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Grouped Patterns of Heterogeneity in Panel Data

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Cited by:

  1. Guner, Nezih & Kulikova, Yuliya & Llull, Joan, 2018. "Marriage and health: Selection, protection, and assortative mating," European Economic Review, Elsevier, vol. 104(C), pages 138-166.
  2. Stéphane Bonhomme & Thibaut Lamadon & Elena Manresa, 2022. "Discretizing Unobserved Heterogeneity," Econometrica, Econometric Society, vol. 90(2), pages 625-643, March.
  3. Xiaorong Yang & Jia Chen & Degui Li & Runze Li, 2024. "Functional-Coefficient Quantile Regression for Panel Data with Latent Group Structure," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 42(3), pages 1026-1040, July.
  4. Bonhomme, Stéphane & Denis, Angela, 2024. "Estimating heterogeneous effects: Applications to labor economics," Labour Economics, Elsevier, vol. 91(C).
  5. Yi Li & Xingxing Luo & Mengqi Liao, 2025. "Incorporating Prior Information in Latent Structures Identification for Panel Data Models," Mathematics, MDPI, vol. 13(9), pages 1-26, May.
  6. Bi, Daning & Chang, Le & Yang, Yanrong, 2025. "Iterative Complement-clustering PCA: Uncovering latent industry structures in stock returns," Economics Letters, Elsevier, vol. 256(C).
  7. Oliver Cassagneau-Francis, 2022. "Revisiting the Returns to Higher Education: Heterogeneity by Cognitive and Non-Cognitive Abilities," Sciences Po Economics Publications (main) hal-04067399, HAL.
  8. Oliver Cassagneau-Francis, 2025. "Estimating heterogeneous returns to college by cognitive and non-cognitive ability," CEPEO Working Paper Series 25-10, UCL Centre for Education Policy and Equalising Opportunities, revised Sep 2025.
  9. Leng, Xuan & Chen, Heng & Wang, Wendun, 2023. "Multi-dimensional latent group structures with heterogeneous distributions," Journal of Econometrics, Elsevier, vol. 233(1), pages 1-21.
  10. Miao, Ke & Su, Liangjun & Wang, Wendun, 2020. "Panel threshold regressions with latent group structures," Journal of Econometrics, Elsevier, vol. 214(2), pages 451-481.
  11. Ryo Okui & Yutao Sun & Wendun Wang, 2025. "Recovering latent linkage structures and spillover effects with structural breaks in panel data models," Papers 2501.09517, arXiv.org.
  12. Dante Amengual & Jesús Bueren & Julio A. Crego, 2021. "Endogenous health groups and heterogeneous dynamics of the elderly," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 36(7), pages 878-897, November.
  13. Olivier de Groote & Ana Gazmuri, 2024. "School Choice and Class-Size Effects : Unintended Consequences of a Targeted Voucher Program," Working Papers hal-04959974, HAL.
  14. Okui, Ryo & Yanagi, Takahide, 2019. "Panel data analysis with heterogeneous dynamics," Journal of Econometrics, Elsevier, vol. 212(2), pages 451-475.
  15. Yanbo Liu & Peter C. B. Phillips & Jun Yu, 2023. "A Panel Clustering Approach To Analyzing Bubble Behavior," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 64(4), pages 1347-1395, November.
  16. Grégory Jolivet & Fabien Postel-Vinay, 2025. "A Structural Analysis of Mental Health and Labour Market Trajectories," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 92(3), pages 1920-1954.
  17. Boccanfuso, Jérémy & Neri, Luca, 2025. "Uncovering attention heterogeneity," LIDAM Discussion Papers CORE 2025009, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
  18. Saptorshee Kanto Chakraborty & Massimiliano Mazzanti, 2021. "Revisiting the literature on the dynamic Environmental Kuznets Curves using a latent structure approach," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(3), pages 923-941, October.
  19. Jinyong Hahn & Zhipeng Liao & Konrad Menzel & Quang Vuong, 2026. "Model Selection in Panel Data Models: A Generalization of the Vuong Test," Papers 2601.22354, arXiv.org.
