IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2309.01658.html
   My bibliography  Save this paper

Design-Based Multi-Way Clustering

Author

Listed:
  • Luther Yap

Abstract

This paper extends the design-based framework to settings with multi-way cluster dependence, and shows how multi-way clustering can be justified when clustered assignment and clustered sampling occurs on different dimensions, or when either sampling or assignment is multi-way clustered. Unlike one-way clustering, the plug-in variance estimator in multi-way clustering is no longer conservative, so valid inference either requires an assumption on the correlation of treatment effects or a more conservative variance estimator. Simulations suggest that the plug-in variance estimator is usually robust, and the conservative variance estimator is often too conservative.

Suggested Citation

  • Luther Yap, 2023. "Design-Based Multi-Way Clustering," Papers 2309.01658, arXiv.org.
    • Handle: RePEc:arx:papers:2309.01658
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2309.01658
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Gruber, Jonathan & Madrian, Brigitte C, 1995. "Health-Insurance Availability and the Retirement Decision," American Economic Review, American Economic Association, vol. 85(4), pages 938-948, September.
    2. Hersch, Joni, 1998. "Compensating Differentials for Gender-Specific Job Injury Risks," American Economic Review, American Economic Association, vol. 88(3), pages 598-627, June.
    3. Nathan Nunn & Leonard Wantchekon, 2011. "The Slave Trade and the Origins of Mistrust in Africa," American Economic Review, American Economic Association, vol. 101(7), pages 3221-3252, December.
    4. Luther Yap, 2023. "Asymptotic Theory for Two-Way Clustering," Papers 2301.03805, arXiv.org, revised Feb 2024.
    Full references (including those not matched with items on IDEAS)

    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. Cameron, A. Colin & Gelbach, Jonah B. & Miller, Douglas L., 2011. "Robust Inference With Multiway Clustering," Journal of Business & Economic Statistics, American Statistical Association, vol. 29(2), pages 238-249.
    2. Martin Obschonka & Mingjie Zhou & Yixin Zhou & Jianxin Zhang & Rainer K. Silbereisen, 2019. "“Confucian” traits, entrepreneurial personality, and entrepreneurship in China: a regional analysis," Small Business Economics, Springer, vol. 53(4), pages 961-979, December.
    3. Heineck, Guido & Süssmuth, Bernd, 2013. "A different look at Lenin’s legacy: Social capital and risk taking in the Two Germanies," Journal of Comparative Economics, Elsevier, vol. 41(3), pages 789-803.
    4. Seiffert, Sebastian, 2015. "The Role of Economic Geography in Subnational African Development," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 113186, Verein für Socialpolitik / German Economic Association.
    5. Erkmen Giray Aslim, 2019. "The Relationship Between Health Insurance and Early Retirement: Evidence from the Affordable Care Act," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 45(1), pages 112-140, January.
    6. Christian Hubert Ebeke, 2011. "Does the dual-citizenship recognition determine the level and the utilization of international remittances? Cross-Country Evidence," CERDI Working papers halshs-00559528, HAL.
    7. Graziella Bertocchi, 2016. "The legacies of slavery in and out of Africa," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 5(1), pages 1-19, December.
    8. Fu, Tong & Jian, Ze, 2020. "A developmental state: How to allocate electricity efficiently in a developing country," Energy Policy, Elsevier, vol. 138(C).
    9. Litina, Anastasia, 2012. "Unfavorable land endowment, cooperation, and reversal of fortune," MPRA Paper 39702, University Library of Munich, Germany.
    10. Corno, Lucia & Voena, Alessandra, 2023. "Child marriage as informal insurance: Empirical evidence and policy simulations," Journal of Development Economics, Elsevier, vol. 162(C).
    11. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2016. "Long-Term Persistence," Journal of the European Economic Association, European Economic Association, vol. 14(6), pages 1401-1436, December.
    12. La Ferrara, Eliana & Corno, Lucia & Voena, Alessandra, 2020. "Female Genital Cutting and the Slave Trade," CEPR Discussion Papers 15577, C.E.P.R. Discussion Papers.
    13. Karl McShane, 2017. "Getting Used to Diversity? Immigration and Trust in Sweden," Economics Bulletin, AccessEcon, vol. 37(3), pages 1895-1910.
    14. Cornelius Ewuoso, 2023. "Black box problem and African views of trust," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-11, December.
    15. Yaron Zelekha & Léo-Paul Dana, 2019. "Social Capital Versus Cultural Capital Determinants of Entrepreneurship: An Empirical Study of the African Continent," Journal of Entrepreneurship and Innovation in Emerging Economies, Entrepreneurship Development Institute of India, vol. 28(2), pages 250-269, September.
    16. Diego Marino Fages, 2023. "Migration and trust: Evidence on assimilation from internal migrants," Discussion Papers 2023-08, Nottingham Interdisciplinary Centre for Economic and Political Research (NICEP).
    17. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2015. "Corporate Culture, Societal Culture, and Institutions," American Economic Review, American Economic Association, vol. 105(5), pages 336-339, May.
    18. Cemal Eren Arbath & Quamral H. Ashraf & Oded Galor & Marc Klemp, 2018. "Diversity and Conflict," Working Papers 2018-6, Brown University, Department of Economics.
    19. van Hoorn, Andre, 2013. "Trust and Organizational Design: Explaining Cross-National Differences in Work Autonomy," MPRA Paper 80016, University Library of Munich, Germany.
    20. Merima Ali & Odd-Helge Fjeldstad & Boqian Jiang & Abdulaziz B Shifa, 2019. "Colonial Legacy, State-building and the Salience of Ethnicity in Sub-Saharan Africa," The Economic Journal, Royal Economic Society, vol. 129(619), pages 1048-1081.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:arx:papers:2309.01658. 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: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    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.