: How digitalization redistributes hiring costs",
      "authors": "Moshe Barach",
      "journal": "Organization Science",
      "first_online": "2026-08-19",
      "online_metadata": "[[2026, 8, 19]]",
      "issue_metadata": "",
      "tier": "Employment outcome",
      "domain": "Recruitment technology",
      "design": "Randomized platform field experiment",
      "setting": "Large online labor market",
      "outcomes": "Interviews; applicant composition; offer rejection; contracted wages",
      "finding": "Filters reduced interviews but excluded both low- and high-quality applicants. Worse offer-stage outcomes were suggestive among active filter users.",
      "identification_risk": "Active-use subgroup is selected; distinguish randomized access effects from nonrandom user comparisons. Quality is algorithm-proxied.",
      "effect": -0.034,
      "effect_unit": "Relative number of applicants interviewed",
      "effect_note": "Randomized access: 3.4% fewer interviews; user-subgroup offer effects are suggestive.",
      "sample": "Not extracted",
      "depth": "Publisher abstract verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/orsc.2024.19407",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Stage-dependent hiring trade-off",
      "status": "Included",
      "year": 2026,
      "practice_group": "Staffing & careers",
      "design_group": "Randomized experiment",
      "scope": "Employment outcome",
      "paper_url": "https://doi.org/10.1287/orsc.2024.19407",
      "date_label": "2026-08-19",
      "citation": "Moshe Barach (2026). Filtering the labor pool: How digitalization redistributes hiring costs Organization Science. https://doi.org/10.1287/orsc.2024.19407",
      "direction_code": "mixed",
      "direction_rationale": "",
      "lever": "technology",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S039",
      "doi": "10.1093/qje/qjag040",
      "title": "Clause and Effect: Theory and Field Experimental Evidence on Noncompete Clauses",
      "authors": "Bo Cowgill; Brandon Freiberg; Evan Starr",
      "journal": "Quarterly Journal of Economics",
      "first_online": "2026-08-07",
      "online_metadata": "[[2026, 8, 7]]",
      "issue_metadata": "[[2026, 10, 12]]",
      "tier": "Employment outcome",
      "domain": "Noncompete contracts",
      "design": "Field experiment; randomized wages and noncompete clauses",
      "setting": "Two finance firms; short-term freelance recruiters",
      "outcomes": "Mobility; earnings; confidential-information leakage",
      "finding": "Removing noncompetes increased mobility and total earnings; no evidence of secret leakage, including rejection of small effects.",
      "identification_risk": "Short-term recruiter contracts and two firms limit transfer; mobility/earnings are not productivity.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "Mobility +36-52%; worker earnings +12-17%; leakage null.",
      "sample": "Approximately 14,000 job offers",
      "depth": "Publisher-deposited abstract and institutional record",
      "source_url": "https://academic.oup.com/qje/article/141/4/3161/8756424",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "More mobility/earnings; null leakage",
      "status": "Included",
      "year": 2026,
      "practice_group": "Staffing & careers",
      "design_group": "Randomized experiment",
      "scope": "Employment outcome",
      "paper_url": "https://doi.org/10.1093/qje/qjag040",
      "date_label": "2026-08-07",
      "citation": "Bo Cowgill; Brandon Freiberg; Evan Starr (2026). Clause and Effect: Theory and Field Experimental Evidence on Noncompete Clauses Quarterly Journal of Economics. https://doi.org/10.1093/qje/qjag040",
      "direction_code": "mixed",
      "direction_rationale": "Coded mixed: removing noncompetes increased worker mobility (a retention cost to the firm) with no detected leakage of secrets.",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S040",
      "doi": "10.1162/rest.a.1866",
      "title": "Return to Office and the Tenure Distribution",
      "authors": "David Van Dijcke; Florian Gunsilius; Austin Wright",
      "journal": "Review of Economics and Statistics",
      "first_online": "2026-09-08",
      "online_metadata": "[[2026, 9, 8]]",
      "issue_metadata": "",
      "tier": "Employment outcome",
      "domain": "Return-to-office",
      "design": "Distributional synthetic controls",
      "setting": "Microsoft, SpaceX and Apple; resume histories",
      "outcomes": "Employee tenure and seniority distribution",
      "finding": "Return mandates were followed by reductions in tenure and seniority, consistent with senior employees leaving.",
      "identification_risk": "Counterfactual donor fit and contemporaneous firm changes; this study does not measure productivity or innovation losses directly.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract",
      "source_url": "https://doi.org/10.1162/rest.a.1866",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Loss of seniority/tenure",
      "status": "Included",
      "year": 2026,
      "practice_group": "Work & team design",
      "design_group": "Quasi-experiment",
      "scope": "Employment outcome",
      "paper_url": "https://doi.org/10.1162/rest.a.1866",
      "date_label": "2026-09-08",
      "citation": "David Van Dijcke; Florian Gunsilius; Austin Wright (2026). Return to Office and the Tenure Distribution Review of Economics and Statistics. https://doi.org/10.1162/rest.a.1866",
      "direction_code": "worsened",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S041",
      "doi": "10.1037/apl0001328",
      "title": "Bridging the social class capital gap: A psychological intervention in the newcomer adjustment context.",
      "authors": "Grace J. H. Lim; Marko Pitesa",
      "journal": "Journal of Applied Psychology",
      "first_online": "2025-11-13",
      "online_metadata": "[[2026, 4]]",
      "issue_metadata": "",
      "tier": "Rated/proximal performance",
      "domain": "Newcomer socialization",
      "design": "Two preregistered field experiments plus development study",
      "setting": "Newcomers from different social-class backgrounds",
      "outcomes": "Job performance; engagement; integration; turnover intentions",
      "finding": "A capital-building intervention improved job performance for lower-social-class newcomers through engagement/integration; turnover intentions did not improve.",
      "identification_risk": "Subgroup and mediation inference; performance-rating source and objective criterion require full-text audit.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "APA abstract via PubMed/Europe PMC",
      "source_url": "https://pubmed.ncbi.nlm.nih.gov/41231570/",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive subgroup performance; null intention effect",
      "status": "Included",
      "year": 2025,
      "practice_group": "Staffing & careers",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Rated/proximal performance",
      "paper_url": "https://doi.org/10.1037/apl0001328",
      "date_label": "2025-11-13",
      "citation": "Grace J. H. Lim; Marko Pitesa (2025). Bridging the social class capital gap: A psychological intervention in the newcomer adjustment context. Journal of Applied Psychology. https://doi.org/10.1037/apl0001328",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "stated"
    },
    {
      "id": "S042",
      "doi": "10.1037/apl0001312",
      "title": "Off to a hard start: How job rotation reshapes newcomers’ learning and adjustment process.",
      "authors": "Wei Wu; Wu Liu; Wen Wu; Yuhuan Xia",
      "journal": "Journal of Applied Psychology",
      "first_online": "2025-08-07",
      "online_metadata": "[[2026, 2]]",
      "issue_metadata": "",
      "tier": "Rated/proximal performance",
      "domain": "Job rotation and onboarding",
      "design": "Field quasi-experiment; 12 repeated waves",
      "setting": "New nurses",
      "outcomes": "Task mastery; social integration",
      "finding": "Rotation created an initial mastery gain, transition setback and renewed gain. Social integration declined; cognitive challenge in the first episode helped later mastery.",
      "identification_risk": "Mastery/social integration are learning outcomes, not patient quality, productivity or profit.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "255 new nurses",
      "depth": "APA abstract via PubMed/Europe PMC",
      "source_url": "https://pubmed.ncbi.nlm.nih.gov/40773318/",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Learning-social integration trade-off",
      "status": "Included",
      "year": 2025,
      "practice_group": "Staffing & careers",
      "design_group": "Quasi-experiment",
      "scope": "Rated/proximal performance",
      "paper_url": "https://doi.org/10.1037/apl0001312",
      "date_label": "2025-08-07",
      "citation": "Wei Wu; Wu Liu; Wen Wu; Yuhuan Xia (2025). Off to a hard start: How job rotation reshapes newcomers’ learning and adjustment process. Journal of Applied Psychology. https://doi.org/10.1037/apl0001312",
      "direction_code": "mixed",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S043",
      "doi": "10.1037/apl0001277",
      "title": "The relative effects of design thinking versus after-action review on team performance: An experiential/episodic team learning perspective.",
      "authors": "Jingqiu Chen; Dana R. Vashdi; Qingyue Fan; Peter A. Bamberger; Gilad Chen",
      "journal": "Journal of Applied Psychology",
      "first_online": "2025-03-27",