  20. Ando, Tomohiro & Bai, Jushan, 2021. "Large-scale generalized linear longitudinal data models with grouped patterns of unobserved heterogeneity," MPRA Paper 111431, University Library of Munich, Germany.
  21. Yang, Xinfeng & Yan, Xiaodong & Huang, Jian, 2019. "High-dimensional integrative analysis with homogeneity and sparsity recovery," Journal of Multivariate Analysis, Elsevier, vol. 174(C).
  22. Mammen, Enno & Wilke, Ralf A. & Zapp, Kristina Maria, 2022. "Estimation of group structures in panel models with individual fixed effects," ZEW Discussion Papers 22-023, ZEW - Leibniz Centre for European Economic Research.
  23. Anders Bredahl Kock & Haihan Tang, 2014. "Inference in High-dimensional Dynamic Panel Data Models," CREATES Research Papers 2014-58, Department of Economics and Business Economics, Aarhus University.
  24. Simone Bertoli & Jesus Fernández-Huertas Moraga, 2012. "Visa Policies, Networks and the Cliff at the Border," Working Papers 2012-12, FEDEA.
  25. Nibbering, D. & Paap, R., 2019. "Panel Forecasting with Asymmetric Grouping," Econometric Institute Research Papers EI-2019-30, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
  26. Kopp, Thomas & Nabernegg, Markus, 2022. "Inequality and Environmental Impact – Can the Two Be Reduced Jointly?," Ecological Economics, Elsevier, vol. 201(C).
  27. Su, Liangjun & Ju, Gaosheng, 2018. "Identifying latent grouped patterns in panel data models with interactive fixed effects," Journal of Econometrics, Elsevier, vol. 206(2), pages 554-573.
  28. Hansen, Christian & Liao, Yuan, 2019. "The Factor-Lasso And K-Step Bootstrap Approach For Inference In High-Dimensional Economic Applications," Econometric Theory, Cambridge University Press, vol. 35(3), pages 465-509, June.
  29. Johar, Meliyanni & Johnston, David W. & Shields, Michael A. & Siminski, Peter & Stavrunova, Olena, 2022. "The economic impacts of direct natural disaster exposure," Journal of Economic Behavior & Organization, Elsevier, vol. 196(C), pages 26-39.
  30. Ryo Okui & Takahide Yanagi, 2020. "Kernel estimation for panel data with heterogeneous dynamics," The Econometrics Journal, Royal Economic Society, vol. 23(1), pages 156-175.
  31. Huang, Wenxin & Jin, Sainan & Phillips, Peter C.B. & Su, Liangjun, 2021. "Nonstationary panel models with latent group structures and cross-section dependence," Journal of Econometrics, Elsevier, vol. 221(1), pages 198-222.
  32. Patrick Moran & Martin Orquote Connell & Cormac Orquote Dea & Francesca Parodi, 2021. "Heterogeneity in Household Spending and Well-being around Retirement," Working Papers wp427, University of Michigan, Michigan Retirement Research Center.
  33. Lena Janys & Bettina Siflinger, 2021. "Mental Health and Abortions among Young Women: Time-Varying Unobserved Heterogeneity, Health Behaviors, and Risky Decisions," ECONtribute Discussion Papers Series 083, University of Bonn and University of Cologne, Germany.
  34. Pallab Ghosh & Kevin Grier & Jaeho Kim, 2021. "Heterogeneous endogeneity," Statistical Papers, Springer, vol. 62(2), pages 847-886, April.
  35. Marina Khismatullina & Bernhard van der Sluis, 2025. "Multiscale Comparison of Nonparametric Trending Coefficients," Papers 2511.12600, arXiv.org.
  36. Min Wang & Yunbei Ma, 2024. "Spatial Heterogeneity and Clustering of County-Level Carbon Emissions in China," Sustainability, MDPI, vol. 16(23), pages 1-17, November.
  37. Nicolli, Francesco & Gilli, Marianna & Vona, Francesco, "undated". "Inequality and Climate Change: Two Problems, One Solution?," FEEM Working Papers 329340, Fondazione Eni Enrico Mattei (FEEM).
