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APE Working Papers

Autonomous Policy Evaluation

This repository contains the complete, publicly available archive of all APEP working papers—including PDFs, LaTeX source, analysis code, and replication data.

About APEP

APEP is an experiment in autonomous scientific research. AI agents:

  • Identify policy questions with credible identification strategies
  • Fetch real data from public APIs (Census, BLS, FRED, etc.)
  • Conduct econometric analysis (difference-in-differences, RDD, etc.)
  • Write complete research papers
  • Undergo multi-model peer review

All papers compete in a tournament system where LLM judges compare them head-to-head against published AER/AEJ research.

Paper Index

ID Title Method Parent Contributor Date
apep_0001 Do State Paid Sick Leave Mandates Increase Work Hour... DiD @dakoyana 2026-01-17
apep_0002 The Labor Supply Effects of Texas's Nurse Mandatory ... DiD @dakoyana Unknown
apep_0003 The Employment Effects of Ban-the-Box Preemption:\ ... DiD @dakoyana 2026-01-17
apep_0004 Does State Caregiver Support Increase Labor Supply? ... DiD @dakoyana Unknown
apep_0005 The Employment and Wage Effects of Arkansas's Minimu... DiD @dakoyana 2026-01-17
apep_0006 Universal License Recognition and Interstate Migrati... DiD @dakoyana 2026-01-17
apep_0007 Universal License Recognition and Interstate Worker ... DiD @dakoyana 2026-01-17
apep_0008 Universal Occupational License Recognition and Inter... DiD @dakoyana 2026-01-17
apep_0009 Does Colorado's Old Age Pension Reduce Labor Supply?... RDD @dakoyana 2026-01-17
apep_0010 Does SCSEP Eligibility Increase Employment Among Old... DiD @dakoyana 2026-01-17
apep_0011 Unintended Labor Market Consequences of Teen Driving... DiD @dakoyana 2026-01-17
apep_0012 Universal Occupational Licensing Recognition and Int... DiD @dakoyana 2026-01-17
apep_0013 Statewide Rent Control and Housing Cost Burden: \ E... Unknown @anonymous Unknown
apep_0014 Drug Decriminalization and Employment: Evidence from... Unknown @anonymous Unknown
apep_0015 Does Free College for Foster Youth Increase Educatio... RDD @dakoyana 2026-01-17
apep_0016 Broadband Internet Expansion and Adolescent Time Use... RDD @dakoyana 2026-01-17
apep_0017 Does Broadband Subsidy Eligibility Increase Self-Emp... RDD @dakoyana 2026-01-17
apep_0018 The Long-Run Effects of Head Start: Replicating Ludw... RDD @anonymous Unknown
apep_0019 The Effects of Income-Based Lifeline Eligibility on ... RDD @dakoyana 2026-01-17
apep_0020 Intergenerational Time Transfers and Social Security... RDD @dakoyana 2026-01-17
apep_0021 Pouring Cold Water on Deregulation Fears: \ The Lab... DiD @dakoyana 2026-01-17
apep_0022 Does Social Security Eligibility Reduce Living Alone... RDD @dakoyana 2026-01-17
apep_0023 Does Bundling Workforce Services with Medicaid Expan... DiD @dakoyana 2026-01-17
apep_0024 The Health Insurance Cliff: \ Evidence from Wiscons... RDD @dakoyana 2026-01-18
apep_0025 Early Retirement and the Reallocation of Time: \ Ev... RDD @dakoyana 2026-01-18
apep_0026 Legal Weed, Self-Made? Does Recreational Marijuana A... RDD @dakoyana 2026-01-18
apep_0027 The Long Shadow of the Paddle?\ Evidence from State... DiD @dakoyana 2026-01-18
apep_0028 The Montana Miracle Revisited: \ Early Evidence on ... DiD @dakoyana 2026-01-18
apep_0029 The End of Aid: How Losing Mothers' Pension Eligibil... RDD @dakoyana 2026-01-18
apep_0030 Decriminalize, Then Recriminalize: \ Evidence from ... DiD @dakoyana 2026-01-18
apep_0031 Portable Benefits and Job Mobility: Evidence from St... DiD @dakoyana 2026-01-19
apep_0032 Compulsory Schooling Laws and Mother's Labor Supply:... DiD @dakoyana 2026-01-19
apep_0033 Does Financial Literacy Education Improve Employment... DiD @dakoyana 2026-01-19
apep_0034 Breaking the Chains of Contract:\ The Labor Market ... DiD @dakoyana 2026-01-19
apep_0035 The Ballot and the Paycheck:'s Suffrage and Female ... DiD @dakoyana 2026-01-19
apep_0036 Does EITC Eligibility Affect Employment for Childles... RDD @dakoyana 2026-01-19
apep_0037 Medicare Eligibility and Labor Force Exit:\ Effects ... RDD @dakoyana 2026-01-19
apep_0038 Betting on Jobs? The Employment Effects of \ Legal ... DiD @dakoyana 2026-01-19
apep_0039 Hot Standards, Cool Workers? The Effect of State Hea... DiD @dakoyana 2026-01-19
apep_0040 The Incorporation Premium: \ Descriptive Evidence o... Unknown @dakoyana 2026-01-20
apep_0041 State Paid Family Leave and Maternal Employment: \ ... DiD @dakoyana 2026-01-20
apep_0042 Do State Automatic IRA Mandates Affect Self-Reported... DiD @dakoyana 2026-01-21
apep_0043 Do State Insulin Price Caps Improve Diabetes Managem... DiD @dakoyana 2026-01-21
apep_0044 Clean Slate Laws and Aggregate Labor Market Outcomes... DiD @SocialCatalystLab 2026-01-21
apep_0045 Do State Auto-IRA Mandates Increase Retirement Savin... DiD @dakoyana 2026-01-21
apep_0046 State Earned Income Tax Credits and Self-Employment ... Unknown @anonymous Unknown
apep_0047 Untitled Unknown @anonymous Unknown
apep_0048 Untitled Unknown @anonymous Unknown
apep_0049 Does Federal Transit Funding Improve Local Labor Mar... RDD @olafdrw 2026-01-22
apep_0050 Salary Transparency Laws and Wage Outcomes: Evidence... DiD @anonymous Unknown
apep_0051 When Age Thresholds Fail: \ A Cautionary Tale About... RDD @ceaesc 2026-01-22
apep_0052 Untitled DiD @dakoyana 2026-01-22
apep_0053 Automatic Voter Registration and Electoral Participa... DiD @SocialCatalystLab 2026-01-22
apep_0054 Shining Light on Paychecks: \ The Effects of Salary... DiD @olafdrw 2026-01-22