      "online_metadata": "[[2025, 10]]",
      "issue_metadata": "",
      "tier": "Rated/proximal performance",
      "domain": "Team development",
      "design": "Multiwave workplace field experiment",
      "setting": "Manufacturing company; six months",
      "outcomes": "Team performance; learning climate; transactive memory",
      "finding": "Design-thinking team development produced greater performance improvement than after-action reviews.",
      "identification_risk": "Performance measurement, allocation and number of randomized teams need full-text audit; relative comparison lacks a no-intervention contrast.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "APA abstract via PubMed/Europe PMC",
      "source_url": "https://pubmed.ncbi.nlm.nih.gov/40146591/",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive versus active comparator",
      "status": "Included",
      "year": 2025,
      "practice_group": "Learning & development",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Rated/proximal performance",
      "paper_url": "https://doi.org/10.1037/apl0001277",
      "date_label": "2025-03-27",
      "citation": "Jingqiu Chen; Dana R. Vashdi; Qingyue Fan; Peter A. Bamberger; Gilad Chen (2025). The relative effects of design thinking versus after-action review on team performance: An experiential/episodic team learning perspective. Journal of Applied Psychology. https://doi.org/10.1037/apl0001277",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S044",
      "doi": "10.1177/01492063241310153",
      "title": "The Relationship Between Organizational Authenticity Perceptions and Employees’ Work Performance: Evidence From a Field Experiment",
      "authors": "Liat Eldor",
      "journal": "Journal of Management",
      "first_online": "2025-02-10",
      "online_metadata": "[[2025, 2, 10]]",
      "issue_metadata": "[[2026, 4]]",
      "tier": "Rated/proximal performance",
      "domain": "Culture and authenticity",
      "design": "Randomized field experiment",
      "setting": "Large global consulting company",
      "outcomes": "Employee work performance; organizational trust",
      "finding": "An intervention increasing perceived organizational authenticity improved work performance; trust was a proposed mediator.",
      "identification_risk": "Performance measurement and mediator identification require full-text review; randomized treatment does not automatically identify mediation.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract and first-online date verified",
      "source_url": "https://journals.sagepub.com/doi/10.1177/01492063241310153",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive",
      "status": "Included",
      "year": 2025,
      "practice_group": "Voice, inclusion & support",
      "design_group": "Randomized experiment",
      "scope": "Rated/proximal performance",
      "paper_url": "https://doi.org/10.1177/01492063241310153",
      "date_label": "2025-02-10",
      "citation": "Liat Eldor (2025). The Relationship Between Organizational Authenticity Perceptions and Employees’ Work Performance: Evidence From a Field Experiment Journal of Management. https://doi.org/10.1177/01492063241310153",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S045",
      "doi": "10.1111/joop.70020",
      "title": "Cognitive reappraisal emotion regulation interventions in the workplace and their impact on job performance: An ecological momentary intervention approach",
      "authors": "Ze Zhu; John A. Aitken; JeongJin Kim; Julia I. Baines; Seth A. Kaplan; Reeshad S. Dalal; Jordan Hassani",
      "journal": "Journal of Occupational and Organizational Psychology",
      "first_online": "2025-04-04",
      "online_metadata": "[[2025, 4, 4]]",
      "issue_metadata": "[[2025, 6]]",
      "tier": "Rated/proximal performance",
      "domain": "Emotion-regulation training",
      "design": "Randomized controlled trial; daily microinterventions",
      "setting": "Employees; three workweeks plus one-month follow-up",
      "outcomes": "Self-reported job performance; counterproductive behavior; affect",
      "finding": "Reappraisal activities improved reported performance and reduced counterproductive behavior; situational reappraisal outperformed emotion reappraisal.",
      "identification_risk": "Unblinded self-reported outcomes and mediation; no objective output or profit endpoint.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "176 employees (88 intervention; 88 control)",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1111/joop.70020",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive self-reported performance",
      "status": "Included",
      "year": 2025,
      "practice_group": "Learning & development",
      "design_group": "Randomized experiment",
      "scope": "Rated/proximal performance",
      "paper_url": "https://doi.org/10.1111/joop.70020",
      "date_label": "2025-04-04",
      "citation": "Ze Zhu; John A. Aitken; JeongJin Kim; Julia I. Baines; Seth A. Kaplan; Reeshad S. Dalal; Jordan Hassani (2025). Cognitive reappraisal emotion regulation interventions in the workplace and their impact on job performance: An ecological momentary intervention approach Journal of Occupational and Organizational Psychology. https://doi.org/10.1111/joop.70020",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S046",
      "doi": "10.1002/job.2884",
      "title": "Customer‐Oriented Boundary Spanning, Functional Diversity, and Customer Adoption",
      "authors": "André Wagner; Daan van Knippenberg; Lauren D'Innocenzo",
      "journal": "Journal of Organizational Behavior",
      "first_online": "2025-04-02",
      "online_metadata": "[[2025, 4, 2]]",
      "issue_metadata": "[[2025, 7]]",
      "tier": "Rated/proximal performance",
      "domain": "Team boundary spanning",
      "design": "Field experiment; customer-oriented intervention",
      "setting": "Product/service development teams",
      "outcomes": "Customer adoption of deliverables; information elaboration",
      "finding": "Customer-focused boundary spanning improved adoption through proposed shared-objective and information-elaboration mechanisms; functional diversity moderated the pathway.",
      "identification_risk": "Verify workplace/customer context, measurement and total treatment effect before treating this as realized sales; mediation not automatically identified.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "144 teams",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1002/job.2884",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive; moderated",
      "status": "Included",
      "year": 2025,
      "practice_group": "Work & team design",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Rated/proximal performance",
      "paper_url": "https://doi.org/10.1002/job.2884",
      "date_label": "2025-04-02",
      "citation": "André Wagner; Daan van Knippenberg; Lauren D'Innocenzo (2025). Customer‐Oriented Boundary Spanning, Functional Diversity, and Customer Adoption Journal of Organizational Behavior. https://doi.org/10.1002/job.2884",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S047",
      "doi": "10.1111/peps.12685",
      "title": "Harnessing the Potential of Workday Design: The Sequencing of Task Difficulty and Its Implications for Workday Well‐Being and Performance",
      "authors": "Chen Zhang; Zhaodong (Alan) Qiu; Helen H. Zhao; Mengxi Yang; Wansi Chen; Yuan Ma",
      "journal": "Personnel Psychology",
      "first_online": "2025-05-11",
      "online_metadata": "[[2025, 5, 11]]",
      "issue_metadata": "[[2025, 12]]",
      "tier": "Rated/proximal performance",
      "domain": "Workday design",
      "design": "Field experiment plus experience-sampling replication",
      "setting": "Two organizations",
      "outcomes": "Extra-role performance; fatigue; relaxation",
      "finding": "Scheduling difficult tasks earlier improved fatigue/relaxation and daily extra-role performance, with pacing-style moderation.",
      "identification_risk": "No verified firm financial endpoint; field-experimental and correlational evidence should be separated.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "166 employees in experiment; 226 in second study",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1111/peps.12685",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive; moderated",
      "status": "Included",
      "year": 2025,
      "practice_group": "Work & team design",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Rated/proximal performance",
      "paper_url": "https://doi.org/10.1111/peps.12685",
      "date_label": "2025-05-11",
      "citation": "Chen Zhang; Zhaodong (Alan) Qiu; Helen H. Zhao; Mengxi Yang; Wansi Chen; Yuan Ma (2025). Harnessing the Potential of Workday Design: The Sequencing of Task Difficulty and Its Implications for Workday Well‐Being and Performance Personnel Psychology. https://doi.org/10.1111/peps.12685",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S048",
      "doi": "10.1037/apl0001361",
      "title": "The effects of food insecurity on work outcomes.",
      "authors": "Jason H. Moy; Ussama Ahmad Khan; Wei Jee Ong; Christopher M. Barnes",
      "journal": "Journal of Applied Psychology",
      "first_online": "2026-02-19",
      "online_metadata": "[[2026, 10]]",
      "issue_metadata": "",
      "tier": "Rated/proximal performance",
      "domain": "Food benefits and employee support",
      "design": "Field experiment plus recall experiment and within-person diary study",
