Using Preference Estimates to Customize Incentives: An Application to Polio Vaccination Drives in Pakistan

We use structural estimates of time preferences to customize incentives for a sample of polio vaccinators during a series of door-to-door immunization drives in Pakistan. Our investigation proceeds in three stages. First, we measure time preferences using intertemporal allocations of vaccinations. Second, we derive the mapping between these structural estimates and individually optimal incentives given a specific policy objective. Third, we experimentally evaluate the effect of matching contract terms to individual discounting patterns in a subsequent experiment with the same vaccinators. This exercise provides a test of the specific point predictions given by structural estimates of time preference. We document present bias among vaccinators and find that tailored contracts achieve the intended policy objective of smoothing intertemporal allocations of effort. The benefits of customized incentives in terms of achieving the policy objective are largest for vaccinators allocating when present bias is relevant to the decision.

[1]  Dean S. Karlan,et al.  Tying Odysseus to the Mast: Evidence from a Commitment Savings Product in the Philippines , 2005 .

[2]  Colin Camerer,et al.  Risk and time preferences: linking experimental and household survey data from Vietnam , 2010 .

[3]  Jesse M. Shapiro Is There a Daily Discount Rate? Evidence from the Food Stamp Nutrition Cycle , 2003 .

[4]  S. Zeldes Consumption and Liquidity Constraints: An Empirical Investigation , 1989, Journal of Political Economy.

[5]  Harry J. Paarsch,et al.  The Response of Worker Effort to Piece Rates: Evidence from the British Columbia Tree-Planting Industry , 1999 .

[6]  Daniel A. Ackerberg,et al.  Endogenous Matching and the Empirical Determinants of Contract Form , 2001, Journal of Political Economy.

[7]  C. Meghir,et al.  Education choices in Mexico: using a structural model and a randomized experiment to evaluate Progresa , 2010 .

[8]  Ayse Öncüler,et al.  An Investigation of Time Inconsistency , 2009, Manag. Sci..

[9]  A. Falk,et al.  Are Risk Aversion and Impatience Related to Cognitive Ability? , 2007, SSRN Electronic Journal.

[10]  Stephen P. Ryan,et al.  Incentives Work: Getting Teachers to Come to School , 2012 .

[11]  P. Dubois Moral hazard, land fertility and sharecropping in a rural area of the Philippines , 2002 .

[12]  Bruce Shearer,et al.  Piece Rates, Fixed Wages and Incentives: Evidence from a Field Experiment , 2004 .

[13]  R. Thaler,et al.  Save More Tomorrow™: Using Behavioral Economics to Increase Employee Saving , 2004, Journal of Political Economy.

[14]  S. Meier,et al.  Stability of Time Preferences , 2010, SSRN Electronic Journal.

[15]  Jessica Goldberg,et al.  Revising Commitments: Field Evidence on the Adjustment of Prior Choices , 2012 .

[16]  Jessica Goldberg,et al.  Revising Commitments: Time Preference and Time-Inconsistency in the Field , 2011 .

[17]  G. Loewenstein,et al.  Mixing virtue and vice: combining the immediacy effect and the diversification heuristic , 1999 .

[18]  Abhijit Banerjee,et al.  Decision Theoretic Approaches to Experiment Design and External Validity , 2016 .

[19]  A. Samek,et al.  Dynamic Inconsistency in Food Choice: Experimental Evidence from a Food Desert , 2015 .

[20]  Esther Duflo,et al.  PUTTING A BAND-AID ON A CORPSE: INCENTIVES FOR NURSES IN THE INDIAN PUBLIC HEALTH CARE SYSTEM. , 2008, Journal of the European Economic Association.

[21]  M. Cagetti,et al.  Wealth Accumulation Over the Life Cycle and Precautionary Savings , 2003 .

[22]  S. Mullainathan,et al.  Self-Control and the Development of Work Arrangements , 2010, American Economic Review.

[23]  Stephan Meier,et al.  Time Discounting Predicts Creditworthiness , 2012, Psychological science.

[24]  Daniel Read,et al.  Can intertemporal choice experiments elicit time preferences for consumption? , 2007 .