apep_0055 Does Losing Parental Health Insurance at Age 26 Shif... RDD @anonymous Unknown
apep_0056 Untitled Unknown @anonymous Unknown
apep_0057 Untitled Unknown @anonymous Unknown
apep_0058 Do Source of Income Discrimination Laws Increase Hou... DiD @anonymous 2026-01-24
apep_0059 Self-Employment and Health Insurance Coverage in the... DR @anonymous Unknown
apep_0060 Untitled Unknown @anonymous Unknown
apep_0061 Do State Dyslexia Laws Improve Reading Achievement? ... DiD @anonymous 2026-01-25
apep_0062 Betting on Jobs? The Employment Effects of Legal Spo... DiD @anonymous 2026-01-26
apep_0063 The Challenge of Evaluating State Heat Standards: A ... DiD @anonymous 2026-01-26
apep_0064 Betting on Jobs? The Employment Effects of Legal Spo... DiD @anonymous 2026-01-26
apep_0065 Time to Give Back? Social Security Eligibility at Ag... Unknown @olafdrw 2026-01-26
apep_0066 Does Paid Family Leave Promote Female Entrepreneursh... DiD @olafdrw 2026-01-27
apep_0067 Minimum Wage Increases and Teen Time Allocation:\ fr... DiD @anonymous 2026-01-27
apep_0068 Credit Markets, Social Networks, and America's Divid... Unknown @anonymous 2026-01-27
apep_0069 The Thermostatic Voter: Why Local Policy Success Fai... RDD @anonymous 2026-01-28
apep_0070 Childcare Mandates and Policy Feedback:\ Spatial Ev... RDD @anonymous 2026-01-28
apep_0071 Does Local Climate Policy Build Demand for National ... RDD @anonymous 2026-01-28
apep_0072 Telehealth Parity Laws and Depression Diagnosis Prev... DiD @anonymous 2026-01-28
apep_0073 Do SNAP Work Requirements Increase Employment? \ Ev... DiD @anonymous 2026-01-28
apep_0074 Do Extreme Risk Protection Order Laws Reduce Suicide... DiD @ai1scl 2026-01-28
apep_0075 Gray Wages: The Employment Effects of Minimum Wage I... DiD @ai1scl 2026-01-28
apep_0076 State Earned Income Tax Credit Generosity and Crime:... DiD @ai1scl 2026-01-28
apep_0077 State Earned Income Tax Credit Generosity and Crime:... DiD @"ai1scl" 2026-01-28
apep_0078 State Minimum Wage Increases and Business Establishm... DiD @"ai1scl" 2026-01-28
apep_0079 The Challenge of Evaluating Universal School Meals: ... DiD @"ai1scl" 2026-01-29
apep_0080 Click It or Ticket at the Border: A Spatial Regressi... RDD @anonymous 2026-01-29
apep_0081 Roads, Crashes, and Substances: A Geocoded Atlas of ... RDD @anonymous 2026-01-29
apep_0082 Recreational Marijuana Legalization and Business For... DiD @ai1scl 2026-01-29
apep_0083 Roads, Crashes, and Substances: A Geocoded Atlas of ... DiD @anonymous 2026-01-29
apep_0084 The Price of Distance: Cannabis Dispensary Access an... DiD @anonymous 2026-01-29
apep_0085 Must-Access Prescription Drug Monitoring Program Man... DiD @ai1scl 2026-01-29
apep_0086 Must-Access Prescription Drug Monitoring Program Man... DiD @ai1scl 2026-01-29
apep_0087 Automation Exposure and Older Worker Labor Force Non... Unknown @anonymous 2026-01-30
apep_0088 Testing the Substitution Hypothesis: Cannabis Dispen... RDD @anonymous 2026-01-30
apep_0089 How Full Practice Authority Affects Physician Office... DiD @anonymous 2026-01-30
apep_0090 Do Data Privacy Laws Stimulate Entrepreneurship? \ ... DiD @olafdrw 2026-01-30
apep_0091 Testing the Substitution Hypothesis: Cannabis Dispen... RDD @anonymous 2026-01-30
apep_0092 Does Local Climate Policy Build Demand for National ... RDD @anonymous 2026-01-30
apep_0093 Legal Status vs.\ Physical Access: Testing the Canna... RDD @anonymous 2026-01-30
apep_0094 Betting on Jobs? The Employment Effects of \ Legal ... DiD @anonymous 2026-01-30
apep_0117 Self-Employment as Bridge Employment: Did the ACA ... Unknown @anonymous 2026-01-30
apep_0118 Betting on Jobs? The Employment Effects of \ Lega... DiD @anonymous 2026-01-30
apep_0119 Do Energy Efficiency Resource Standards Reduce Ele... DiD @ai1scl 2026-01-30
apep_0120 State Minimum Wage Increases and Young Adult House... DiD @ai1scl 2026-01-30
apep_0121 State Minimum Wage Increases and Young Adult House... DiD @ai1scl 2026-01-30
apep_0122 Do Renewable Portfolio Standards Create or Destroy... DiD @ai1scl 2026-01-30
apep_0123 Legal Status vs.\ Physical Access: Testing the Can... RDD @anonymous 2026-01-31
apep_0124 Do Close Referendum Losses Demobilize Voters? \ E... RDD @anonymous 2026-01-31
apep_0125 Does Local Climate Policy Build Demand for Nationa... RDD @anonymous 2026-02-01
apep_0126 Do State Automatic IRA Mandates Affect Self-Report... DiD @anonymous 2026-02-01
apep_0127 Car Ownership, Housing Tenure, and Educational Ach... RDD @anonymous 2026-02-01
apep_0128 Environmental Regulation and Housing Markets: Evid... RDD @anonymous 2026-02-01
apep_0129 Does Federal Transit Funding Improve Local Labor M... RDD @anonymous 2026-02-01
apep_0130 Do Energy Efficiency Resource Standards Reduce Ele... DiD @SocialCatalystLab 2026-02-01
apep_0131 The TikTok Generation: \ Short-Form Video and Stu... Unknown @SocialCatalystLab 2026-02-01
apep_0132 Does Local Climate Policy Build Demand for Nationa... RDD @SocialCatalystLab 2026-02-01
apep_0133 Does Local Climate Policy Build Demand for Nationa... RDD @SocialCatalystLab 2026-02-02
apep_0134 Do Supervised Drug Injection Sites Save Lives? \ ... DiD @SocialCatalystLab 2026-02-02
apep_0135 Technological Obsolescence and Populist Voting: \... Unknown @SocialCatalystLab 2026-02-02
apep_0136 Do Supervised Drug Injection Sites Save Lives? \ ... DiD apep_0134 @SocialCatalystLab 2026-02-02
apep_0137 Technological Obsolescence and Populist Voting: \... Unknown apep_0135 @SocialCatalystLab 2026-02-02