      "setting": "Food-insecure employees; field intervention providing food",
      "outcomes": "Task performance; work engagement; organizational citizenship behavior",
      "finding": "The field experiment found that providing food to food-insecure employees improved work outcomes. Anxiety was a proposed pathway.",
      "identification_risk": "Allocation protocol and performance measurement are not fully audited; no direct sales, profit or intervention ROI estimate extracted.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "APA abstract via PubMed/Europe PMC",
      "source_url": "https://pubmed.ncbi.nlm.nih.gov/41712361/",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive work outcomes",
      "status": "Included",
      "year": 2026,
      "practice_group": "Voice, inclusion & support",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Rated/proximal performance",
      "paper_url": "https://doi.org/10.1037/apl0001361",
      "date_label": "2026-02-19",
      "citation": "Jason H. Moy; Ussama Ahmad Khan; Wei Jee Ong; Christopher M. Barnes (2026). The effects of food insecurity on work outcomes. Journal of Applied Psychology. https://doi.org/10.1037/apl0001361",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S049",
      "doi": "10.1007/s10869-026-10155-7",
      "title": "Stimulating gender-diverse teams’ creativity through team diversity training: A field experiment",
      "authors": "Christoph Reinert; Claudia Buengeler; Bart Voorn; Astrid C. Homan",
      "journal": "Journal of Business and Psychology",
      "first_online": "2026-10-03",
      "online_metadata": "[[2026, 10, 3]]",
      "issue_metadata": "",
      "tier": "Rated/proximal performance",
      "domain": "Team diversity training",
      "design": "Randomized field experiment; two training variants versus no training",
      "setting": "Intact organizational teams",
      "outcomes": "Team creativity; information elaboration; team identification",
      "finding": "Partial support: combined identification/elaboration training showed a conditional creativity pathway in highly gender-diverse teams; active-training contrast was not significant.",
      "identification_risk": "Do not conclude one training component is causally superior from a nonsignificant active-arm contrast; mediation is exploratory/conditional.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "446 people in 57 teams",
      "depth": "Publisher-deposited abstract",
      "source_url": "https://link.springer.com/article/10.1007/s10869-026-10155-7",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Partial/conditional; active-arm contrast null",
      "status": "Included",
      "year": 2026,
      "practice_group": "Voice, inclusion & support",
      "design_group": "Randomized experiment",
      "scope": "Rated/proximal performance",
      "paper_url": "https://doi.org/10.1007/s10869-026-10155-7",
      "date_label": "2026-10-03",
      "citation": "Christoph Reinert; Claudia Buengeler; Bart Voorn; Astrid C. Homan (2026). Stimulating gender-diverse teams’ creativity through team diversity training: A field experiment Journal of Business and Psychology. https://doi.org/10.1007/s10869-026-10155-7",
      "direction_code": "no_effect",
      "direction_rationale": "Coded no effect: the active-training contrast was not significant; only a conditional indirect pathway was supported.",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S050",
      "doi": "10.1111/joop.70138",
      "title": "Employee health and performance promotion through the off‐job crafting intervention: A randomized crossover trial",
      "authors": "Miika Kujanpää; Claus W. Frølund; Etty R. Nilsen; Anja H. Olafsen",
      "journal": "Journal of Occupational and Organizational Psychology",
      "first_online": "2026-06-29",
      "online_metadata": "[[2026, 6, 29]]",
      "issue_metadata": "[[2026, 9]]",
      "tier": "Rated/proximal performance",
      "domain": "Recovery and off-job crafting",
      "design": "Randomized crossover trial",
      "setting": "Knowledge workers in three organizations",
      "outcomes": "Reported performance; recovery; stress",
      "finding": "Recovery and stress improved, but performance did not change significantly.",
      "identification_risk": "Short intervention and self-reported outcomes; crossover carryover assumptions.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "136 workers",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1111/joop.70138",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Null performance; better recovery",
      "status": "Included",
      "year": 2026,
      "practice_group": "Work & team design",
      "design_group": "Randomized experiment",
      "scope": "Rated/proximal performance",
      "paper_url": "https://doi.org/10.1111/joop.70138",
      "date_label": "2026-06-29",
      "citation": "Miika Kujanpää; Claus W. Frølund; Etty R. Nilsen; Anja H. Olafsen (2026). Employee health and performance promotion through the off‐job crafting intervention: A randomized crossover trial Journal of Occupational and Organizational Psychology. https://doi.org/10.1111/joop.70138",
      "direction_code": "no_effect",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S051",
      "doi": "10.1257/aer.20231247",
      "title": "Mission Motivation and Public Sector Performance: Experimental Evidence from Pakistan",
      "authors": "Muhammad Yasir Khan",
      "journal": "American Economic Review",
      "first_online": "2025-07-01",
      "online_metadata": "",
      "issue_metadata": "[[2025, 7, 1]]",
      "tier": "Adjacent: public service",
      "domain": "Mission motivation training",
      "design": "Randomized field experiment",
      "setting": "Community health workers in Pakistan",
      "outcomes": "Household visits; task performance; child health",
      "finding": "Mission-focused training improved multiple work activities and child health outcomes.",
      "identification_risk": "Public-service production is relevant organizational evidence, not private-firm profitability.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://www.aeaweb.org/articles?id=10.1257/aer.20231247",
      "date_basis": "Issue publication date; separate first-online date unavailable.",
      "direction": "Positive public-service output",
      "status": "Included",
      "year": 2025,
      "practice_group": "Voice, inclusion & support",
      "design_group": "Randomized experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1257/aer.20231247",
      "date_label": "2025-07-01",
      "citation": "Muhammad Yasir Khan (2025). Mission Motivation and Public Sector Performance: Experimental Evidence from Pakistan American Economic Review. https://doi.org/10.1257/aer.20231247",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S052",
      "doi": "10.1257/aeri.20240581",
      "title": "Long-Term and Lasting Impacts of Personal Initiative Training on Entrepreneurial Success",
      "authors": "Francisco Campos; Michael Frese; Leonardo Iacovone; Hillary C. Johnson; David McKenzie; Mona Mensmann",
      "journal": "American Economic Review Insights",
      "first_online": null,
      "online_metadata": "",
      "issue_metadata": "[[2025, 12, 1]]",
      "tier": "Adjacent: entrepreneur training",
      "domain": "Personal initiative training",
      "design": "Long-term follow-up of randomized business-training trial",
      "setting": "Entrepreneurs in Togo",
      "outcomes": "Business profits and entrepreneurial performance",
      "finding": "Long-term follow-up evaluates persistence of personal-initiative training benefits; precise estimate not extracted here.",
      "identification_risk": "Owner training rather than workforce HR; long-term attrition, business survival and multiple follow-up outcomes.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher record; full follow-up results not audited",
      "source_url": "https://www.aeaweb.org/articles?id=10.1257/aeri.20240581",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Long-term positive effects reported",
      "status": "Included",
      "year": 2025,
      "practice_group": "Learning & development",
      "design_group": "Randomized experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1257/aeri.20240581",
      "date_label": "2025 · exact online date unverified",
      "citation": "Francisco Campos; Michael Frese; Leonardo Iacovone; Hillary C. Johnson; David McKenzie; Mona Mensmann (2025). Long-Term and Lasting Impacts of Personal Initiative Training on Entrepreneurial Success American Economic Review Insights. https://doi.org/10.1257/aeri.20240581",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S053",
      "doi": "10.1257/aeri.20230594",
      "title": "Promotions and Productivity: The Role of Meritocracy and Pay Progression in the Public Sector",
      "authors": "Erika Deserranno; Philipp Kastrau; Gianmarco León-Ciliotta",
      "journal": "American Economic Review Insights",
      "first_online": null,
      "online_metadata": "",
      "issue_metadata": "[[2025, 3, 1]]",
      "tier": "Adjacent: public service",
      "domain": "Meritocratic promotion and pay progression",
      "design": "Field experiment; exogenous promotion/pay information",
      "setting": "Sierra Leone Ministry of Health",
      "outcomes": "Health-worker performance",
      "finding": "Tests how meritocratic promotion and perceived pay progression affect performance; exact treatment estimates were not extracted.",