  38. Zhonghui Zhang & Chihwa Kao & Jungbin Hwang, 2025. "High-Dimensional Weighted K-Means with Serial Dependence," Working papers 2025-09, University of Connecticut, Department of Economics.
  39. Vogt, Michael & Linton, Oliver, 2020. "Multiscale clustering of nonparametric regression curves," Journal of Econometrics, Elsevier, vol. 216(1), pages 305-325.
  40. Daniel L. Millimet & Christopher F. Parmeter, 2025. "The impact of measurement error on trends in earnings inequality in the USA," Empirical Economics, Springer, vol. 69(5), pages 2727-2753, November.
  41. Wang, Wei & Xiao, Zhijie & Ren, Yanyan & Yan, Xiaodong, 2023. "A bi-integrative analysis of two-dimensional heterogeneous panel data models," Economics Letters, Elsevier, vol. 230(C).
  42. Bradford, Scott C. & Negi, Digvijay Singh & Ramaswami, Bharat, 2022. "International risk sharing for food staples," Journal of Development Economics, Elsevier, vol. 158(C).
  43. Janys, L.; & Siflinger, B.;, 2019. "Abortion and mental health: The role of selection," Health, Econometrics and Data Group (HEDG) Working Papers 19/15, HEDG, c/o Department of Economics, University of York.
  44. repec:aep:anales:4655 is not listed on IDEAS
  45. Wu Wang & Ying Sun & Huixia Judy Wang, 2023. "Latent group detection in functional partially linear regression models," Biometrics, The International Biometric Society, vol. 79(1), pages 280-291, March.
  46. Susan Athey & Guido Imbens, 2025. "Identification of Average Treatment Effects in Nonparametric Panel Models," Papers 2503.19873, arXiv.org.
  47. repec:ags:aaea22:335467 is not listed on IDEAS
  48. Zhu, Yinchu & Timmermann, Allan, 2022. "Conditional rotation between forecasting models," Journal of Econometrics, Elsevier, vol. 231(2), pages 329-347.
  49. Doris A. Oberdabernig & Stefan Humer & Jesus Crespo Cuaresma, 2018. "Democracy, Geography and Model Uncertainty," Scottish Journal of Political Economy, Scottish Economic Society, vol. 65(2), pages 154-185, May.
  50. Patrick Kline & Christopher R. Walters, 2016. "Evaluating Public Programs with Close Substitutes: The Case of HeadStart," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1795-1848.
  51. Francesco Bravo & Ba M. Chu & David T. Jacho-Chávez, 2017. "Semiparametric estimation of moment condition models with weakly dependent data," Journal of Nonparametric Statistics, Taylor & Francis Journals, vol. 29(1), pages 108-136, January.
  52. Yu, Lu & Gu, Jiaying & Volgushev, Stanislav, 2024. "Spectral clustering with variance information for group structure estimation in panel data," Journal of Econometrics, Elsevier, vol. 241(1).
  53. Carter Patrick, 2013. "Does Foreign Aid Displace Domestic Taxation?," Journal of Globalization and Development, De Gruyter, vol. 4(1), pages 1-47, August.
  54. Bo E Honoré & Áureo de Paula, 2021. "Identification in simple binary outcome panel data models," The Econometrics Journal, Royal Economic Society, vol. 24(2), pages 78-93.
  55. Augusto Cerqua & Roberta Di Stefano & Raffaele Mattera, 2024. "Heterogeneous Responses to Continuous Treatments: A Cluster-Based Causal Framework," Papers 2409.08773, arXiv.org, revised Mar 2026.
  56. Wang, Yiren & Phillips, Peter C.B. & Su, Liangjun, 2024. "Panel data models with time-varying latent group structures," Journal of Econometrics, Elsevier, vol. 240(1).
  57. Geert Dhaene & Martin Weidner, 2023. "Approximate functional differencing," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 14(3), pages 379-416, December.
  58. Johannes Blum & Florian Dorn & Axel Heuer, 2021. "Political institutions and health expenditure," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 28(2), pages 323-363, April.
