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Agreement and Diversity in Interpretation

Author

Listed:
  • Francesco Bilotta
  • Luca Braghieri
  • Collin Raymond
  • Mark Whitmeyer

Abstract

We study joint decision-making when agents agree on all primitives other than signal likelihoods. We propose a decision-theoretic measure of interpretive disagreement: a pair of subjective models is more agreeable than another if, uniformly across decision problems, it supports a larger set of signal-contingent plans that both agents weakly prefer ex-ante to the common reservation payoff. We show that this measure is prior independent and can be represented as an inclusion preorder over pairs of subjective models: each model in the more agreeable pair is a convex combination of the two models in the less agreeable pair. We then show that the measure's unique rotation-invariant scalar completion is cosine similarity. Applications show that greater agreement reduces speculative-trade wedges, expands a normalized version of the ex-ante Pareto frontier, and enlarges the set of single-model rationalizations. Our order is independent of Blackwell dominance and selects quadratic over KL-type Bregman divergences.

Suggested Citation

  • Francesco Bilotta & Luca Braghieri & Collin Raymond & Mark Whitmeyer, 2026. "Agreement and Diversity in Interpretation," Papers 2607.05558, arXiv.org.
  • Handle: RePEc:arx:papers:2607.05558
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    References listed on IDEAS