      "identification_risk": "Public-sector setting; full treatment contrasts and outcome definitions need extraction.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract and author study description",
      "source_url": "https://www.aeaweb.org/articles?id=10.1257/aeri.20230594",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Treatment-specific; no pooled estimate extracted",
      "status": "Included",
      "year": 2025,
      "practice_group": "Staffing & careers",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1257/aeri.20230594",
      "date_label": "2025 · exact online date unverified",
      "citation": "Erika Deserranno; Philipp Kastrau; Gianmarco León-Ciliotta (2025). Promotions and Productivity: The Role of Meritocracy and Pay Progression in the Public Sector American Economic Review Insights. https://doi.org/10.1257/aeri.20230594",
      "direction_code": "unclear",
      "direction_rationale": "Coded unclear: the abstract does not report the direction of the main treatment effects.",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S054",
      "doi": "10.1017/eec.2025.2",
      "title": "Do social comparisons motivate workers? A field experiment on relative earnings, labor supply and the inhibitory effect of pay inequality",
      "authors": "Emiliano Huet-Vaughn",
      "journal": "Experimental Economics",
      "first_online": "2025-04-10",
      "online_metadata": "[[2025, 4, 10]]",
      "issue_metadata": "[[2025, 1]]",
      "tier": "Adjacent: lab/task",
      "domain": "Relative earnings disclosure",
      "design": "Field experiment; cross-randomized disclosure and piece rates",
      "setting": "Short piece-rate labor tasks",
      "outcomes": "Labor effort and labor-supply elasticity",
      "finding": "Relative-earnings information increased effort when piece rates were equal; unequal piece rates eliminated the gain.",
      "identification_risk": "Short task setting and compensation context; first publisher date may predate Cambridge migration.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://doi.org/10.1017/eec.2025.2",
      "date_basis": "Cambridge platform date can be migration date; original publication history unresolved.",
      "direction": "Positive under equal piece rates; null with inequality",
      "status": "Date unresolved",
      "year": 2025,
      "practice_group": "Pay & performance management",
      "design_group": "Randomized experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1017/eec.2025.2",
      "date_label": "2025-04-10",
      "citation": "Emiliano Huet-Vaughn (2025). Do social comparisons motivate workers? A field experiment on relative earnings, labor supply and the inhibitory effect of pay inequality Experimental Economics. https://doi.org/10.1017/eec.2025.2",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S055",
      "doi": "10.1037/apl0001296",
      "title": "How and for whom using generative AI affects creativity: A field experiment.",
      "authors": "Shuhua Sun; Zhuyi Angelina Li; Maw-Der Foo; Jing Zhou; Jackson G. Lu",
      "journal": "Journal of Applied Psychology",
      "first_online": "2025-06-16",
      "online_metadata": "[[2025, 12]]",
      "issue_metadata": "",
      "tier": "Adjacent: AI/work design",
      "domain": "AI and creativity",
      "design": "Randomized workplace field experiment",
      "setting": "Technology consulting firm",
      "outcomes": "Supervisor- and external-rated creativity",
      "finding": "LLM access improved rated creativity, especially among workers using stronger metacognitive strategies.",
      "identification_risk": "Rated creativity is not innovation revenue; moderator and mediation claims need stronger assumptions than randomized access.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "APA abstract via PubMed/Europe PMC",
      "source_url": "https://doi.org/10.1037/apl0001296",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive; moderated",
      "status": "Included",
      "year": 2025,
      "practice_group": "AI & technology",
      "design_group": "Randomized experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1037/apl0001296",
      "date_label": "2025-06-16",
      "citation": "Shuhua Sun; Zhuyi Angelina Li; Maw-Der Foo; Jing Zhou; Jackson G. Lu (2025). How and for whom using generative AI affects creativity: A field experiment. Journal of Applied Psychology. https://doi.org/10.1037/apl0001296",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "technology",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S056",
      "doi": "10.1086/735511",
      "title": "The Allocation of Incentives in Multilayered Organizations: Evidence from a Community Health Program in Sierra Leone",
      "authors": "Erika Deserranno; A. Stefano Caria; Philipp Kastrau; Gianmarco León-Ciliotta",
      "journal": "Journal of Political Economy",
      "first_online": null,
      "online_metadata": "",
      "issue_metadata": "[[2025, 8, 1]]",
      "tier": "Adjacent: public service",
      "domain": "Incentive allocation across hierarchy",
      "design": "Field experiment with reduced-form and structural analyses",
      "setting": "Community-health hierarchy in Sierra Leone",
      "outcomes": "Health-worker and supervisor performance",
      "finding": "The placement of incentives across organizational layers matters; effort complementarities and contractual frictions shape outcomes.",
      "identification_risk": "Separate experimental treatment comparisons from structural-model policy extrapolations; no private-business endpoint.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://www.journals.uchicago.edu/doi/10.1086/735511",
      "date_basis": "2025 issue; exact first-online date not extracted.",
      "direction": "Allocation-dependent",
      "status": "Included",
      "year": 2025,
      "practice_group": "Pay & performance management",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1086/735511",
      "date_label": "2025 · exact online date unverified",
      "citation": "Erika Deserranno; A. Stefano Caria; Philipp Kastrau; Gianmarco León-Ciliotta (2025). The Allocation of Incentives in Multilayered Organizations: Evidence from a Community Health Program in Sierra Leone Journal of Political Economy. https://doi.org/10.1086/735511",
      "direction_code": "unclear",
      "direction_rationale": "Coded unclear: results depend on where incentives are placed; no single direction is reported.",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S057",
      "doi": "10.1016/j.leaqua.2025.101869",
      "title": "The value of leadership: Evidence from a large-scale field experiment",
      "authors": "Florian Englmaier; Stefan Grimm; Dominik Grothe; David Schindler; Simeon Schudy",
      "journal": "Leadership Quarterly",
      "first_online": null,
      "online_metadata": "",
      "issue_metadata": "[[2025, 5]]",
      "tier": "Adjacent: lab/task",
      "domain": "Leadership and coordination",
      "design": "Randomized leadership encouragement in field task",
      "setting": "Complex nonroutine team task / escape-room setting",
      "outcomes": "Task performance; solution originality",
      "finding": "Encouraging teams to appoint a motivating or coordinating leader improved team performance without reducing originality.",
      "identification_risk": "Commercial task environment, but not an experiment on ordinary employee production or firm financial outcomes.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "281 teams; 1,273 participants",
      "depth": "Publisher abstract and institutional record; task setting checked",
      "source_url": "https://www.sciencedirect.com/science/article/pii/S1048984325000086",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive task performance",
      "status": "Included",
      "year": 2025,
      "practice_group": "Work & team design",
      "design_group": "Randomized experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1016/j.leaqua.2025.101869",
      "date_label": "2025 · exact online date unverified",
      "citation": "Florian Englmaier; Stefan Grimm; Dominik Grothe; David Schindler; Simeon Schudy (2025). The value of leadership: Evidence from a large-scale field experiment Leadership Quarterly. https://doi.org/10.1016/j.leaqua.2025.101869",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S058",
      "doi": "10.1287/mnsc.2022.03844",
      "title": "The Power of Disagreement: A Field Experiment to Investigate Human–Algorithm Collaboration in Loan Evaluations",
      "authors": "Hongchang Wang; Yingjie Zhang; Tian Lu",
      "journal": "Management Science",
      "first_online": "2025-07-04",
      "online_metadata": "",
      "issue_metadata": "[[2026, 1]]",
      "tier": "Adjacent: AI/work design",
      "domain": "Human-algorithm collaboration",
      "design": "Field experiment varying information and algorithm rationale",
      "setting": "Loan evaluators",
      "outcomes": "Loan-evaluation decision quality",
      "finding": "Human-algorithm combinations outperformed either alone under studied conditions; benefits depended on effective disagreement.",
      "identification_risk": "Decision-quality criterion and experimental evaluations are not realized portfolio returns.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2022.03844",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive; design dependent",
      "status": "Included",
      "year": 2025,
      "practice_group": "AI & technology",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1287/mnsc.2022.03844",
      "date_label": "2025-07-04",