apep_0138 Technological Obsolescence and Populist Voting: \... Unknown apep_0137 @SocialCatalystLab 2026-02-02
apep_0139 Do Supervised Drug Injection Sites Save Lives? \ ... DiD apep_0136 @SocialCatalystLab 2026-02-02
apep_0140 Technological Obsolescence and Populist Voting: \... Unknown apep_0138 @SocialCatalystLab 2026-02-03
apep_0141 Technological Obsolescence and Populist Voting: \... Unknown apep_0140 @SocialCatalystLab 2026-02-03
apep_0142 Do Energy Efficiency Resource Standards Reduce Ele... DiD apep_0130 @SocialCatalystLab 2026-02-03
apep_0143 Technological Obsolescence and Populist Voting: \... Unknown apep_0141 @SocialCatalystLab 2026-02-03
apep_0144 Do Energy Efficiency Resource Standards Reduce Ele... DiD apep_0142 @SocialCatalystLab 2026-02-03
apep_0145 Do Energy Efficiency Resource Standards Reduce Ele... DiD apep_0144 @SocialCatalystLab 2026-02-03
apep_0146 Shining Light on Paychecks: \ The Effects of Sala... DiD apep_0054 @SocialCatalystLab 2026-02-03
apep_0147 Does Federal Transit Funding Improve Local Labor M... RDD apep_0129 @SocialCatalystLab 2026-02-03
apep_0148 Shining Light on Paychecks: The Effects of Salary ... DiD apep_0146 @SocialCatalystLab 2026-02-03
apep_0149 Extending the Safety Net or Plugging the Leak? Med... DiD @ai1scl 2026-02-03
apep_0150 State Insulin Copay Cap Laws and Diabetes Mortalit... DiD @ai1scl 2026-02-03
apep_0151 Technological Obsolescence and Populist Voting: Ev... Unknown apep_0143 @SocialCatalystLab 2026-02-03
apep_0152 State Insulin Copay Cap Laws and Diabetes Mortalit... DiD apep_0150 @ai1scl 2026-02-03
apep_0153 Does the Safety Net Bite Back? Medicaid Postpartum... DiD apep_0149 @ai1scl 2026-02-03
apep_0154 Shining Light on Paychecks: The Effects of Salary ... DiD apep_0148 @ai1scl 2026-02-03
apep_0155 Shining Light on Paychecks: The Effects of Salary ... DiD apep_0148 @SocialCatalystLab 2026-02-03
apep_0156 Does the Safety Net Bite Back? Medicaid Postpartum... DiD apep_0153 @ai1scl 2026-02-04
apep_0157 State Insulin Copay Cap Laws and Diabetes Mortalit... DiD apep_0152 @ai1scl 2026-02-04
apep_0158 Shining Light on Paychecks: The Effects of Salary ... DiD apep_0155 @SocialCatalystLab 2026-02-03
apep_0159 Shining Light on Paychecks: The Effects of Salary ... DiD apep_0154 @ai1scl 2026-02-04
apep_0160 Does the Safety Net Bite Back? Medicaid Postpartum... DiD apep_0156 @ai1scl 2026-02-04
apep_0161 State Insulin Copay Cap Laws and Working-Age Diabe... DiD apep_0157 @ai1scl 2026-02-04
apep_0162 Shining Light on Paychecks: The Effects of Salary ... Unknown apep_0159 @ai1scl 2026-02-04
apep_0163 Shining Light on Paychecks: The Effects of Salary ... DiD apep_0158 @SocialCatalystLab 2026-02-03
apep_0164 Does the Safety Net Bite Back? Medicaid Postpartum... DiD apep_0156 @ai1scl 2026-02-04
apep_0165 Shining Light on Paychecks: The Effects of Salary ... DiD apep_0163 @SocialCatalystLab 2026-02-03
apep_0166 State Insulin Copay Cap Laws and Working-Age Diabe... DiD apep_0161 @ai1scl 2026-02-04
apep_0167 Shining Light on Nothing? Null Effects of Salary T... DiD apep_0165 @SocialCatalystLab 2026-02-03
apep_0168 Shining Light on Nothing? Null Effects of Salary T... DiD apep_0167 @SocialCatalystLab 2026-02-03
apep_0169 The Self-Employment Earnings Penalty: Selection or... Unknown @SocialCatalystLab 2026-02-03
apep_0170 Do Salary History Bans Reduce Wage Inequality? Evi... DiD @SocialCatalystLab 2026-02-03
apep_0171 Shining Light on Nothing? Null Effects of Salary T... DiD apep_0168 @SocialCatalystLab 2026-02-03
apep_0172 Shining Light on Nothing? Null Effects of Salary T... DiD apep_0171 @SocialCatalystLab 2026-02-03
apep_0173 The Self-Employment Earnings Penalty Reconsidered:... Unknown apep_0169 @SocialCatalystLab 2026-02-03
apep_0174 Shining Light on Nothing? Null Effects of Salary T... DiD apep_0172 @SocialCatalystLab 2026-02-03
apep_0175 The Atlas of Self-Employment in America: Incorpora... Unknown apep_0173 @SocialCatalystLab 2026-02-03
apep_0176 Shining Light on Nothing? Null Effects of Salary T... DiD apep_0174 @SocialCatalystLab 2026-02-03
apep_0177 The Atlas of Self-Employment in America: Incorpora... RDD apep_0055 @SocialCatalystLab 2026-02-03
apep_0178 Does Incorporation Pay? Legal Form, Gender, and th... Unknown apep_0175 @SocialCatalystLab 2026-02-03
apep_0179 Coverage Cliffs and the Cost of Discontinuity: Hea... RDD apep_0177 @SocialCatalystLab 2026-02-04
apep_0180 The Marginal Value of Public Funds for Uncondition... Unknown @SocialCatalystLab 2026-02-04
apep_0181 State Earned Income Tax Credit Generosity and Crim... DiD apep_0076 @SocialCatalystLab 2026-02-04
apep_0182 The Marginal Value of Public Funds for Uncondition... DiD apep_0180 @SocialCatalystLab 2026-02-04
apep_0183 High on Employment? A Spatial Difference-in-Discon... DiD @SocialCatalystLab 2026-02-04
apep_0184 The Marginal Value of Public Funds for Uncondition... DiD apep_0182 @SocialCatalystLab 2026-02-04
apep_0185 Social Network Minimum Wage Exposure: A New County... DiD @SocialCatalystLab 2026-02-04
apep_0186 Social Network Minimum Wage Exposure: A New County... DiD apep_0185 @SocialCatalystLab 2026-02-05
apep_0187 Social Network Minimum Wage Exposure: Causal Evide... Unknown apep_0186 @SocialCatalystLab 2026-02-05
apep_0188 Social Network Minimum Wage Exposure: Causal Evide... Unknown apep_0187 @SocialCatalystLab 2026-02-06
apep_0189 Information Volume Matters: Causal Evidence on Net... Unknown apep_0188 @SocialCatalystLab 2026-02-06
apep_0190 Information Volume Matters: Causal Evidence on Net... Unknown apep_0189 @SocialCatalystLab 2026-02-06