  59. Huang, Danyang & Hu, Wei & Jing, Bingyi & Zhang, Bo, 2023. "Grouped spatial autoregressive model," Computational Statistics & Data Analysis, Elsevier, vol. 178(C).
  60. Thibaut Lamadon & Elena Manresa & Stephane Bonhomme, 2016. "Discretizing Unobserved Heterogeneity," 2016 Meeting Papers 1536, Society for Economic Dynamics.
  61. Lisa Oberlander & Anne‐Célia Disdier & Fabrice Etilé, 2017. "Globalisation and national trends in nutrition and health: A grouped fixed‐effects approach to intercountry heterogeneity," Health Economics, John Wiley & Sons, Ltd., vol. 26(9), pages 1146-1161, September.
  62. Deniz, Pinar & Stengos, Thanasis, 2025. "Heterogeneity of institutions and model uncertainty in the income inequality nexus," European Journal of Political Economy, Elsevier, vol. 87(C).
  63. Stéphane Bonhomme, 2021. "Selection on Welfare Gains: Experimental Evidence from Electricity Plan Choice," Working Papers 2021-15, Becker Friedman Institute for Research In Economics.
  64. Jorge A. Rivero, 2023. "Unobserved Grouped Heteroskedasticity and Fixed Effects," Papers 2310.14068, arXiv.org, revised Oct 2023.
  65. Carlos Vladimir Rodríguez-Caballero, 2016. "Panel Data with Cross-Sectional Dependence Characterized by a Multi-Level Factor Structure," CREATES Research Papers 2016-31, Department of Economics and Business Economics, Aarhus University.
  66. Iris Kesternich & Bettina Siflinger & James P. Smith & Franziska Valder, 2022. "Relationship Stability: Evidence from Labor and Marriage Markets," CEBI working paper series 22-20, University of Copenhagen. Department of Economics. The Center for Economic Behavior and Inequality (CEBI).
  67. Andrey G. Maksimov & Marina S. Telezhkina, 2024. "Similarity Of Structural Changes: The Case Of University Enrollment Rates," HSE Working papers WP BRP 271/EC/2024, National Research University Higher School of Economics.
  68. Jack Blundell, 2020. "Clusters in UK Self-Employment," CEP Occasional Papers 48, Centre for Economic Performance, LSE.
  69. Kaddoura, Yousef, 2025. "Estimating coefficient-by-coefficient breaks in panel data models," Journal of Econometrics, Elsevier, vol. 249(PB).
  70. Smith, Simon C. & Timmermann, Allan & Zhu, Yinchu, 2019. "Variable selection in panel models with breaks," Journal of Econometrics, Elsevier, vol. 212(1), pages 323-344.
  71. Dong Hwan Oh & Andrew J. Patton, 2021. "Dynamic Factor Copula Models with Estimated Cluster Assignments," Finance and Economics Discussion Series 2021-029r1, Board of Governors of the Federal Reserve System (U.S.), revised 06 May 2022.
  72. Claudia Pigini & Alessandro Pionati & Francesco Valentini, 2023. "Specification testing with grouped fixed effects," Papers 2310.01950, arXiv.org, revised Sep 2025.
  73. Yong Cai, 2021. "Panel Data with Unknown Clusters," Papers 2106.05503, arXiv.org, revised Jan 2022.
  74. Degui Li & Bin Peng & Songqiao Tang & Weibiao Wu, 2023. "Inference of Grouped Time-Varying Network Vector Autoregression Models," Monash Econometrics and Business Statistics Working Papers 5/23, Monash University, Department of Econometrics and Business Statistics.
  75. Bruce E. Hansen & Seojeong Lee, 2021. "Inference for Iterated GMM Under Misspecification," Econometrica, Econometric Society, vol. 89(3), pages 1419-1447, May.
  76. Jack Blundell, 2020. "Clusters in UK Self-Employment," CEP Occasional Papers 048, Centre for Economic Performance, LSE.