      "citation": "Hongchang Wang; Yingjie Zhang; Tian Lu (2025). The Power of Disagreement: A Field Experiment to Investigate Human–Algorithm Collaboration in Loan Evaluations Management Science. https://doi.org/10.1287/mnsc.2022.03844",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "technology",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S059",
      "doi": "10.1287/orsc.2023.17590",
      "title": "Does a Theory-of-Value Add Value? Evidence from a Randomized Control Trial with Tanzanian Entrepreneurs",
      "authors": "Rajshree Agarwal; Francesca Bacco; Arnaldo Camuffo; Andrea Coali; Alfonso Gambardella; Haji Msangi; Steven Sonka; Anna Temu; Betty Waized; Audra Wormald",
      "journal": "Organization Science",
      "first_online": "2025-03-14",
      "online_metadata": "",
      "issue_metadata": "[[2025, 3]]",
      "tier": "Adjacent: entrepreneur training",
      "domain": "Theory-based decision training",
      "design": "Randomized comparison of two training approaches",
      "setting": "Tanzanian agribusiness entrepreneurs",
      "outcomes": "Business economic performance",
      "finding": "Theory-and-evidence training outperformed evidence-only training during follow-up.",
      "identification_risk": "Relative comparison of training approaches, not training versus no training; owner rather than employee intervention.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/orsc.2023.17590",
      "date_basis": "Publisher first-online date verified.",
      "direction": "Positive active-arm contrast",
      "status": "Included",
      "year": 2025,
      "practice_group": "Learning & development",
      "design_group": "Randomized experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1287/orsc.2023.17590",
      "date_label": "2025-03-14",
      "citation": "Rajshree Agarwal; Francesca Bacco; Arnaldo Camuffo; Andrea Coali; Alfonso Gambardella; Haji Msangi; Steven Sonka; Anna Temu; Betty Waized; Audra Wormald (2025). Does a Theory-of-Value Add Value? Evidence from a Randomized Control Trial with Tanzanian Entrepreneurs Organization Science. https://doi.org/10.1287/orsc.2023.17590",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S060",
      "doi": "10.1093/qje/qjae044",
      "title": "Generative AI at Work",
      "authors": "Erik Brynjolfsson; Danielle Li; Lindsey Raymond",
      "journal": "Quarterly Journal of Economics",
      "first_online": "2025-02-04",
      "online_metadata": "[[2025, 2, 4]]",
      "issue_metadata": "[[2025, 4, 8]]",
      "tier": "Adjacent: AI/work design",
      "domain": "AI assistance",
      "design": "Staggered deployment difference-in-differences",
      "setting": "Customer-support workers at a large company",
      "outcomes": "Issues resolved per hour; quality; learning",
      "finding": "AI assistance increased issues resolved per hour by about 15%, with larger gains for less-experienced/lower-skilled workers.",
      "identification_risk": "Rollout trends and selection; intervention is work technology, not an isolated HR practice.",
      "effect": 0.15,
      "effect_unit": "Relative issues resolved per hour",
      "effect_note": "15% average reported effect, not firm profit.",
      "sample": "5,172 agents",
      "depth": "Publisher abstract and study context verified",
      "source_url": "https://academic.oup.com/qje/article/140/2/889/7990658",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive; heterogeneous",
      "status": "Included",
      "year": 2025,
      "practice_group": "AI & technology",
      "design_group": "Quasi-experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1093/qje/qjae044",
      "date_label": "2025-02-04",
      "citation": "Erik Brynjolfsson; Danielle Li; Lindsey Raymond (2025). Generative AI at Work Quarterly Journal of Economics. https://doi.org/10.1093/qje/qjae044",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "technology",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S061",
      "doi": "10.1037/apl0001359",
      "title": "For good and for bad: The distinctive effects of successors’ leadership behavior on collective engagement and organizational performance.",
      "authors": "Katherine J. Klein; Shoshana Schwartz; J. R. Keller; David A. Harrison; Jeffrey R. Vittengl; N. Andrew Cohen",
      "journal": "Journal of Applied Psychology",
      "first_online": "2026-03-05",
      "online_metadata": "[[2026, 9]]",
      "issue_metadata": "",
      "tier": "Adjacent: public service",
      "domain": "Leadership succession and coaching",
      "design": "Longitudinal quasi-experiment",
      "setting": "US elementary schools",
      "outcomes": "Collective engagement; organizational performance",
      "finding": "Successor coaching improved outcomes when perceived need for change was high but backfired when low; vision communication did not change performance.",
      "identification_risk": "Succession/coaching selection and school-level confounding; school performance is not business profit.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "113 schools",
      "depth": "APA abstract via PubMed/Europe PMC",
      "source_url": "https://doi.org/10.1037/apl0001359",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Context-dependent; vision communication null",
      "status": "Included",
      "year": 2026,
      "practice_group": "Work & team design",
      "design_group": "Quasi-experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1037/apl0001359",
      "date_label": "2026-03-05",
      "citation": "Katherine J. Klein; Shoshana Schwartz; J. R. Keller; David A. Harrison; Jeffrey R. Vittengl; N. Andrew Cohen (2026). For good and for bad: The distinctive effects of successors’ leadership behavior on collective engagement and organizational performance. Journal of Applied Psychology. https://doi.org/10.1037/apl0001359",
      "direction_code": "mixed",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S062",
      "doi": "10.1111/jems.70028",
      "title": "Incentive and Signaling Effects of Bonus Payments: An Experiment in a Company",
      "authors": "Marvin Deversi; Lisa Spantig",
      "journal": "Journal of Economics and Management Strategy",
      "first_online": "2026-03-23",
      "online_metadata": "[[2026, 3, 23]]",
      "issue_metadata": "",
      "tier": "Adjacent: lab/task",
      "domain": "Bonus signals",
      "design": "Artefactual field experiment with employees and managers",
      "setting": "Stylized company-role game",
      "outcomes": "Game effort and incentive responses",
      "finding": "Examines incentive and signaling channels of bonus payments; realized business-output effects not established.",
      "identification_risk": "Real employees playing a stylized game do not make the outcome a firm-level performance measure.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://onlinelibrary.wiley.com/doi/10.1111/jems.70028",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Mechanism evidence",
      "status": "Included",
      "year": 2026,
      "practice_group": "Pay & performance management",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1111/jems.70028",
      "date_label": "2026-03-23",
      "citation": "Marvin Deversi; Lisa Spantig (2026). Incentive and Signaling Effects of Bonus Payments: An Experiment in a Company Journal of Economics and Management Strategy. https://doi.org/10.1111/jems.70028",
      "direction_code": "unclear",
      "direction_rationale": "Coded unclear: mechanism evidence from a stylized game; no business-output effect.",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S063",
      "doi": "10.1086/740219",
      "title": "Training, Communications Patterns, and Spillovers inside Organizations",
      "authors": "Miguel Espinosa; Christopher Stanton",
      "journal": "Journal of Political Economy",
      "first_online": "2026-05-27",
      "online_metadata": "",
      "issue_metadata": "[[2026, 7, 1]]",
      "tier": "Adjacent: public service",
      "domain": "Training and hierarchical spillovers",
      "design": "Randomized training plus structural hierarchy model",
      "setting": "Government agency",
      "outcomes": "Frontline output; managerial assistance/time allocation",
      "finding": "Training raised frontline output and reduced demands on managers. Model-based managerial spillovers accounted for about 45% of total benefits.",
      "identification_risk": "The 45% decomposition is structural/model-based, not a separately randomized managerial effect.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract and publication history verified",
      "source_url": "https://www.journals.uchicago.edu/doi/10.1086/740219",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive; model-based spillovers",
      "status": "Included",
      "year": 2026,
      "practice_group": "Learning & development",
      "design_group": "Randomized experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1086/740219",
      "date_label": "2026-05-27",
      "citation": "Miguel Espinosa; Christopher Stanton (2026). Training, Communications Patterns, and Spillovers inside Organizations Journal of Political Economy. https://doi.org/10.1086/740219",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S064",
      "doi": "10.1093/jeea/jvag008",
      "title": "Leveraging Social Comparisons: The Role of Peer Assignment Policies for Productivity and Stress",
      "authors": "Julien Senn; Jan Schmitz; Christian Zehnder",
      "journal": "Journal of the European Economic Association",
      "first_online": "2026-02-24",