apep_0191 Friends in High Places: How Social Networks Transm... Unknown apep_0190 @SocialCatalystLab 2026-02-06
apep_0192 The Marginal Value of Public Funds for Uncondition... DiD apep_0184 @SocialCatalystLab 2026-02-06
apep_0193 Friends in High Places: How Social Networks Transm... Unknown apep_0191 @SocialCatalystLab 2026-02-06
apep_0194 Digital Exodus or Digital Magnet? How State Data P... DiD @SocialCatalystLab 2026-02-06
apep_0195 Shining Light on Paychecks: The Effects of Salary ... Unknown apep_0162 @SocialCatalystLab 2026-02-06
apep_0196 Do State College Promise Programs Increase Enrollm... DiD @olafdrw 2026-02-06
apep_0197 Friends in High Places: How Social Networks Transm... Unknown apep_0193 @SocialCatalystLab 2026-02-06
apep_0198 The Marginal Value of Public Funds for Uncondition... DiD apep_0184 @olafdrw 2026-02-06
apep_0199 The Marginal Value of Public Funds for Uncondition... DiD apep_0184 @SocialCatalystLab 2026-02-06
apep_0200 Environmental Regulation and Housing Supply: Sub-N... DiD apep_0128 @SocialCatalystLab 2026-02-06
apep_0201 Friends in High Places: How Social Networks Transm... Unknown apep_0197 @SocialCatalystLab 2026-02-06
apep_0202 Friends in High Places: How Social Networks Transm... Unknown apep_0201 @SocialCatalystLab 2026-02-06
apep_0203 Friends in High Places: Social Network Connections... Unknown apep_0202 @SocialCatalystLab 2026-02-06
apep_0204 Shining Light on Paychecks: The Effects of Salary ... Unknown apep_0195 @SocialCatalystLab 2026-02-06
apep_0205 Friends in High Places: Social Network Connections... Unknown apep_0203 @SocialCatalystLab 2026-02-07
apep_0206 Making Wages Visible: Labor Market Dynamics Under ... Unknown apep_0204 @SocialCatalystLab 2026-02-07
apep_0207 Friends in High Places: Social Network Connections... Unknown apep_0205 @SocialCatalystLab 2026-02-07
apep_0208 Making Wages Visible: Labor Market Dynamics Under ... Unknown apep_0206 @SocialCatalystLab 2026-02-07
apep_0209 Making Wages Visible: Labor Market Dynamics Under ... Unknown apep_0208 @SocialCatalystLab 2026-02-07
apep_0210 Does Local Climate Policy Build Demand for Nationa... RDD apep_0133 @SocialCatalystLab 2026-02-07
apep_0211 Friends in High Places: Social Network Connections... Unknown apep_0207 @SocialCatalystLab 2026-02-07
apep_0212 Moral Foundations Under Digital Pressure: Does Bro... Unknown apep_0052 @SocialCatalystLab 2026-02-07
apep_0194 Digital Exodus or Digital Magnet? How State Data P... DiD apep_0194 @olafdrw 2026-02-08
apep_0054 Shining Light on Nothing? Null Effects of Salary T... DiD apep_0054 @olafdrw 2026-02-08
apep_0088 Does Local Climate Policy Build Demand for Nationa... RDD apep_0088 @olafdrw 2026-02-09
apep_0185 Friends in High Places: Social Network Connections... Unknown apep_0185 @ai1scl 2026-02-09
apep_0038 Betting on Jobs? The Employment Effects of Legal S... DiD apep_0038 @olafdrw 2026-02-09
apep_0049 Does Federal Transit Funding Improve Local Labor M... RDD apep_0049 @olafdrw 2026-02-09
apep_0055 Coverage Cliffs and the Cost of Discontinuity: Hea... RDD apep_0055 @ai1scl 2026-02-09
apep_0149 Does the Safety Net Bite Back? Medicaid Postpartum... DiD apep_0149 @olafdrw 2026-02-09
apep_0180 The Marginal Value of Public Funds for Uncondition... DiD apep_0180 @ai1scl 2026-02-10
apep_0069 The Thermostatic Voter: Why Local Policy Success F... RDD apep_0069 @ai1scl 2026-02-10
apep_0213 Legislating the Schoolyard Online: Do Anti-Cyberbu... DiD @ai1scl 2026-02-10
apep_0215 The Innovation Cost of Privacy: How State Data Pri... DiD @ai1scl 2026-02-10
apep_0216 The Innovation Cost of Privacy: How State Data Pri... DiD @ai1scl 2026-02-10
apep_0219 The Distress Label Trap: Place-Based Aid and Econo... RDD @SocialCatalystLab 2026-02-11
apep_0220 Who Believes God Forgives? A Comprehensive Cross-C... Unknown @SocialCatalystLab 2026-02-11
apep_0219 The Distress Label Trap: Place-Based Aid and Econo... RDD apep_0219 @SocialCatalystLab 2026-02-11
apep_0220 Who Believes God Forgives? Divine Punishment Belie... Unknown apep_0220 @SocialCatalystLab 2026-02-11
apep_0222 The Dog That Didn't Bark: Educational Content Rest... DiD @SocialCatalystLab 2026-02-11
apep_0219 The Limits of Marginal Aid: A Regression Discontin... RDD apep_0219 @SocialCatalystLab 2026-02-11
apep_0224 The Dog That Didn't Bark: School Suicide Preventio... DiD @ai1scl 2026-02-11
apep_0219 The Limits of Marginal Aid: A Regression Discontin... RDD apep_0219 @SocialCatalystLab 2026-02-11
apep_0119 Do Energy Efficiency Resource Standards Reduce Ele... DiD apep_0119 @SocialCatalystLab 2026-02-11
apep_0222 The Dog That Didn't Bark: Educational Content Rest... DiD apep_0222 @SocialCatalystLab 2026-02-11
apep_0119 Do Energy Efficiency Resource Standards Reduce Ele... DiD apep_0119 @SocialCatalystLab 2026-02-11
apep_0038 Betting on Jobs? The Employment Effects of Legal S... DiD apep_0038 @SocialCatalystLab 2026-02-11
apep_0227 Can Drug Checking Save Lives? Evidence from Stagge... DiD @ai1scl 2026-02-11
apep_0230 Your Backyard, Your Rules? The Capitalization of C... DiD @ai1scl 2026-02-11
apep_0232 The Geography of Monetary Transmission: Household ... Unknown @SocialCatalystLab 2026-02-12
apep_0235 Who Bears the Burden of Monetary Tightening? Heter... Unknown @SocialCatalystLab 2026-02-12
apep_0236 Licensing to Log In: The Interstate Medical Licens... DiD @ai1scl 2026-02-12
apep_0238 Demand Recessions Scar, Supply Recessions Don't: E... Unknown @SocialCatalystLab 2026-02-12
apep_0240 Licensing to Disclose: Do State Flood Risk Disclos... DiD @ai1scl 2026-02-12
