[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/a/eee/gamebe/v113y2019icp356-380.html
   My bibliography  Save this article

Eliciting private information with noise: The case of randomized response

Author

Listed:
  • Blume, Andreas
  • Lai, Ernest K.
  • Lim, Wooyoung
Abstract
Theory suggests that garbling may improve the transmission of private information. A simple garbling procedure, randomized response, has shown promise in the field. We provide the first complete analysis of randomized response as a game and implement it as an experiment. We find in our experiment that randomized response increases truth-telling and, importantly, does so in instances where being truthful adversely affects posterior beliefs. Our theoretical analysis also reveals, however, that randomized response has a plethora of equilibria in addition to truth-telling equilibria. Lab behavior is most consistent with those informative but not truth-telling equilibria.

Suggested Citation

  • Blume, Andreas & Lai, Ernest K. & Lim, Wooyoung, 2019. "Eliciting private information with noise: The case of randomized response," Games and Economic Behavior, Elsevier, vol. 113(C), pages 356-380.
  • Handle: RePEc:eee:gamebe:v:113:y:2019:i:c:p:356-380
    DOI: 10.1016/j.geb.2018.09.012
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0899825618301544
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.geb.2018.09.012?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Karlan, Dean S. & Zinman, Jonathan, 2012. "List randomization for sensitive behavior: An application for measuring use of loan proceeds," Journal of Development Economics, Elsevier, vol. 98(1), pages 71-75.
    2. Theo Offerman & Joep Sonnemans & Gijs Van De Kuilen & Peter P. Wakker, 2009. "A Truth Serum for Non-Bayesians: Correcting Proper Scoring Rules for Risk Attitudes ," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 76(4), pages 1461-1489.
    3. Cai, Hongbin & Wang, Joseph Tao-Yi, 2006. "Overcommunication in strategic information transmission games," Games and Economic Behavior, Elsevier, vol. 56(1), pages 7-36, July.
    4. Uri Gneezy, 2005. "Deception: The Role of Consequences," American Economic Review, American Economic Association, vol. 95(1), pages 384-394, March.
    5. Sanchez-Pages, Santiago & Vorsatz, Marc, 2007. "An experimental study of truth-telling in a sender-receiver game," Games and Economic Behavior, Elsevier, vol. 61(1), pages 86-112, October.
    6. Forsythe, Robert & Lundholm, Russell & Rietz, Thomas, 1999. "Cheap Talk, Fraud, and Adverse Selection in Financial Markets: Some Experimental Evidence," The Review of Financial Studies, Society for Financial Studies, vol. 12(3), pages 481-518.
    7. Navin Kartik, 2009. "Strategic Communication with Lying Costs," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 76(4), pages 1359-1395.
    8. Edi Karni, 2009. "A Mechanism for Eliciting Probabilities," Econometrica, Econometric Society, vol. 77(2), pages 603-606, March.
    9. Tanjim Hossain & Ryo Okui, 2013. "The Binarized Scoring Rule," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(3), pages 984-1001.
    10. Kaya, Ayça, 2009. "Repeated signaling games," Games and Economic Behavior, Elsevier, vol. 66(2), pages 841-854, July.
    11. Gerty J. L. M. Lensvelt-Mulders & Joop J. Hox & Peter G. M. van der Heijden & Cora J. M. Maas, 2005. "Meta-Analysis of Randomized Response Research," Sociological Methods & Research, , vol. 33(3), pages 319-348, February.
    12. Giovannoni, Francesco & Xiong, Siyang, 2019. "Communication under language barriers," Journal of Economic Theory, Elsevier, vol. 180(C), pages 274-303.
    13. Battigalli, Pierpaolo & Dufwenberg, Martin, 2009. "Dynamic psychological games," Journal of Economic Theory, Elsevier, vol. 144(1), pages 1-35, January.
    14. Gingerich, Daniel W., 2010. "Understanding Off-the-Books Politics: Conducting Inference on the Determinants of Sensitive Behavior with Randomized Response Surveys," Political Analysis, Cambridge University Press, vol. 18(3), pages 349-380, July.
    15. Franklin Allen, 1987. "Notes--Discovering Personal Probabilities When Utility Functions are Unknown," Management Science, INFORMS, vol. 33(4), pages 542-544, April.