      "online_metadata": "[[2026, 2, 24]]",
      "issue_metadata": "[[2026, 8, 5]]",
      "tier": "Adjacent: lab/task",
      "domain": "Peer-comparison assignment",
      "design": "Large real-effort experiment",
      "setting": "Controlled labor tasks with peer matching",
      "outcomes": "Output/productivity; stress",
      "finding": "Self-chosen peers motivated performance as effectively as targeted matching; targeted assignment raised stress more.",
      "identification_risk": "Labor-task setting; stress and productivity comparisons do not directly identify firm profit.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract and metadata",
      "source_url": "https://academic.oup.com/jeea/advance-article/doi/10.1093/jeea/jvag008",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive output; stress trade-off",
      "status": "Included",
      "year": 2026,
      "practice_group": "Pay & performance management",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1093/jeea/jvag008",
      "date_label": "2026-02-24",
      "citation": "Julien Senn; Jan Schmitz; Christian Zehnder (2026). Leveraging Social Comparisons: The Role of Peer Assignment Policies for Productivity and Stress Journal of the European Economic Association. https://doi.org/10.1093/jeea/jvag008",
      "direction_code": "improved",
      "direction_rationale": "Coded improved: self-chosen and targeted peers both motivated performance; the trade-off concerns stress, not output.",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S065",
      "doi": "10.1287/mnsc.2021.00840",
      "title": "Peer Evaluation and Team Performance: An Experiment on Complex Problem Solving",
      "authors": "John Morgan; Henrik Orzen; Dana Sisak",
      "journal": "Management Science",
      "first_online": "2026-05-07",
      "online_metadata": "[[2026, 5, 7]]",
      "issue_metadata": "",
      "tier": "Adjacent: lab/task",
      "domain": "Peer evaluation and team pay",
      "design": "Two laboratory experiments",
      "setting": "Three-person complex-problem-solving groups; in person and online",
      "outcomes": "Answer quality; work time; communication",
      "finding": "Pay-determining peer evaluations did not significantly improve team performance, despite more motivation, work and communication.",
      "identification_risk": "Laboratory task and short-run incentives limit transfer to workplace teams.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher-deposited abstract",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2021.00840",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Null performance",
      "status": "Included",
      "year": 2026,
      "practice_group": "Pay & performance management",
      "design_group": "Other experiment / allocation unverified",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1287/mnsc.2021.00840",
      "date_label": "2026-05-07",
      "citation": "John Morgan; Henrik Orzen; Dana Sisak (2026). Peer Evaluation and Team Performance: An Experiment on Complex Problem Solving Management Science. https://doi.org/10.1287/mnsc.2021.00840",
      "direction_code": "no_effect",
      "direction_rationale": "",
      "lever": "employer",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S066",
      "doi": "10.1287/mnsc.2025.00535",
      "title": "The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers",
      "authors": "Kevin Zheyuan Cui; Mert Demirer; Sonia Jaffe; Leon Musolff; Sida Peng; Tobias Salz",
      "journal": "Management Science",
      "first_online": "2026-02-27",
      "online_metadata": "[[2026, 2, 27]]",
      "issue_metadata": "",
      "tier": "Adjacent: AI/work design",
      "domain": "AI coding assistance",
      "design": "Three randomized controlled field trials",
      "setting": "Microsoft, Accenture and an unnamed Fortune 100 company",
      "outcomes": "Completed software-development tasks",
      "finding": "Combined analysis reported higher task completion with AI; effects were noisy and differed across experiments, with larger gains among less-experienced developers.",
      "identification_risk": "Check pooled estimand and treatment uptake before translating to access-policy ROI; completed tasks are not code quality or profits.",
      "effect": 0.2608,
      "effect_unit": "Reported pooled relative completed-task effect",
      "effect_note": "26.08%; reported SE 10.3 percentage points; estimand should be checked in full text.",
      "sample": "4,867 developers",
      "depth": "Publisher abstract verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2025.00535",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive pooled; noisy individual trials",
      "status": "Included",
      "year": 2026,
      "practice_group": "AI & technology",
      "design_group": "Randomized experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1287/mnsc.2025.00535",
      "date_label": "2026-02-27",
      "citation": "Kevin Zheyuan Cui; Mert Demirer; Sonia Jaffe; Leon Musolff; Sida Peng; Tobias Salz (2026). The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers Management Science. https://doi.org/10.1287/mnsc.2025.00535",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "technology",
      "depth_level": "abstract",
      "prereg": "not_checked"
    },
    {
      "id": "S067",
      "doi": "10.1287/orsc.2025.21838",
      "title": "Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of Artificial Intelligence on Knowledge Worker Productivity and Quality",
      "authors": "Fabrizio Dell’Acqua; Edward McFowland; Ethan Mollick; Hila Lifshitz; Katherine C. Kellogg; Saran Rajendran; Lisa Krayer; François Candelon; Karim R. Lakhani",
      "journal": "Organization Science",
      "first_online": "2026-03-11",
      "online_metadata": "",
      "issue_metadata": "[[2026, 3]]",
      "tier": "Adjacent: AI/work design",
      "domain": "AI and professional work",
      "design": "Preregistered randomized lab-in-field experiment",
      "setting": "Consultants; business problem tasks",
      "outcomes": "Task productivity and quality; correctness",
      "finding": "AI improved performance on tasks within its capabilities but could worsen correctness outside that frontier.",
      "identification_risk": "Professional experimental tasks are not realized firm revenue; task and model dependence.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract/experiment description; effect sizes not extracted",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/orsc.2025.21838",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Task-dependent",
      "status": "Included",
      "year": 2026,
      "practice_group": "AI & technology",
      "design_group": "Randomized experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1287/orsc.2025.21838",
      "date_label": "2026-03-11",
      "citation": "Fabrizio Dell’Acqua; Edward McFowland; Ethan Mollick; Hila Lifshitz; Katherine C. Kellogg; Saran Rajendran; Lisa Krayer; François Candelon; Karim R. Lakhani (2026). Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of Artificial Intelligence on Knowledge Worker Productivity and Quality Organization Science. https://doi.org/10.1287/orsc.2025.21838",
      "direction_code": "mixed",
      "direction_rationale": "",
      "lever": "technology",
      "depth_level": "abstract",
      "prereg": "stated"
    },
    {
      "id": "S068",
      "doi": "10.1287/orsc.2025.20702",
      "title": "The Cybernetic Teammate: A Field Experiment on Generative AI and Teamwork",
      "authors": "Fabrizio Dell’Acqua; Charles Ayoubi; Hila Lifshitz; Raffaella Sadun; Ethan Mollick; Lilach Mollick; Yi Han; Jeff Goldman; Hari Nair; Stew Taub; Karim R. Lakhani",
      "journal": "Organization Science",
      "first_online": "2026-06-12",
      "online_metadata": "",
      "issue_metadata": "[[2026, 7]]",
      "tier": "Adjacent: AI/work design",
      "domain": "AI and team design",
      "design": "Preregistered randomized field experiment; AI by individual/team factorial",
      "setting": "Procter & Gamble professionals; product-innovation challenges",
      "outcomes": "Innovation-solution quality; functional integration",
      "finding": "Individuals using AI matched teams without AI on evaluated performance; AI improved cross-functional balance and idea quality.",
      "identification_risk": "One innovation exercise; evaluated ideas are not realized product sales or long-term team effectiveness.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "791 professionals",
      "depth": "Publisher abstract verified",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/orsc.2025.20702",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Positive on professional tasks",
      "status": "Included",
      "year": 2026,
      "practice_group": "AI & technology",
      "design_group": "Randomized experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1287/orsc.2025.20702",
      "date_label": "2026-06-12",
      "citation": "Fabrizio Dell’Acqua; Charles Ayoubi; Hila Lifshitz; Raffaella Sadun; Ethan Mollick; Lilach Mollick; Yi Han; Jeff Goldman; Hari Nair; Stew Taub; Karim R. Lakhani (2026). The Cybernetic Teammate: A Field Experiment on Generative AI and Teamwork Organization Science. https://doi.org/10.1287/orsc.2025.20702",
      "direction_code": "improved",
      "direction_rationale": "",
      "lever": "technology",
      "depth_level": "abstract",
      "prereg": "stated"
    },
    {
      "id": "S069",
      "doi": "10.1093/qje/qjag004",