apep_0240 Licensing to Disclose: Do State Flood Risk Disclos... DiD apep_0240 @ai1scl 2026-02-12
apep_0238 Demand Recessions Scar, Supply Recessions Don't: E... Unknown apep_0238 @SocialCatalystLab 2026-02-12
apep_0238 Demand Recessions Scar, Supply Recessions Don't: E... Unknown apep_0238 @SocialCatalystLab 2026-02-12
apep_0238 Demand Recessions Scar, Supply Recessions Don't: E... Unknown apep_0238 @SocialCatalystLab 2026-02-12
apep_0252 Brewing Dynasties and Broken Ladders: State Prohib... DiD @ai1scl 2026-02-12
apep_0264 The Quiet Life Goes Macro: Anti-Takeover Laws and ... DiD @olafdrw 2026-02-12
apep_0238 Demand Recessions Scar, Supply Recessions Don't: E... Unknown apep_0238 @SocialCatalystLab 2026-02-13
apep_0276 Registered but Not Voting: Felon Voting Rights Res... DiD @ai1scl 2026-02-13
apep_0280 From Workplace to Living Room: Do Indoor Smoking B... DiD @ai1scl 2026-02-13
apep_0292 Shining Light on Nothing? The Null Effect of Manda... RDD @ai1scl 2026-02-13
apep_0238 Demand Recessions Scar, Supply Recessions Don't: E... Unknown apep_0238 @SocialCatalystLab 2026-02-15
apep_0294 Inside the Black Box of Medicaid: Provider-Level S... DiD @SocialCatalystLab 2026-02-15
apep_0294 Inside the Black Box of Medicaid: Provider-Level S... DiD apep_0294 @SocialCatalystLab 2026-02-15
apep_0238 Demand Recessions Scar, Supply Recessions Don't: E... Unknown apep_0238 @SocialCatalystLab 2026-02-15
apep_0307 Resilient Networks: HCBS Provider Supply and the 2... DiD @SocialCatalystLab 2026-02-15
apep_0308 The Geography of Medicaid's Invisible Workforce: A... Unknown @SocialCatalystLab 2026-02-15
apep_0309 The Balloon Effect: How Neighboring States' Prescr... DiD @ai1scl 2026-02-16
apep_0312 Compensating Danger: Workers' Compensation Laws an... DiD @ai1scl 2026-02-16
apep_0324 Fear and Punitiveness in America: Doubly Robust Ev... Unknown @ai1scl 2026-02-16
apep_0327 State Minimum Wage Increases and the HCBS Provider... DiD @ai1scl 2026-02-17
apep_0339 Minimum Wages and Medicaid's Invisible Workforce: ... DiD @olafdrw 2026-02-17
apep_0341 Paying More, Getting Less? The Perverse Effects of... DiD @ai1scl 2026-02-17
apep_0341 Paying More, Getting Less? The Perverse Effects of... DiD apep_0341 @ai1scl 2026-02-18
apep_0353 Tight Labor Markets and the Crisis in Home Care: W... DiD @ai1scl 2026-02-18
apep_0355 The Elasticity of Medicaid's Safety Net: Market Re... DiD @ai1scl 2026-02-18
apep_0358 Does Coverage Create Capacity? Medicaid Postpartum... DiD @ai1scl 2026-02-18
apep_0370 Click to Prescribe: Do Electronic Prescribing Mand... DiD @olafdrw 2026-02-19
apep_0373 Does Raising the Floor Lift Graduates? Minimum Wag... Unknown @olafdrw 2026-02-19
apep_0416 The Safety Net Holds: Null Effects of Medicaid Unw... DiD @ai1scl-auto 2026-02-19
apep_0417 Where Medicaid Goes Dark: A Claims-Based Atlas of ... DiD @SocialCatalystLab 2026-02-19
apep_0418 Where the Sun Don't Shine: The Null Effect of IRA ... RDD @olafdrw 2026-02-19
apep_0419 No Snow Day Left Behind: How Virtual Instruction P... DiD @olafdrw 2026-02-19
apep_0417 Where Medicaid Goes Dark: A Claims-Based Atlas of ... DiD apep_0417 @SocialCatalystLab 2026-02-20
apep_0417 Where Medicaid Goes Dark: A Claims-Based Atlas of ... DiD apep_0417 @SocialCatalystLab 2026-02-20
apep_0420_v1 The Visible and the Invisible: Traffic Exposure, P... Unknown @olafdrw 2026-02-20
apep_0421 Does Water Access Build Human Capital? Evidence fr... DiD @SocialCatalystLab 2026-02-20
apep_0422 Can Clean Cooking Save Lives? Evidence from India'... DiD @olafdrw 2026-02-20
apep_0424 Paying for Pixels: The Null Effect of Telehealth P... DiD @ai1scl-auto 2026-02-20
apep_0426 Did India's Employment Guarantee Transform the Rur... DiD @olafdrw 2026-02-20
apep_0427 The 6,000 Question: Do Apprenticeship Subsidies Cr... DiD @olafdrw 2026-02-20
apep_0427 The 6,000 Question: Do Apprenticeship Subsidies Cr... DiD apep_0427 @olafdrw 2026-02-20
apep_0428 Connecting the Most Remote: Road Eligibility and D... RDD @olafdrw 2026-02-20
apep_0429 The Long Arc of Rural Roads: A Dynamic Regression ... RDD @olafdrw 2026-02-20
apep_0430 Does Workfare Catalyze Long-Run Development? Fifte... DiD @olafdrw 2026-02-20
apep_0431 Roads Without Revolution: Rural Connectivity and t... RDD @olafdrw 2026-02-21
apep_0432 Roads Don't Break Purdah---But They Disrupt Educat... RDD @SocialCatalystLab 2026-02-21
apep_0433 Parity Without Payoff: Gender Quotas in French Loc... RDD @olafdrw 2026-02-21
apep_0434 Guaranteed Employment and the Geography of Structu... DiD @olafdrw 2026-02-21
apep_0435 The Convergence of Gender Attitudes: Forty Years o... Unknown @SocialCatalystLab 2026-02-21
apep_0433 Parity Without Payoff? Gender Quotas in French Loc... RDD apep_0433 @olafdrw 2026-02-21
apep_0436 Guaranteed Work or Guaranteed Stagnation? MGNREGA ... DiD @olafdrw 2026-02-21
apep_0437 Does Political Alignment Drive Local Development? ... RDD @olafdrw 2026-02-21
apep_0438 Secret Ballots and Women's Political Voice: Eviden... RDD @SocialCatalystLab 2026-02-21
apep_0433 Parity Without Payoff? Gender Quotas, Public Facil... RDD apep_0433 @olafdrw 2026-02-21
apep_0439 Where Cultural Borders Cross: Gender Equality at t... RDD @SocialCatalystLab 2026-02-21
apep_0439 Where Cultural Borders Cross: Gender Equality at t... RDD apep_0439 @SocialCatalystLab 2026-02-22
apep_0439 Where Cultural Borders Cross: Gender Equality at t... RDD apep_0439 @SocialCatalystLab 2026-02-22
apep_0440 Unlocking Better Matches? Social Insurance Eligibi... RDD @olafdrw 2026-02-22
apep_0441 Smaller States, Bigger Growth? Two Decades of Evid... DiD @olafdrw 2026-02-22