    16. Blume, Andreas & DeJong, Douglas V. & Kim, Yong-Gwan & Sprinkle, Geoffrey B., 2001. "Evolution of Communication with Partial Common Interest," Games and Economic Behavior, Elsevier, vol. 37(1), pages 79-120, October.
    17. Matthews, Steven A & Mirman, Leonard J, 1983. "Equilibrium Limit Pricing: The Effects of Private Information and Stochastic Demand," Econometrica, Econometric Society, vol. 51(4), pages 981-996, July.
    18. In-Koo Cho & David M. Kreps, 1987. "Signaling Games and Stable Equilibria," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 102(2), pages 179-221.
    19. Marco Ottaviani & Peter Norman Sørensen, 2006. "Reputational cheap talk," RAND Journal of Economics, RAND Corporation, vol. 37(1), pages 155-175, March.
    20. Bernheim, B Douglas, 1994. "A Theory of Conformity," Journal of Political Economy, University of Chicago Press, vol. 102(5), pages 841-877, October.
    21. Katherine B. Coffman & Lucas C. Coffman & Keith M. Marzilli Ericson, 2017. "The Size of the LGBT Population and the Magnitude of Antigay Sentiment Are Substantially Underestimated," Management Science, INFORMS, vol. 63(10), pages 3168-3186, October.
    22. Bester, Helmut & Strausz, Roland, 2007. "Contracting with imperfect commitment and noisy communication," Journal of Economic Theory, Elsevier, vol. 136(1), pages 236-259, September.
    23. Forges, Francoise M, 1986. "An Approach to Communication Equilibria," Econometrica, Econometric Society, vol. 54(6), pages 1375-1385, November.
    24. Banks, Jeffrey S & Sobel, Joel, 1987. "Equilibrium Selection in Signaling Games," Econometrica, Econometric Society, vol. 55(3), pages 647-661, May.
    25. Myerson, Roger B, 1986. "Multistage Games with Communication," Econometrica, Econometric Society, vol. 54(2), pages 323-358, March.
    26. Ivanov, Maxim, 2010. "Communication via a strategic mediator," Journal of Economic Theory, Elsevier, vol. 145(2), pages 869-884, March.
    27. Kay Mitusch & Roland Strausz, 2005. "Mediation in Situations of Conflict and Limited Commitment," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 21(2), pages 467-500, October.
    28. Vincent P. Crawford, 2003. "Lying for Strategic Advantage: Rational and Boundedly Rational Misrepresentation of Intentions," American Economic Review, American Economic Association, vol. 93(1), pages 133-149, March.
    29. Karl Schlag & Joël van der Weele, 2009. "Efficient interval scoring rules," Economics Working Papers 1176, Department of Economics and Business, Universitat Pompeu Fabra.
    30. Vincent P. Crawford & Miguel A. Costa-Gomes & Nagore Iriberri, 2013. "Structural Models of Nonequilibrium Strategic Thinking: Theory, Evidence, and Applications," Journal of Economic Literature, American Economic Association, vol. 51(1), pages 5-62, March.
    31. Smith, Vernon L, 1976. "Experimental Economics: Induced Value Theory," American Economic Review, American Economic Association, vol. 66(2), pages 274-279, May.
    32. Urs Fischbacher, 2007. "z-Tree: Zurich toolbox for ready-made economic experiments," Experimental Economics, Springer;Economic Science Association, vol. 10(2), pages 171-178, June.
    33. Maarten J. L. F. Cruyff & Ardo van den Hout & Peter G. M. van der Heijden & Ulf Böckenholt, 2007. "Log-Linear Randomized-Response Models Taking Self-Protective Response Behavior Into Account," Sociological Methods & Research, , vol. 36(2), pages 266-282, November.
    34. Hugo M. Mialon & Sue H. Mialon, 2013. "Go Figure: The Strategy of Nonliteral Speech," American Economic Journal: Microeconomics, American Economic Association, vol. 5(2), pages 186-212, May.
    35. Chen, Ying, 2011. "Perturbed communication games with honest senders and naive receivers," Journal of Economic Theory, Elsevier, vol. 146(2), pages 401-424, March.
    36. Sandra F. Beldt & Wayne W. Daniel & Bikramjit S. Garcha, 1982. "The Takahasi-Sakasegawa Randomized Response Technique," Sociological Methods & Research, , vol. 11(1), pages 101-111, August.
    37. Buchman, Ta & Tracy, Ja, 1982. "Obtaining Responses To Sensitive Questions - Conventional Questionnaire Versus Randomized-Response Technique," Journal of Accounting Research, Wiley Blackwell, vol. 20(1), pages 263-271.