[25]  Jonathan Robinson,et al.  Nudging Farmers to Use Fertilizer: Theory and Experimental Evidence from Kenya , 2009 .

[26]  David Laibson,et al.  Individual laboratory-measured discount rates predict field behavior , 2008, Journal of risk and uncertainty.

[27]  Oriana Bandiera,et al.  Do-gooders and go-getters: career incentives, selection, and performance in public service delivery , 2014 .

[28]  Muhammad Yasir Khan,et al.  Personalities and Public Sector Performance: Evidence from a Health Experiment in Pakistan , 2015 .

[29]  Stephan Meier,et al.  Discounting Financial Literacy: Time Preferences and Participation in Financial Education Programs , 2013, SSRN Electronic Journal.

[30]  Morten I. Lau,et al.  Estimating Individual Discount Rates in Denmark: A Field Experiment , 2002 .

[31]  R. Tibshirani Regression Shrinkage and Selection via the Lasso , 1996 .

[32]  D. Read,et al.  Predicting Hunger: The Effects of Appetite and Delay on Choice. , 1998, Organizational behavior and human decision processes.

[33]  David Laibson,et al.  Estimating Discount Functions with Consumption Choices Over the Lifecycle , 2007 .

[34]  Ted O’Donoghue,et al.  Doing It Now or Later , 1999 .

[35]  T. Koopmans Stationary Ordinal Utility and Impatience , 1960 .

[36]  W. Bickel,et al.  Heroin addicts have higher discount rates for delayed rewards than non-drug-using controls. , 1999, Journal of experimental psychology. General.

[37]  Charles Sprenger,et al.  Judging Experimental Evidence on Dynamic Inconsistency , 2015 .

[38]  Miriam Bruhn,et al.  In Pursuit of Balance: Randomization in Practice in Development Field Experiments , 2008 .

[39]  S. Mullainathan,et al.  Self-Control at Work , 2015, Journal of Political Economy.

[40]  J. Stevens Intertemporal Choice , 2013 .

[41]  Junko Onishi,et al.  Should Aid Reward Performance? Evidence from a Field Experiment on Health and Education in Indonesia , 2012, American economic journal. Applied economics.

[42]  David I. Laibson,et al.  Golden Eggs and Hyperbolic Discounting , 1997 .

[43]  Muhammad Yasir Khan,et al.  The Political Economy of Public Employee Absence: Experimental Evidence from Pakistan , 2013 .

[44]  Jerry A. Hausman,et al.  Individual Discount Rates and the Purchase and Utilization of Energy-Using Durables , 1979 .

[45]  Kevin J. Murphy,et al.  Performance Pay and Top Management Incentives , 1990 .

[46]  M. Coller,et al.  Eliciting Individual Discount Rates , 1999 .

[47]  B. Olken,et al.  The Personnel Economics of the State , 2015 .

[48]  S. Meier,et al.  Temporal Stability of Time Preferences , 2015, Review of Economics and Statistics.

[49]  Marianne Bertrand,et al.  Determinants and Consequences of Bureaucrat Effectiveness: Evidence from the Indian Administrative Service∗ , 2015 .

[50]  Yang Wang,et al.  Estimating Dynamic Discrete Choice Models with Hyperbolic Discounting, with an Application to Mammography Decisions , 2010, SSRN Electronic Journal.

[51]  N. Mankiw The permanent income hypothesis and the real interest rate , 1981 .

[52]  Charles Sprenger,et al.  Estimating Time Preferences from Convex Budgets , 2010 .

[53]  Canice Prendergast The Provision of Incentives in Firms , 1999 .

[54]  Charles Bellemare,et al.  Multidimensional heterogeneity and the economic importance of risk and matching: evidence from contractual data and field experiments , 2013 .

[55]  Frederico Finan,et al.  Strengthening State Capabilities: The Role of Financial Incentives in the Call to Public Service , 2012, SSRN Electronic Journal.

[56]  Matthew Rabin,et al.  Choice and Procrastination , 2000 .

[57]  Tarek Ghani,et al.  Why Do Defaults Affect Behavior? Experimental Evidence from Afghanistan , 2017, American Economic Review.

