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Nonparametric estimation of matching efficiency and elasticity in a marriage agency platform: 2014–2025

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  • Otani, Suguru

Abstract

This paper examines monthly matching efficiency in the Japanese marriage market using novel data from IBJ, the country’s largest structured matching platform. Unlike administrative or dating app data, IBJ provides full search, dating, and matching logs based on verified profiles and confirmed engagements. Users are highly selected into serious marriage search via costly screening. Covering 3.3% of national marriages annually, I estimate time-varying matching functions using a nonparametric approach. Matching efficiency triples between 2014 and 2025, with diverging elasticities indicating increasingly asymmetric responsiveness. Results show how digital intermediation reshapes partner search in modern marriage markets.

Suggested Citation

  • Otani, Suguru, 2025. "Nonparametric estimation of matching efficiency and elasticity in a marriage agency platform: 2014–2025," Economics Letters, Elsevier, vol. 256(C).
  • Handle: RePEc:eee:ecolet:v:256:y:2025:i:c:s0165176525004549
    DOI: 10.1016/j.econlet.2025.112617
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    References listed on IDEAS

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    1. Michèle Belot & Marco Francesconi, 2013. "Dating Preferences and Meeting Opportunities in Mate Choice Decisions," Journal of Human Resources, University of Wisconsin Press, vol. 48(2), pages 474-508.
    2. Ravi Bapna & Jui Ramaprasad & Galit Shmueli & Akhmed Umyarov, 2016. "One-Way Mirrors in Online Dating: A Randomized Field Experiment," Management Science, INFORMS, vol. 62(11), pages 3100-3122, November.
    3. Lange, Fabian & Papageorgiou, Theodore, 2020. "Beyond Cobb-Douglas: Flexibly Estimating Matching Functions with Unobserved Matching Efficiency," IZA Discussion Papers 13177, IZA Network @ LISER.
    4. Christopher A. Pissarides & Barbara Petrongolo, 2001. "Looking into the Black Box: A Survey of the Matching Function," Journal of Economic Literature, American Economic Association, vol. 39(2), pages 390-431, June.
    5. Suguru Otani, 2024. "Nonparametric Estimation of Matching Efficiency and Mismatch in Labor Markets via Public Employment Security Offices in Japan, 1972-2024," Papers 2407.20931, arXiv.org, revised Dec 2024.
    6. Pierre-André Chiappori & Bernard Salanié & Yoram Weiss, 2017. "Partner Choice, Investment in Children, and the Marital College Premium," American Economic Review, American Economic Association, vol. 107(8), pages 2109-2167, August.
    7. Gunter J. Hitsch & Ali Hortaçsu & Dan Ariely, 2010. "Matching and Sorting in Online Dating," American Economic Review, American Economic Association, vol. 100(1), pages 130-163, March.
    8. Rosa L. Matzkin, 2003. "Nonparametric Estimation of Nonadditive Random Functions," Econometrica, Econometric Society, vol. 71(5), pages 1339-1375, September.
    9. Ignacio Rios & Daniela Saban & Fanyin Zheng, 2023. "Improving Match Rates in Dating Markets Through Assortment Optimization," Manufacturing & Service Operations Management, INFORMS, vol. 25(4), pages 1304-1323, July.
    10. Ong, David & Wang, Jue, 2015. "Income attraction: An online dating field experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 111(C), pages 13-22.
    11. Raymond Fisman & Sheena S. Iyengar & Emir Kamenica & Itamar Simonson, 2006. "Gender Differences in Mate Selection: Evidence From a Speed Dating Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(2), pages 673-697.
    12. Egebark, Johan & Ekström, Mathias & Plug, Erik & van Praag, Mirjam, 2021. "Brains or beauty? Causal evidence on the returns to education and attractiveness in the online dating market," Journal of Public Economics, Elsevier, vol. 196(C).
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    Cited by:

    1. Chihiro Inoue & Yusuke Ishihata & Suguru Otani, 2026. "Marital Sorting on Pre-Marital Preferences for Household Behavior," Papers 2603.25372, arXiv.org.
    2. Kazuki Sekiya & Suguru Otani & Yuki Komatsu & Sachio Ohkawa & Shunya Noda, 2026. "Integrating Predictive Models into Two-Sided Recommendations: A Matching-Theoretic Approach," Papers 2602.19689, arXiv.org.

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    More about this item

    Keywords

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    JEL classification:

    • J12 - Labor and Demographic Economics - - Demographic Economics - - - Marriage; Marital Dissolution; Family Structure
    • J10 - Labor and Demographic Economics - - Demographic Economics - - - General
    • D8 - Microeconomics - - Information, Knowledge, and Uncertainty

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