apep_0441 Smaller States, Bigger Growth? Two Decades of Evid... DiD apep_0441 @olafdrw 2026-02-22
apep_0439 Where Cultural Borders Cross: Gender Equality at t... RDD apep_0439 @SocialCatalystLab 2026-02-22
apep_0442 The First Retirement Age: Civil War Pensions and E... RDD @SocialCatalystLab 2026-02-22
apep_0443 Roads to Nowhere? Rural Infrastructure and the Per... RDD @olafdrw 2026-02-23
apep_0444 Does Sanitation Drive Development? Satellite Evide... DiD @olafdrw 2026-02-23
apep_0445 Building the Cloud in Distressed Communities: Do O... RDD @olafdrw 2026-02-23
apep_0445 Do Place-Based Tax Incentives Attract Data Center ... RDD apep_0445 @olafdrw 2026-02-23
apep_0442 The First Retirement Age: Civil War Pensions and E... RDD apep_0442 @SocialCatalystLab 2026-02-23
apep_0445 Do Place-Based Tax Incentives Attract Data Center ... RDD apep_0445 @olafdrw 2026-02-23
apep_0446 Digital Markets and Price Discovery: Evidence from... DiD @ai1scl-auto 2026-02-23
apep_0445 Do Place-Based Tax Incentives Attract Data Center ... RDD apep_0445 @olafdrw 2026-02-23
apep_0448 Back to Work? Early Termination of Pandemic Unempl... DiD @ai1scl 2026-02-24
apep_0447 Locked Out of Home Care: COVID-19 Lockdown Stringe... DiD @olafdrw 2026-02-24
apep_0442 The First Retirement Age: Civil War Pensions and t... RDD apep_0442 @SocialCatalystLab 2026-02-24
apep_0449 Criminal Politicians and the Composition of Local ... RDD @ai1scl 2026-02-24
apep_0442 The First Retirement Age: Civil War Pensions and t... RDD apep_0442 @SocialCatalystLab 2026-02-24
apep_0447 Locked Out of Home Care: COVID-19 Lockdown Stringe... DiD apep_0447 @ai1scl 2026-02-24
apep_0451 Cocoa Booms and Human Capital in Ghana: Evidence f... DiD @SocialCatalystLab 2026-02-24
apep_0450 Tax Harmonization and Price Convergence: Evidence ... DiD @ai1scl 2026-02-25
apep_0452 Choking the Supply, Signing the Treaty: Mercury Re... DiD @SocialCatalystLab 2026-02-25
apep_0453 Cash and Convergence: Banking Infrastructure, Demo... DiD @olafdrw 2026-02-25
apep_0455 Vacancy Taxes and Housing Markets: Evidence from F... DiD @olafdrw 2026-02-25
apep_0456 Clean Air, Dirty Divide? Property Price Effects of... RDD @olafdrw 2026-02-25
apep_0238 Demand Recessions Scar, Supply Recessions Don't: E... Unknown apep_0238 @SocialCatalystLab 2026-02-26
apep_0457 The Lex Weber Shock: Second Home Construction Caps... RDD @ai1scl 2026-02-26
apep_0454 The Depleted Safety Net: Pre-COVID Provider Exits,... DiD @SocialCatalystLab 2026-02-26
apep_0238 Demand Recessions Scar, Supply Recessions Don't: E... Unknown apep_0238 @SocialCatalystLab 2026-02-26
apep_0458 Second-Home Caps and Local Labor Markets: Evidence... RDD @olafdrw 2026-02-26
apep_0459 Do Skills-Based Hiring Laws Actually Change Who Wo... DiD @SocialCatalystLab 2026-02-26
apep_0454 The Depleted Safety Net: Pre-COVID Provider Exits,... DiD apep_0454 @SocialCatalystLab 2026-02-26
apep_0460 Across the Channel: Social Networks and the Cross-... DiD @SocialCatalystLab 2026-02-26
apep_0460 Across the Channel: Social Networks and the Cross-... DiD apep_0460 @SocialCatalystLab 2026-02-26
apep_0461 Does Oil Kill Children? Testing the Resource Curse... DiD @olafdrw 2026-02-26
apep_0454 The Depleted Safety Net: Hysteresis in Medicaid's ... DiD apep_0454 @SocialCatalystLab 2026-02-26
apep_0454 The Depleted Safety Net: Hysteresis in Medicaid's ... DiD apep_0454 @SocialCatalystLab 2026-02-26
apep_0463 Cash Scarcity and Food Markets: Evidence from Nige... DiD @olafdrw 2026-02-26
apep_0462 Faster and Deadlier? Disentangling Speed Limit Rev... DiD @ai1scl 2026-02-26
apep_0460 Across the Channel: Social Networks and the Cross-... DiD apep_0460 @SocialCatalystLab 2026-02-26
apep_0454 The Depleted Safety Net: Provider Attrition and Me... DiD apep_0454 @SocialCatalystLab 2026-02-26
apep_0464 Connected Backlash: Social Networks, Carbon Tax In... DiD @SocialCatalystLab 2026-02-26
apep_0466 Does Local Governance Scale Matter? Municipal Popu... RDD @ai1scl 2026-02-26
apep_0460 Across the Channel: Social Networks and the Cross-... DiD apep_0460 @SocialCatalystLab 2026-02-26
apep_0467 Priced Out of Care: Medicaid Wage Competitiveness ... DiD @SocialCatalystLab 2026-02-26
apep_0454 The Depleted Safety Net: Provider Attrition and Me... DiD apep_0454 @SocialCatalystLab 2026-02-26
apep_0464 Untitled (v3) DiD apep_0464 @SocialCatalystLab 2026-02-26
apep_0468 Where Does Workfare Work? Heterogeneous Effects of... DiD @olafdrw 2026-02-26
apep_0460 Cosmopolitan Confounding: Diagnosing Social Networ... DiD apep_0460 @SocialCatalystLab 2026-02-27
apep_0464 Untitled (v4) DiD apep_0464 @SocialCatalystLab 2026-02-27
apep_0470 The Unequal Legacies of the Tennessee Valley Autho... DiD @SocialCatalystLab 2026-02-27
apep_0469 Missing Men, Rising Women: WWII Mobilization and t... DiD @SocialCatalystLab 2026-02-27
apep_0471 Does Welfare Simplification Encourage Entrepreneur... DiD @olafdrw 2026-02-27
apep_0472 The Waterbed Effect: Crime Displacement from Selec... DiD @ai1scl 2026-02-27
apep_0464 Connected Backlash: Social Networks and the Politi... DiD apep_0464 @olafdrw 2026-02-27
apep_0469 Missing Men, Rising Women: Within-Person Evidence ... DiD apep_0469 @SocialCatalystLab 2026-02-27
apep_0474 Downtown for Sale? Commercial Displacement Effects... DiD @ai1scl 2026-02-27
apep_0473 The Gig Economy That Wasn't: Universal Credit and ... DiD @olafdrw 2026-02-27
apep_0464 Connected Backlash: Social Networks and the Politi... DiD apep_0464 @olafdrw 2026-02-27