[58]  J. T. Warner,et al.  The Personal Discount Rate: Evidence from Military Downsizing Programs , 2001 .

[59]  Karthik Muralidharan,et al.  Missing in action: teacher and health worker absence in developing countries. , 2006, The journal of economic perspectives : a journal of the American Economic Association.

[60]  Ulrike Malmendier,et al.  Paying Not to Go to the Gym , 2006 .

[61]  P. Samuelson A Note on Measurement of Utility , 1937 .

[62]  B. Olken,et al.  Tax Farming Redux: Experimental Evidence on Performance Pay for Tax Collectors , 2014 .

[63]  G. Harrison,et al.  Field Experiments in Economics , 2005 .

[64]  Glenn W. Harrison,et al.  Eliciting risk and time preferences using field experiments: Some methodological issues , 2006 .

[65]  Stephan Meier,et al.  Present-Biased Preferences and Credit Card Borrowing , 2009, SSRN Electronic Journal.

[66]  Jonathan P. Beauchamp,et al.  Controlling for Compromise Effects Debiases Estimates of Preference Parameters , 2015 .

[67]  A. Binagwaho,et al.  Effect on maternal and child health services in Rwanda of payment to primary health-care providers for performance: an impact evaluation , 2011, The Lancet.

[68]  Erika Deserranno Financial Incentives as Signals: Experimental Evidence from the Recruitment of Health Promoters , 2015 .

[69]  David S. Lee Training, Wages, and Sample Selection: Estimating Sharp Bounds on Treatment Effects , 2005 .

[70]  Justine S. Hastings,et al.  The First of the Month Effect: Consumer Behavior and Store Responses , 2008 .

[71]  A. Banerjee,et al.  Addressing Absence. , 2006, The journal of economic perspectives : a journal of the American Economic Association.

[72]  Huiwen Lian,et al.  Self-Control at Work , 2017 .

[73]  G. Loewenstein,et al.  Time Discounting and Time Preference: A Critical Review , 2002 .

[74]  Nicholas Ryan,et al.  The Value of Regulatory Discretion: Estimates from Environmental Inspections in India , 2014 .

[75]  J. Andreoni,et al.  Risk Preferences Are Not Time Preferences , 2012 .

[76]  Stephan Meier,et al.  Poverty and Economic Decision-Making: Evidence from Changes in Financial Resources at Payday. , 2016, The American economic review.

[77]  Aprajit Mahajan,et al.  Time Inconsistency, Expectations and Technology Adoption: The Case of Insecticide Treated Nets , 2011 .

[78]  L. Hansen Large Sample Properties of Generalized Method of Moments Estimators , 1982 .

[79]  Matthew D. Shapiro,et al.  THE PERMANENT INCOME HYPOTHESIS AND THE REAL INTEREST RATE Some Evidence From Panel Data , 1984 .

[80]  Daron Acemoglu,et al.  Theory, General Equilibrium and Political Economy in Development Economics , 2010 .

[81]  J. S. Santos Silva,et al.  Quantile Regression with Clustered Data , 2015 .

[82]  Pierre-Andre Chiappori,et al.  Testing Contract Theory: A Survey of Some Recent Work , 2002, SSRN Electronic Journal.

[83]  Morten I. Lau,et al.  Eliciting Risk and Time Preferences , 2008 .

[84]  Joseph G. Haubrich Risk Aversion, Performance Pay, and the Principal-Agent Problem , 1991, Journal of Political Economy.

[85]  Muriel Niederle,et al.  Working Over Time: Dynamic Inconsistency in Real Effort Tasks , 2013 .

[86]  Emily C Lawrance Poverty and the Rate of Time Preference: Evidence from Panel Data , 1991, Journal of Political Economy.

[87]  E. Miguel,et al.  Self-Control and Demand for Preventive Health: Evidence from Hypertension in India , 2017, Review of Economics and Statistics.

[88]  Scott Rozelle,et al.  Effectiveness of provider incentives for anaemia reduction in rural China: a cluster randomised trial , 2012, BMJ : British Medical Journal.