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    1. Antoine Billot & Alain Chateauneuf & Itzhak Gilboa & Jean-Marc Tallon, 2000. "Sharing Beliefs: Between Agreeing and Disagreeing," Econometrica, Econometric Society, vol. 68(3), pages 685-694, May.
    2. Mira Frick & Ryota Iijima & Yuhta Ishii, 2023. "Belief Convergence under Misspecified Learning: A Martingale Approach," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(2), pages 781-814.
    3. Ignacio Esponda & Demian Pouzo, 2016. "Berk–Nash Equilibrium: A Framework for Modeling Agents With Misspecified Models," Econometrica, Econometric Society, vol. 84, pages 1093-1130, May.
    4. Alexa Kaminski & Alistair Macaulay & Wenting Song, 2026. "Monetary Policy Narratives and the Transmission of Monetary Policy," School of Economics Discussion Papers 0126, School of Economics, University of Surrey.
    5. Fudenberg, Drew & Lanzani, Giacomo & Strack, Philipp, 2023. "Pathwise concentration bounds for Bayesian beliefs," Theoretical Economics, Econometric Society, vol. 18(4), November.
    6. Markus K. Brunnermeier & Alp Simsek & Wei Xiong, 2014. "A Welfare Criterion For Models With Distorted Beliefs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1753-1797.
    7. Escudé, Matteo & Onuchic, Paula & Sinander, Ludvig & Valenzuela-Stookey, Quitzé, 2025. "Misperception and Informativeness in Statistical Discrimination," CEPR Discussion Papers 20603, Centre for Economic Policy Research.
    8. Ignacio Esponda & Demian Pouzo, 2025. "Berk-Nash Rationalizability," Papers 2505.20708, arXiv.org, revised Oct 2025.
    9. Morris, Stephen, 1995. "The Common Prior Assumption in Economic Theory," Economics and Philosophy, Cambridge University Press, vol. 11(2), pages 227-253, October.
    10. Itzhak Gilboa & Larry Samuelson & David Schmeidler, 2014. "No‐Betting‐Pareto Dominance," Econometrica, Econometric Society, vol. 82(4), pages 1405-1442, July.
    11. Konstantin von Beringe & Mark Whitmeyer, 2024. "The Perils of Overreaction," Papers 2405.08087, arXiv.org.
    12. Mira Frick & Ryota Iijima & Yuhta Ishii, 2020. "Misinterpreting Others and the Fragility of Social Learning," Econometrica, Econometric Society, vol. 88(6), pages 2281-2328, November.
    13. Hilton, Ronald W., 1990. "Failure of Blackwell's Theorem under Machina's generalization of expected-utility analysis without the independence axiom," Journal of Economic Behavior & Organization, Elsevier, vol. 13(2), pages 233-244, March.
    14. Kandel, Eugene & Pearson, Neil D, 1995. "Differential Interpretation of Public Signals and Trade in Speculative Markets," Journal of Political Economy, University of Chicago Press, vol. 103(4), pages 831-872, August.
    15. Mira Frick & Ryota Iijima & Yuhta Ishii, 2024. "Welfare Comparisons for Biased Learning," American Economic Review, American Economic Association, vol. 114(6), pages 1612-1649, June.
    16. Esponda, Ignacio & Pouzo, Demian & Yamamoto, Yuichi, 2021. "Asymptotic behavior of Bayesian learners with misspecified models," Journal of Economic Theory, Elsevier, vol. 195(C).
    17. J. Aislinn Bohren & Daniel N. Hauser, 2023. "Behavioral Foundations of Model Misspecification," PIER Working Paper Archive 23-007, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    18. J. Aislinn Bohren & Daniel N. Hauser, 2021. "Learning With Heterogeneous Misspecified Models: Characterization and Robustness," Econometrica, Econometric Society, vol. 89(6), pages 3025-3077, November.
    19. Milgrom, Paul & Stokey, Nancy, 1982. "Information, trade and common knowledge," Journal of Economic Theory, Elsevier, vol. 26(1), pages 17-27, February.
    20. Braghieri, Luca, 2026. "Meaningful Information," CEPR Discussion Papers 21483, Centre for Economic Policy Research.
    21. Drew Fudenberg & Giacomo Lanzani & Philipp Strack, 2021. "Limit Points of Endogenous Misspecified Learning," Econometrica, Econometric Society, vol. 89(3), pages 1065-1098, May.
    22. Hyun Song Shin & Stephen Morris, 1997. "The rationality and efficacy of decisions under uncertainty and the value of an experiment (*)," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 9(2), pages 309-324.
    23. Bohren, J. Aislinn, 2016. "Informational herding with model misspecification," Journal of Economic Theory, Elsevier, vol. 163(C), pages 222-247.
    24. Morris, Stephen, 1994. "Trade with Heterogeneous Prior Beliefs and Asymmetric Information," Econometrica, Econometric Society, vol. 62(6), pages 1327-1347, November.
    25. Howes, Cooper & Dordal i Carreras, Marc & Coibion, Olivier & Gorodnichenko, Yuriy, 2025. "How Monetary Policy Is Made: Lessons from Historical FOMC Discussions," CEPR Discussion Papers 20968, Centre for Economic Policy Research.
    26. Bohren, Aislinn & Hauser, Daniel, 2017. "Learning with Heterogeneous Misspecified Models: Characterization and Robustness," CEPR Discussion Papers 12036, Centre for Economic Policy Research.
    27. Luca Rigotti & Chris Shannon & Tomasz Strzalecki, 2008. "Subjective Beliefs and ex ante Trade," Econometrica, Econometric Society, vol. 76(5), pages 1167-1190, September.
    28. Li, Jian & Zhou, Junjie, 2016. "Blackwell's informativeness ranking with uncertainty-averse preferences," Games and Economic Behavior, Elsevier, vol. 96(C), pages 18-29.
    29. Luca Rigotti & Chris Shannon, 2005. "Uncertainty and Risk in Financial Markets," Econometrica, Econometric Society, vol. 73(1), pages 203-243, January.
    30. Bamber, Linda Smith & Barron, Orie E. & Stober, Thomas L., 1999. "Differential Interpretations and Trading Volume," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 34(3), pages 369-386, September.
    31. J. Michael Harrison & David M. Kreps, 1978. "Speculative Investor Behavior in a Stock Market with Heterogeneous Expectations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 92(2), pages 323-336.
    32. Safra, Zvi & Sulganik, Eyal, 1995. "On the Nonexistence of Blackwell's Theorem-Type Results with General Preference Relations," Journal of Risk and Uncertainty, Springer, vol. 10(3), pages 187-201, May.
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