The More You Know: Information Effects on Job Application Rates in a Large Field Experiment

This paper presents the results from a 2.3 million person field experiment that varies whether or not a job seeker sees the number of applicants for a job posting on a large job posting website, LinkedIn. This intervention increases the likelihood that a person will finish an application by 3.5%. Women have a larger increase in their likelihood of finishing an application than men. Overall, adding this information to a job posting may offer a light-touch way to both increase application rates and alter the diversity of the applicant pool.

[1]  Charles A. Holt,et al.  Information Cascades in the Laboratory , 1998 .

[2]  J. List,et al.  The Behavioralist as Tax Collector: Using Natural Field Experiments to Enhance Tax Compliance , 2017 .

[3]  G. Ridder,et al.  Vacancies and the Recruitment of New Employees , 1992, Journal of Labor Economics.

[4]  Rachel Croson,et al.  The Impact of Social Comparisons on Nonprofit Fund Raising , 2006 .

[5]  Judd B. Kessler,et al.  Can Social Information Affect What Job You Choose and Keep , 2017 .

[6]  D. Ellsberg.  Decision, probability, and utility: Risk, ambiguity, and the Savage axioms , 1961 .

[7]  Dale T. Mortensen,et al.  Job Search, the Duration of Unemployment, and the Phillips Curve: Comment , 1972 .

[8]  Michael I. Norton,et al.  Contingent Match Incentives Increase Donations , 2014 .

[9]  E. Yechiam,et al.  Observing others’ behavior and risk taking in decisions from experience , 2008, Judgment and Decision Making.

[10]  Matthew J. Notowidigdo,et al.  Duration Dependence and Labor Market Conditions: Evidence from a Field Experiment* , 2013 .

[11]  Catherine C. Eckel,et al.  Measuring Ambiguity Aversion , 2006 .

[12]  J. Randal,et al.  How is Donation Behaviour Affected by the Donations of Others , 2008 .

[13]  Philipp Kircher,et al.  Directed Search with Multiple Job Applications , 2005, J. Econ. Theory.

[14]  Andrey Fradkin.  Search, Matching, and the Role of Digital Marketplace Design in Enabling Trade: Evidence from Airbnb , 2017 .

[15]  Catherine C. Eckel,et al.  Men, Women and Risk Aversion: Experimental Evidence , 2008 .

[16]  B. Frey,et al.  Social Comparisons and Pro-social Behavior: Testing "Conditional Cooperation" in a Field Experiment , 2004 .

[17]  S. Eriksson,et al.  Do Employers Use Unemployment as a Sorting Criterion When Hiring? Evidence from a Field Experiment , 2014, SSRN Electronic Journal.

[18]  Rachel T. A. Croson,et al.  The impact of downward social information on contribution decisions , 2008 .

[19]  Omar Al-Ubaydli,et al.  On the Generalizability of Experimental Results in Economics: With a Response to Camerer , 2012 .

[20]  Hector Chade,et al.  Simultaneous Search , 2006 .

[21]  Abdullah Yavas,et al.  Men, women, and competition: An experimental test of behavior , 2009 .

[22]  David C. Nachman.  On Risk Aversion and Optimal Stopping , 1972 .

[23]  John A. List,et al.  One swallow doesn’t make a summer: new evidence on anchoring effects , 2014 .

[24]  Lawrence F. Katz,et al.  The Value of Postsecondary Credentials in the Labor Market: An Experimental Study , 2014 .

[25]  Rachel T. A. Croson,et al.  Gender Differences in Preferences , 2009 .

[26]  F. Maxwell Harper,et al.  Social Comparisons and Contributions to Online Communities: A Field Experiment on MovieLens , 2010, Computational Social Systems and the Internet.

[27]  P. Riach,et al.  An Experimental Investigation of Sexual Discrimination in Hiring in the English Labor Market , 2006 .

[28]  Sarah Smith,et al.  Peer Effects in Charitable Giving: Evidence from the (Running) Field , 2015 .

[29]  P. Petit,et al.  Hiring discrimination: a field experiment in the French financial sector , 2004 .

[30]  H. Allcott,et al.  Social Norms and Energy Conservation , 2011 .

[31]  Marianne Bertrand,et al.  New Perspectives on Gender , 2011 .

[32]  A. Rustichini,et al.  Performance in Competitive Environments: Gender Differences , 2003 .

[33]  Kenneth R. Troske,et al.  Market Forces and Sex Discrimination , 1997 .

[34]  L. Telser,et al.  Searching for the Lowest Price , 1973 .

[35]  David Neumark,et al.  Sex Discrimination in Restaurant Hiring: An Audit Study , 1995 .

[36]  H. Brachinger,et al.  Gender Specific Attitudes Towards Risk and Ambiguity: An Experimental Investigation , 2000 .

[37]  Sendhil Mullainathan,et al.  Are Emily and Greg More Employable Than Lakisha and Jamal , 2018 .

[38]  Kunter Gunasti,et al.  How Inferences About Missing Attributes Decrease the Tendency to Defer Choice and Increase Purchase Probability , 2009 .

[39]  M. Weitzman.  Optimal search for the best alternative , 1978 .

[40]  H. Allcott,et al.  The Short-Run and Long-Run Effects of Behavioral Interventions: Experimental Evidence from Energy Conservation , 2012 .

[41]  John N. Tsitsiklis,et al.  When is it important to know you've been rejected? A search problem with probabilistic appearance of offers , 2010 .

[42]  Andrea Weber,et al.  Female Hires and the Success of Start-Up Firms , 2009, SSRN Electronic Journal.

[43]  Carl A. Kallgren,et al.  A focus theory of normative conduct: Recycling the concept of norms to reduce littering in public places. , 1990 .

[44]  Fangwen Lu,et al.  Social comparisons, status and driving behavior , 2017 .

[45]  John A. List,et al.  Multiple hypothesis testing in experimental economics , 2016, Experimental Economics.

[46]  B. O. Koopman.  The Theory of Search , 1957 .

[47]  John A. List,et al.  Do Competitive Workplaces Deter Female Workers? A Large-Scale Natural Field Experiment on Job Entry Decisions , 2015 .

[48]  Martin Sefton,et al.  Risk-taking in social settings: Group and peer effects☆ , 2013, Journal of economic behavior & organization.

[49]  R. Gold,et al.  The Short-Run and Long-Run Effects of Behavioral Interventions: Experimental Evidence from Energy Conservation , 2014 .

[50]  Alexandre Mas,et al.  Valuing Alternative Work Arrangements , 2016 .

[51]  M. Mobius,et al.  Social Learning in Economics , 2014 .

[52]  Christine Zulehner,et al.  Competition and Gender Prejudice: Are Discriminatory Employers Doomed to Fail? , 2009, SSRN Electronic Journal.

[53]  Catherine J. Weinberger,et al.  The State Street Mile: Age and Gender Differences in Competition Aversion in the Field , 2009 .

[54]  Philip Oreopoulos,et al.  Why Do Skilled Immigrants Struggle in the Labor Market? a Field Experiment with Six Thousand Resumes , 2011 .

[55]  Armin Falk,et al.  Performance Pay and Multi-Dimensional Sorting: Productivity, Preferences and Gender , 2006, SSRN Electronic Journal.

[56]  S. Yussen,et al.  Observational learning. , 1979, Science.

[57]  Manfred Kochen,et al.  On the economics of information , 1972, J. Am. Soc. Inf. Sci..

[58]  V. Feltkamp,et al.  A Bayesian Approach to Uncertainty Aversion , 1999 .