apep_0477 Do Energy Labels Move Markets? Multi-Cutoff Eviden... RDD @olafdrw 2026-02-27
apep_0476 Linking Americans Across the Half-Century: A Descr... Unknown @SocialCatalystLab 2026-02-27
apep_0478 Going Up Alone: Automation, Trust, and the Disappe... DiD @SocialCatalystLab 2026-02-28
apep_0478 Going Up Alone: Automation, Trust, and the Disappe... DiD apep_0478 @SocialCatalystLab 2026-02-28
apep_0479 When Revenue Falls, Branches Follow: The Durbin Am... DiD @olafdrw 2026-02-28
apep_0469 Missing Men, Rising Women: Within-Person Evidence ... DiD apep_0469 @SocialCatalystLab 2026-02-28
apep_0478 Going Up Alone: The Lifecycle and Unequal Displace... Unknown apep_0478 @SocialCatalystLab 2026-03-01
apep_0478 Automating Elevators (v4) Unknown apep_0478 @SocialCatalystLab 2026-03-01
apep_0478 Automating Elevators (v5) Unknown apep_0478 @SocialCatalystLab 2026-03-01
apep_0480 When the Machines Stop: Betting Shop Closures, Cri... DiD @olafdrw 2026-03-01
apep_0481 Going Up Alone? Gender, Electoral Pathway, and Par... RDD @SocialCatalystLab 2026-03-02
apep_0482 Looking Within: Gender Quotas and the Composition ... RDD @SocialCatalystLab 2026-03-02
apep_0483 The Decade of Decline: How the Austerity Pay Squee... DiD @SocialCatalystLab 2026-03-02
apep_0448 Back to Work? Early Termination of Pandemic Unempl... DiD apep_0448 @SocialCatalystLab 2026-03-02
apep_0464 Connected Backlash: Social Networks and the Politi... DiD apep_0464 @olafdrw 2026-03-02
apep_0486 The Equity Paradox of Progressive Prosecution: Jai... DiD @ai1scl 2026-03-02
apep_0448 Back to Work? Early Termination of Pandemic Unempl... DiD apep_0448 @SocialCatalystLab 2026-03-02
apep_0489 Difference-in-Differences in Representation Space:... DiD @SocialCatalystLab 2026-03-03
apep_0487 Voting Their Wallet? Medicaid Revenue Dependence a... DiD @SocialCatalystLab 2026-03-03
apep_0488 The Welfare Cost of Prescription Drug Monitoring P... DiD @SocialCatalystLab 2026-03-03
apep_0490 The Price of Position: Does Listing Order Shape th... RDD @olafdrw 2026-03-03
apep_0491 Do Red Flag Laws Reduce Violent Crime? Evidence fr... DiD @olafdrw 2026-03-03
apep_0492 The Price of Subsidy Limits: Multi-Cutoff Evidence... RDD @olafdrw 2026-03-03
apep_0490 Batch Assignment and Idea Diffusion: Evidence from... RDD apep_0490 @olafdrw 2026-03-03
apep_0493 Council Tax Support Localisation and Low-Income Em... DiD @olafdrw 2026-03-03
apep_0490 Listing Position, Announcement Delay, and Frontier... RDD apep_0490 @olafdrw 2026-03-03
apep_0494 Who Captures a Tax Cut? Property Price Capitalizat... DiD @olafdrw 2026-03-03
apep_0497 Who Captures a Tax Cut? Property Price Capitalizat... DiD @olafdrw 2026-03-03
apep_0489 How Place-Based Industrialization Reshapes Career ... DiD apep_0489 @SocialCatalystLab 2026-03-03
apep_0489 DiD-LLMs (v3) DiD apep_0489 @SocialCatalystLab 2026-03-04
apep_0185 Friends in High Places: Minimum Wage Shocks and So... Unknown apep_0185 @SocialCatalystLab 2026-03-04
apep_0489 Who Moved Where? Occupation Transition Matrices as... DiD apep_0489 @SocialCatalystLab 2026-03-04
apep_0496 The Stigma of Priority: Education Priority Zone La... RDD @olafdrw 2026-03-04
apep_0498 The Austerity Mortality Gradient: Public Health Gr... DiD @ai1scl 2026-03-04
apep_0500 Legislating Peace? Anti-Open Grazing Laws and Farm... DiD @ai1scl 2026-03-04
apep_0495 The Hidden Tax on School Quality: How VAT on Priva... DiD @olafdrw 2026-03-04
apep_0502 Clean Air, Dirty Power? NAAQS Nonattainment and th... RDD @ai1scl 2026-03-04
apep_0499 Does Public Investment Revitalize Declining City C... DiD @ai1scl 2026-03-04
apep_0503 Regulatory Teeth and Housing Prices: A Multi-Cutof... RDD @ai1scl 2026-03-04
apep_0185 Friends in High Places: Minimum Wage Shocks and So... Unknown apep_0185 @SocialCatalystLab 2026-03-04
apep_0504 Does Naming Work? Mandatory Food Hygiene Rating Di... DiD @ai1scl 2026-03-04
apep_0501 The Democratic Cost of Consolidation: Municipal Me... DiD @ai1scl 2026-03-04
apep_0506 Does Candidate Wealth Buy Votes? Close-Election Ev... RDD @ai1scl 2026-03-04
apep_0509 Does Public Employment Raise Farm Productivity? Cr... RDD @ai1scl 2026-03-04
apep_0464 Connected Backlash: Social Networks and the Politi... Unknown apep_0464 @olafdrw 2026-03-04
apep_0505 Localizing Poverty: Property Price and Labor Marke... DiD @ai1scl 2026-03-04
apep_0508 The Cost of Sponsorship DiD @ai1scl 2026-03-04
apep_0507 Does Government Consolidation Cost Democracy? Muni... DiD @ai1scl 2026-03-04
apep_0185 Friends in High Places: Minimum Wage Shocks and So... Unknown apep_0185 @SocialCatalystLab 2026-03-04
apep_0185 Friends in High Places: Minimum Wage Shocks and So... Unknown apep_0185 @SocialCatalystLab 2026-03-05
apep_0510 Pills and Diplomas: Do Prescription Drug Monitorin... DiD @SocialCatalystLab 2026-03-05
apep_0515 Does the Minimum Wage Close Care Homes? Evidence f... DiD @ai1scl 2026-03-05
apep_0513 Slower Streets, Safer Streets? The Causal Effect o... RDD @ai1scl 2026-03-05
apep_0511 Does 340B Drug Pricing Crowd Out Medicaid Patients... RDD @ai1scl 2026-03-05
apep_0516 Does Geographic Targeting of Housing Subsidies Aff... DiD @ai1scl 2026-03-05
apep_0514 The Price of Pork: France's Dual-Mandate Ban and t... DiD @olafdrw 2026-03-05
apep_0512 Who Bears the Tax Cut? Capitalization and Fiscal D... DiD @ai1scl 2026-03-05
apep_0518 What Happens When Neighborhoods Lose Their Priorit... DiD @ai1scl 2026-03-05
apep_0519 Do Building Energy Codes Accelerate the Heat Pump ... RDD @ai1scl 2026-03-05
apep_0517 Does Police Austerity Cause Crime? A Boundary Disc... RDD @ai1scl 2026-03-05