    38. Goltsman, Maria & Hörner, Johannes & Pavlov, Gregory & Squintani, Francesco, 2009. "Mediation, arbitration and negotiation," Journal of Economic Theory, Elsevier, vol. 144(4), pages 1397-1420, July.
    39. Ottaviani, Marco & Sorensen, Peter, 2001. "Information aggregation in debate: who should speak first?," Journal of Public Economics, Elsevier, vol. 81(3), pages 393-421, September.
    40. Geanakoplos, John & Pearce, David & Stacchetti, Ennio, 1989. "Psychological games and sequential rationality," Games and Economic Behavior, Elsevier, vol. 1(1), pages 60-79, March.
    41. Kawamura, Kohei, 2013. "Eliciting information from a large population," Journal of Public Economics, Elsevier, vol. 103(C), pages 44-54.
    42. Chandra Kanodia & Rajdeep Singh & Andrew E. Spero, 2005. "Imprecision in Accounting Measurement: Can It Be Value Enhancing?," Journal of Accounting Research, Wiley Blackwell, vol. 43(3), pages 487-519, June.
    43. Crawford, Vincent P & Sobel, Joel, 1982. "Strategic Information Transmission," Econometrica, Econometric Society, vol. 50(6), pages 1431-1451, November.
    44. Dana, Jason & Cain, Daylian M. & Dawes, Robyn M., 2006. "What you don't know won't hurt me: Costly (but quiet) exit in dictator games," Organizational Behavior and Human Decision Processes, Elsevier, vol. 100(2), pages 193-201, July.
    45. Joyce E. Berg & Lane A. Daley & John W. Dickhaut & John R. O'Brien, 1986. "Controlling Preferences for Lotteries on Units of Experimental Exchange," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 101(2), pages 281-306.
    46. Krishna, Vijay & Morgan, John, 2004. "The art of conversation: eliciting information from experts through multi-stage communication," Journal of Economic Theory, Elsevier, vol. 117(2), pages 147-179, August.
    47. Kartik, Navin & Ottaviani, Marco & Squintani, Francesco, 2007. "Credulity, lies, and costly talk," Journal of Economic Theory, Elsevier, vol. 134(1), pages 93-116, May.
    48. Joseph Tao-yi Wang & Michael Spezio & Colin F. Camerer, 2010. "Pinocchio's Pupil: Using Eyetracking and Pupil Dilation to Understand Truth Telling and Deception in Sender-Receiver Games," American Economic Review, American Economic Association, vol. 100(3), pages 984-1007, June.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Blume, Andreas & Lai, Ernest K. & Lim, Wooyoung, 2023. "Mediated talk: An experiment," Journal of Economic Theory, Elsevier, vol. 208(C).
    2. Pierpaolo Battigalli & Martin Dufwenberg, 2022. "Belief-Dependent Motivations and Psychological Game Theory," Journal of Economic Literature, American Economic Association, vol. 60(3), pages 833-882, September.
    3. James C. D. Fisher & Timothy J. Flannery, 2023. "Designing randomized response surveys to support honest answers to stigmatizing questions," Review of Economic Design, Springer;Society for Economic Design, vol. 27(3), pages 635-667, September.
    4. Fries, Tilman & Gneezy, Uri & Kajackaite, Agne & Parra, Daniel, 2021. "Observability and lying," Journal of Economic Behavior & Organization, Elsevier, vol. 189(C), pages 132-149.
    5. Maxim Ivanov, 2024. "Perfect robust implementation by private information design," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 78(3), pages 753-787, November.
    6. Kellner, Christian & Le Quement, Mark T. & Riener, Gerhard, 2022. "Reacting to ambiguous messages: An experimental analysis," Games and Economic Behavior, Elsevier, vol. 136(C), pages 360-378.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Peeters, Ronald & Vorsatz, Marc & Walzl, Markus, 2015. "Beliefs and truth-telling: A laboratory experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 113(C), pages 1-12.
    2. Lafky, Jonathan & Lai, Ernest K. & Lim, Wooyoung, 2022. "Preferences vs. strategic thinking: An investigation of the causes of overcommunication," Games and Economic Behavior, Elsevier, vol. 136(C), pages 92-116.
    3. Lee, Yong-Ju & Lim, Wooyoung & Zhao, Chen, 2023. "Cheap talk with prior-biased inferences," Games and Economic Behavior, Elsevier, vol. 138(C), pages 254-280.