      "title": "How Do You Identify a Good Manager?",
      "authors": "Ben Weidmann; Joseph Vecci; Farah Said; Sonia Bhalotra; Achyuta Adhvaryu; Anant Nyshadham; Jorge Tamayo; David Deming",
      "journal": "Quarterly Journal of Economics",
      "first_online": "2026-01-21",
      "online_metadata": "[[2026, 1, 21]]",
      "issue_metadata": "[[2026, 4, 10]]",
      "tier": "Adjacent: lab/task",
      "domain": "Manager selection",
      "design": "Randomized manager/team assignments and selection-rule experiment",
      "setting": "Controlled team-production experiment",
      "outcomes": "Experimental team output",
      "finding": "Manager contributions mattered substantially; self-selected managers performed worse than randomly selected managers.",
      "identification_risk": "Controlled task effects do not establish the return to a manager-selection policy in an operating firm.",
      "effect": null,
      "effect_unit": "",
      "effect_note": "No single comparable estimate extracted.",
      "sample": "Not extracted",
      "depth": "Publisher abstract and experimental design discussion",
      "source_url": "https://academic.oup.com/qje/article/141/2/1581/8435315",
      "date_basis": "Publisher-deposited first-online date; day absent where unavailable.",
      "direction": "Manager-selection dependent",
      "status": "Included",
      "year": 2026,
      "practice_group": "Staffing & careers",
      "design_group": "Randomized experiment",
      "scope": "Adjacent evidence",
      "paper_url": "https://doi.org/10.1093/qje/qjag004",
      "date_label": "2026-01-21",
      "citation": "Ben Weidmann; Joseph Vecci; Farah Said; Sonia Bhalotra; Achyuta Adhvaryu; Anant Nyshadham; Jorge Tamayo; David Deming (2026). How Do You Identify a Good Manager? Quarterly Journal of Economics. https://doi.org/10.1093/qje/qjag004",
      "direction_code": "worsened",
      "direction_rationale": "Coded worsened for the practice of letting managers self-select: they performed worse than randomly selected managers.",
      "lever": "employer",
      "depth_level": "methods",
      "prereg": "not_checked"
    }
  ],
  "screening": [
    {
      "doi": "10.1037/apl0001241",
      "title": "Do human resource systems indeed have “system” effects? The dual internal fit model of a high-performance work system.",
      "journal": "Journal of Applied Psychology",
      "online": "2024-10-07",
      "reason": "First online 2024-10-07; 2025 issue is outside first-online window.",
      "source_url": "https://doi.org/10.1037/apl0001241"
    },
    {
      "doi": "10.1037/apl0001245",
      "title": "Experimental examination of the incentive and sorting effects of pay-for-performance on creative performance.",
      "journal": "Journal of Applied Psychology",
      "online": "2024-10-31",
      "reason": "First online 2024-10-31; also laboratory creative-task evidence.",
      "source_url": "https://doi.org/10.1037/apl0001245"
    },
    {
      "doi": "10.1037/apl0001220",
      "title": "Enhancing team crafting through proactive motivation: An intervention study.",
      "journal": "Journal of Applied Psychology",
      "online": "2024-09-26",
      "reason": "First online 2024-09-26, despite 2025 issue assignment.",
      "source_url": "https://doi.org/10.1037/apl0001220"
    },
    {
      "doi": "10.1287/mnsc.2022.02084",
      "title": "The Effects of Real-Time Feedback on Effort and Performance: Evidence from a Natural Quasi-Experiment",
      "journal": "Management Science",
      "online": "2024-08-09",
      "reason": "First online 2024-08-09; otherwise relevant refereeing feedback quasi-experiment.",
      "source_url": "https://doi.org/10.1287/mnsc.2022.02084"
    },
    {
      "doi": "10.1287/mnsc.2023.01340",
      "title": "Do Physicians Improve More from Positive or Negative Feedback?",
      "journal": "Management Science",
      "online": "2024-09-02",
      "reason": "First online 2024-09-02; otherwise relevant physician-feedback quasi-experiment.",
      "source_url": "https://doi.org/10.1287/mnsc.2023.01340"
    },
    {
      "doi": "10.1287/mnsc.2023.01661",
      "title": "Kinks as Goals: Accelerating Commissions and the Performance of Sales Teams",
      "journal": "Management Science",
      "online": "2024-09-17",
      "reason": "First online 2024-09-17; no new 2025 publication.",
      "source_url": "https://doi.org/10.1287/mnsc.2023.01661"
    },
    {
      "doi": "10.1287/mnsc.2022.02072",
      "title": "Rank-and-File Employee Stock Options and Workplace Safety",
      "journal": "Management Science",
      "online": null,
      "reason": "First online 2024 (publisher); 2025 issue does not meet first-online rule.",
      "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2022.02072"
    },
    {
      "doi": "10.1287/orsc.2023.17952",
      "title": "Improving Virtual Team Collaboration Paradox Management: A Field Experiment",
      "journal": "Organization Science",
      "online": "2024-06-25",
      "reason": "First online 2024-06-25; 2025 issue assignment.",
      "source_url": "https://doi.org/10.1287/orsc.2023.17952"
    },
    {
      "doi": "10.1287/orsc.2022.16729",
      "title": "Coordination in Dynamic Teams: Investigating a Learning–Productivity Trade-Off",
      "journal": "Organization Science",
      "online": null,
      "reason": "First online 2024; 2025 issue assignment; team-launch causal evidence is outside primary date window.",
      "source_url": "https://doi.org/10.1287/orsc.2022.16729"
    },
    {
      "doi": "10.1162/rest_a_01428",
      "title": "Is Hybrid Work the Best of Both Worlds? Evidence from a Field Experiment",
      "journal": "Review of Economics and Statistics",
      "online": "2024-02-09",
      "reason": "First online 2024-02-09; later platform metadata shows 2026 and should not be treated as first publication.",
      "source_url": "https://direct.mit.edu/rest/article/doi/10.1162/rest_a_01428/119491/Is-Hybrid-Work-the-Best-of-Both-Worlds-Evidence"
    },
    {
      "doi": "10.1037/apl0001266",
      "title": "Are unions friends or foes of high-performance work systems?",
      "journal": "Journal of Applied Psychology",
      "online": null,
      "reason": "Longitudinal HPWS/union associations; accessible evidence does not establish an exogenous HR intervention or adequately verified causal identification.",
      "source_url": "https://doi.org/10.1037/apl0001266"
    },
    {
      "doi": "10.1037/apl0001274",
      "title": "After shocks: The effects of internal sourcing on voluntary turnover.",
      "journal": "Journal of Applied Psychology",
      "online": null,
      "reason": "Longitudinal internal/external hiring comparison around COVID shock plus mechanism experiment. Causal identification of the sourcing effect remains unresolved.",
      "source_url": "https://doi.org/10.1037/apl0001274",
      "disposition": "Full methods needed"
    },
    {
      "doi": "10.1037/apl0001371",
      "title": "The perils of peer bubbles: How early newcomer communication network composition shapes organizational integration and early turnover.",
      "journal": "Journal of Applied Psychology",
      "online": null,
      "reason": "Newcomer communication predicts turnover; no qualifying causal assignment/design verified.",
      "source_url": "https://doi.org/10.1037/apl0001371"
    },
    {
      "doi": "10.1037/apl0001395",
      "title": "Offering paid sick and family leave is not enough: Leave supportive supervisor behavior training improves policy use, health, and work outcomes.",
      "journal": "Journal of Applied Psychology",
      "online": "2026-07-20",
      "reason": "Randomized supervisor training, but reported outcomes are leave use, satisfaction, commitment and health, not objective business performance.",
      "source_url": "https://doi.org/10.1037/apl0001395"
    },
    {
      "doi": "10.1002/hrm.22316",
      "title": "Employer Responsiveness to Online Reviews: A Signal of Caring About Employees",
      "journal": "Human Resource Management",
      "online": null,
      "reason": "Difference-in-differences is present, but the endpoint is online-review content/quality rather than business performance.",
      "source_url": "https://doi.org/10.1002/hrm.22316"
    },
    {
      "doi": "10.1002/hrm.70053",
      "title": "Human vs. Machine: A Pygmalion Perspective on Anthropomorphism and the Effectiveness of\n                    AI\n                    Feedback for Individual Learning",
      "journal": "Human Resource Management",
      "online": null,
      "reason": "Field/scenario experiments concern individual learning outcomes; no verified workplace-output or financial endpoint.",
      "source_url": "https://doi.org/10.1002/hrm.70053"
    },
    {
      "doi": "10.1002/hrm.70057",
      "title": "Work Design and Compensation Strategies in a Post‐\n                    COVID\n                    World: Evidence From Online Job Postings",
      "journal": "Human Resource Management",
      "online": null,
      "reason": "Direction of causal question is pandemic to work design/pay, not HR intervention to business performance.",
      "source_url": "https://doi.org/10.1002/hrm.70057"
    },
    {
      "doi": "10.1002/smj.70004",
      "title": "Hiring entrepreneurs for innovation",
      "journal": "Strategic Management Journal",
      "online": null,
      "reason": "Robust observational hiring-innovation association; causal identification beyond production-function controls not established from checked text.",