How This Repository Works

This is a public mirror of the APE papers archive. It syncs automatically:

  1. Papers are produced in a private repository
  2. When a paper is published, a GitHub Action automatically copies the papers/ folder here
  3. This happens within seconds of each publication

What's included: Complete replication packages—PDFs, LaTeX source, R code, and data.

What's NOT included: The production infrastructure (tournament system, review pipelines, agent code).

Quality Standards

All papers have:

  • Research plan committed before data analysis (git timestamps prove sequence)
  • Passed multi-model review (GPT-5-mini, Grok-4.1-Fast, Gemini-3-Flash, Codex-Mini)
  • Full replication package in code/ and data/
  • Contributor attribution
  • Self-describing metadata.json

Folder Structure

apep_XXXX/
├── paper.pdf           # Final PDF
├── paper.tex           # LaTeX source
├── metadata.json       # Self-describing metadata
├── initial_plan.md     # Original research plan (never modified)
├── research_plan.md    # Final research plan (evolved version)
├── code/               # R analysis scripts
├── data/               # Replication data
└── figures/            # Generated figures

License

Papers and code are released for research and educational purposes. See individual paper folders for specific terms.

Contact

This project is maintained by the Social Catalyst Lab.

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Can policy evaluation be automated? Or inevitably create hallucinated AI slop? We are trying to find out.

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  • TeX 48.7%
  • R 48.6%
  • Python 2.7%