    4. Ertac, Seda & Koçkesen, Levent & Ozdemir, Duygu, 2016. "The role of verifiability and privacy in the strategic provision of performance feedback: Theory and experimental evidence," Games and Economic Behavior, Elsevier, vol. 100(C), pages 24-45.
    5. Lai, Ernest K. & Lim, Wooyoung & Wang, Joseph Tao-yi, 2015. "An experimental analysis of multidimensional cheap talk," Games and Economic Behavior, Elsevier, vol. 91(C), pages 114-144.
    6. Blume, Andreas & Lai, Ernest K. & Lim, Wooyoung, 2023. "Mediated talk: An experiment," Journal of Economic Theory, Elsevier, vol. 208(C).
    7. Au, Pak Hung & Lim, Wooyoung & Zhang, Jipeng, 2022. "In vino veritas? Communication under the influence—An experimental study," Journal of Economic Behavior & Organization, Elsevier, vol. 197(C), pages 325-340.
    8. Kurschilgen, Michael & Marcin, Isabel, 2019. "Communication is more than information sharing: The role of status-relevant knowledge," Games and Economic Behavior, Elsevier, vol. 113(C), pages 651-672.
    9. Daniel H. Wood, 2022. "Communication-Enhancing Vagueness," Games, MDPI, vol. 13(4), pages 1-27, June.
    10. Cabrales, Antonio & Feri, Francesco & Gottardi, Piero & Meléndez-Jiménez, Miguel A., 2020. "Can there be a market for cheap-talk information? An experimental investigation," Games and Economic Behavior, Elsevier, vol. 121(C), pages 368-381.
    11. Wonsuk Chung & Rick Harbaugh, 2012. "Biased Recommendations," Working Papers 2012-02, Indiana University, Kelley School of Business, Department of Business Economics and Public Policy.
    12. John, Leslie K. & Loewenstein, George & Acquisti, Alessandro & Vosgerau, Joachim, 2018. "When and why randomized response techniques (fail to) elicit the truth," Organizational Behavior and Human Decision Processes, Elsevier, vol. 148(C), pages 101-123.
    13. Albertazzi, Andrea & Ploner, Matteo & Vaccari, Federico, 2021. "Welfare in Experimental News Markets," SocArXiv 5j2w8, Center for Open Science.
    14. Antonio Gabrales & Francesco Feri & Piero Gottardi & Miguel A. Meléndez-Jiménez & Antonio Cabrales, 2021. "Communication and Social Preferences: An Experimental Analysis," CESifo Working Paper Series 8850, CESifo.
    15. Edoardo Grillo, 2013. "Reference Dependence, Risky Projects and Credible Information Transmission," Carlo Alberto Notebooks 331, Collegio Carlo Alberto.
    16. Xiaolin Li & Özalp Özer & Upender Subramanian, 2022. "Are We Strategically Naïve or Guided by Trust and Trustworthiness in Cheap-Talk Communication?," Management Science, INFORMS, vol. 68(1), pages 376-398, January.
    17. Li, Xiaolin & Özer, Özalp & Subramanian, Upender, 2022. "Are we strategically naïve or guided by trust and trustworthiness in cheap-talk communication?," LSE Research Online Documents on Economics 107103, London School of Economics and Political Science, LSE Library.
    18. Gottardi, Piero & Meléndez-Jiménez, Miguel A. & Feri, Francesco, 2016. "Can there be a market for cheap-talk information? Some experimental evidence," CEPR Discussion Papers 11206, C.E.P.R. Discussion Papers.
    19. Adrian Groot Ruiz & Theo Offerman & Sander Onderstal, 2014. "For those about to talk we salute you: an experimental study of credible deviations and ACDC," Experimental Economics, Springer;Economic Science Association, vol. 17(2), pages 173-199, June.
    20. Serra Garcia, M. & van Damme, E.E.C. & Potters, J.J.M., 2010. "Which Words Bond? An Experiment on Signaling in a Public Good Game (replaced by CentER DP 2011-139)," Discussion Paper 2010-33, Tilburg University, Center for Economic Research.

    More about this item

    Keywords

    Communication; Garbling; Information transmission; Randomized response; Laboratory experiment;
    All these keywords.

    JEL classification:

    • C72 - Mathematical and Quantitative Methods - - Game Theory and Bargaining Theory - - - Noncooperative Games
    • C92 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Group Behavior
    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:gamebe:v:113:y:2019:i:c:p:356-380. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/622836 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.