      "source_url": "https://doi.org/10.1002/smj.70004",
      "disposition": "Full identification audit needed"
    },
    {
      "doi": "10.1002/smj.70005",
      "title": "Core or periphery: Examining where to allocate heterogeneous inventors and the impact on firms' innovation",
      "journal": "Strategic Management Journal",
      "online": null,
      "reason": "NK simulation, not an empirical estimate of an HR intervention.",
      "source_url": "https://doi.org/10.1002/smj.70005"
    },
    {
      "doi": "10.1002/smj.70020",
      "title": "Are less hierarchical firms organized around stronger cultures? Evidence from big data",
      "journal": "Strategic Management Journal",
      "online": null,
      "reason": "Explicitly correlational hierarchy-culture analysis; does not identify effects on business performance.",
      "source_url": "https://doi.org/10.1002/smj.70020"
    },
    {
      "doi": "10.1287/mnsc.2024.07017",
      "title": "How Do Different Remote Work Arrangements Impact Employee Job Satisfaction and Retention?",
      "journal": "Management Science",
      "online": null,
      "reason": "Adjusted associations between remote work and satisfaction/quit intentions; no qualifying intervention identification.",
      "source_url": "https://doi.org/10.1287/mnsc.2024.07017"
    },
    {
      "doi": "10.1287/mnsc.2025.01366",
      "title": "Managerial Intervention, Employee Motivation, and Collaboration",
      "journal": "Management Science",
      "online": null,
      "reason": "Principal-agent theory; no empirical intervention evaluation.",
      "source_url": "https://doi.org/10.1287/mnsc.2025.01366"
    },
    {
      "doi": "10.1093/restud/rdaf040",
      "title": "Hiring as Exploration",
      "journal": "Review of Economic Studies",
      "online": null,
      "reason": "Algorithmic counterfactual evaluation of candidate interview/hiring quality; does not establish a realized causal business-performance effect.",
      "source_url": "https://doi.org/10.1093/restud/rdaf040"
    },
    {
      "doi": "10.1287/mnsc.2024.08448",
      "title": "The Impact of Relative Performance Information on Employees’ Persistence in Voluntary Training",
      "journal": "Management Science",
      "online": "2026-08-11",
      "reason": "Workplace experiment on training persistence/completion; does not measure downstream job performance.",
      "source_url": "https://doi.org/10.1287/mnsc.2024.08448"
    },
    {
      "doi": "10.1287/orsc.2025.20602",
      "title": "With a Little Help from My (Girl) Friends: Field Evidence on Gender Homophily and Women’s Training Outcomes in Remote Environments",
      "journal": "Organization Science",
      "online": null,
      "reason": "Randomized training peer composition affects certification/completion; no verified business-performance endpoint.",
      "source_url": "https://doi.org/10.1287/orsc.2025.20602"
    },
    {
      "doi": "10.1287/orsc.2024.19786",
      "title": "Space and Structure: The Interplay Between Proximity, Unit Boundaries, and Supervision in Shaping Workplace Interactions",
      "journal": "Organization Science",
      "online": null,
      "reason": "Desk-assignment quasi-experiment measures interactions rather than output, quality, sales or profit.",
      "source_url": "https://doi.org/10.1287/orsc.2024.19786"
    },
    {
      "doi": "10.1111/joms.13277",
      "title": "How Hybrid Work Shapes Communication Ties: The Role of Concern about Relationship Loss and Organizational Identification",
      "journal": "Journal of Management Studies",
      "online": null,
      "reason": "Quasi-experiment on communication ties/OCBs; no verified business-output outcome.",
      "source_url": "https://doi.org/10.1111/joms.13277"
    },
    {
      "doi": "10.1287/orsc.2023.18043",
      "title": "Feel Free to Chat About Your Kids? Exploring the Effects of Workplace Parenting Conversations",
      "journal": "Organization Science",
      "online": null,
      "reason": "Field experiment identifies conversation mechanisms; accessible evidence does not establish downstream business performance.",
      "source_url": "https://doi.org/10.1287/orsc.2023.18043"
    },
    {
      "doi": "10.1287/orsc.2023.18204",
      "title": "Complementarity in Future Selves: How Networks of Future-Oriented Cognitive Representations Influence Individuals’ Ability to Proactively and Adaptively Manage Their Career",
      "journal": "Organization Science",
      "online": null,
      "reason": "Experiments concern proactive career behavior, not business performance.",
      "source_url": "https://doi.org/10.1287/orsc.2023.18204"
    },
    {
      "doi": "10.1016/j.labeco.2026.102890",
      "title": "Incentives and latent shirking",
      "journal": "Labour Economics",
      "online": null,
      "reason": "Theoretical incentives/shirking model, not a qualifying empirical evaluation.",
      "source_url": "https://doi.org/10.1016/j.labeco.2026.102890"
    },
    {
      "doi": "10.1016/j.jebo.2025.107294",
      "title": "Performance pay and job quits",
      "journal": "Journal of Economic Behavior and Organization",
      "online": null,
      "reason": "Longitudinal adjusted pay/quit association; causal inference technique beyond controls not verified.",
      "source_url": "https://doi.org/10.1016/j.jebo.2025.107294"
    },
    {
      "doi": "10.1016/j.jebo.2026.107723",
      "title": "Does happiness spread within organizations? Evidence from a field experiment in Norway",
      "journal": "Journal of Economic Behavior and Organization",
      "online": null,
      "reason": "Randomized peer exposure, but endpoint is happiness; no verified business performance outcome.",
      "source_url": "https://doi.org/10.1016/j.jebo.2026.107723"
    },
    {
      "doi": "10.1016/j.jebo.2026.107473",
      "title": "Corporate culture and company performance in emerging markets: evidence from China",
      "journal": "Journal of Economic Behavior and Organization",
      "online": null,
      "reason": "Corporate-culture/performance association; causal strategy needs full-text audit.",
      "source_url": "https://doi.org/10.1016/j.jebo.2026.107473",
      "disposition": "Full methods needed"
    },
    {
      "doi": "10.1016/j.jebo.2026.107726",
      "title": "Shared parental leave, male board directors, and firm performance: A corporate governance perspective",
      "journal": "Journal of Economic Behavior and Organization",
      "online": null,
      "reason": "Potential parental-leave/firm-performance quasi-experiment; need full identification and date audit.",
      "source_url": "https://doi.org/10.1016/j.jebo.2026.107726",
      "disposition": "Full methods/date needed"
    },
    {
      "doi": "10.1016/j.jebo.2026.107634",
      "title": "Making organization’s cost salient: A natural field experiment",
      "journal": "Journal of Economic Behavior and Organization",
      "online": null,
      "reason": "Natural field experiment on employee stationery spending; organizational cost outcome but not clearly an HR practice.",
      "source_url": "https://doi.org/10.1016/j.jebo.2026.107634",
      "disposition": "Scope-borderline"
    },
    {
      "doi": "10.1007/s11187-026-01207-6",
      "title": "Training and innovation in microbusinesses",
      "journal": "Small Business Economics",
      "online": null,
      "reason": "Training/innovation candidate; causal estimator not yet verified.",
      "source_url": "https://doi.org/10.1007/s11187-026-01207-6",
      "disposition": "Full methods needed"
    },
    {
      "doi": "10.1287/mnsc.2022.03264",
      "title": "Forced Ranking Systems and Gender Gaps in Job Tenure",
      "journal": "Management Science",
      "online": null,
      "reason": "Archival policy-change evidence plus laboratory experiments and survey suggest forced ranking increases gender differences in tenure; field causal estimator not fully audited. First online 2026-02-04.",
      "source_url": "https://doi.org/10.1287/mnsc.2022.03264",
      "disposition": "Mixed-design; field methods needed"
    },
    {
      "doi": "10.1111/peps.70008",
      "title": "Working on an Empty Stomach: How Food Insecurity Impacts Job Performance Through Rumination",
      "journal": "Personnel Psychology",
      "online": null,
      "reason": "Multiwave/multisource observational food-insecurity studies; no verified causal identification of an HR intervention.",
      "source_url": "https://doi.org/10.1111/peps.70008",
      "disposition": "No verified causal identification"
    }
  ],
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      "journal": "Journal of Management",
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      "journal": "Administrative Science Quarterly",
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      "journal": "Organization Science",
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      "journal": "Strategic Management Journal",
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      "journal": "Management Science",
      "field": "Management",
      "issn": "0025-1909",
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    {
      "journal": "Organizational Behavior and Human Decision Processes",
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      "journal": "Human Relations",
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      "journal": "Leadership Quarterly",
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      "issn": "1945-7782",
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