  77. Bastien Buchwalter & Francis X. Diebold & Kamil Yilmaz, 2025. "Clustered Network Connectedness: A New Measurement Framework with Application to Global Equity Markets," Papers 2502.15458, arXiv.org, revised Dec 2025.
  78. Inmaculada Martínez-Zarzoso & Marta Gómez-Puig & Simón Sosvilla-Rivero, 2019. "“Re-examining the debt-growth nexus: A grouped fixed-effect approach”," IREA Working Papers 201911, University of Barcelona, Research Institute of Applied Economics, revised Jul 2019.
  79. Ayden Higgins & Federico Martellosio, 2019. "Shrinkage Estimation of Network Spillovers with Factor Structured Errors," Papers 1909.02823, arXiv.org, revised Nov 2021.
  80. Jaeho Kim & Le Wang, 2019. "Hidden group patterns in democracy developments: Bayesian inference for grouped heterogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 34(6), pages 1016-1028, September.
  81. Igor Custodio João & Julia Schaumburg & André Lucas & Bernd Schwaab, 2024. "Dynamic Nonparametric Clustering of Multivariate Panel Data," Journal of Financial Econometrics, Oxford University Press, vol. 22(2), pages 335-374.
  82. Nicolli, Francesco & Gilli, Marianna & Vona, Francesco, 2025. "Inequality and climate change: Two problems, one solution?," Energy Economics, Elsevier, vol. 145(C).
  83. Zhao, Jiayang & Liu, Jie, 2023. "Homogeneous analysis on network effects in network autoregressive model," Finance Research Letters, Elsevier, vol. 58(PD).
  84. Bartolucci, Francesco & Belotti, Federico & Peracchi, Franco, 2015. "Testing for time-invariant unobserved heterogeneity in generalized linear models for panel data," Journal of Econometrics, Elsevier, vol. 184(1), pages 111-123.
  85. Kopp, Thomas & Nabernegg, Markus & Lange, Steffen, 2023. "The net climate effect of digitalization, differentiating between firms and households," Energy Economics, Elsevier, vol. 126(C).
  86. Kopp, Thomas & Nabernegg, Markus K., 2023. "The Effects of Inequality on the Triple Burden of Malnutrition – Are there Synergies or Trade-offs?," 2023 Annual Meeting, July 23-25, Washington D.C. 335467, Agricultural and Applied Economics Association.
  87. Mehrabani, Ali, 2023. "Estimation and identification of latent group structures in panel data," Journal of Econometrics, Elsevier, vol. 235(2), pages 1464-1482.
  88. Honoré, Bo E. & Hu, Luojia, 2024. "Sample selection models without exclusion restrictions: Parameter heterogeneity and partial identification," Journal of Econometrics, Elsevier, vol. 243(1).
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  90. Manuel Arellano & Stéphane Bonhomme & Micole De Vera & Laura Hospido & Siqi Wei, 2022. "Income risk inequality: Evidence from Spanish administrative records," Quantitative Economics, Econometric Society, vol. 13(4), pages 1747-1801, November.
  91. Kathleen T. Li, 2024. "Frontiers: A Simple Forward Difference-in-Differences Method," Marketing Science, INFORMS, vol. 43(2), pages 267-279, March.
  92. Oguzhan Akgun & Ryo Okui, 2025. "Robust Inference Methods for Latent Group Panel Models under Possible Group Non-Separation," Papers 2511.18550, arXiv.org.
  93. Frederik Almar & Benjamin Friedrich & Ana Reynoso & Bastian Schulz & Rune M. Vejlin, 2025. "Educational Ambition, Marital Sorting, and Inequality," NBER Working Papers 33683, National Bureau of Economic Research, Inc.
  94. Sohail Ahmad Javeed & Rashid Latief & Umair Akram, 2023. "The Effects of Board Capital on Green Innovation to Improve Green Total Factor Productivity," Sustainability, MDPI, vol. 15(13), pages 1-18, June.
  95. Kopp, Thomas & Finger, Robert & Huber, Robert & Nabernegg, Markus & Sexton, Richard J., 2024. "The Effects of Digital Yield Monitoring on Greenhouse Gas Emissions in the United States," GEWISOLA 64th Annual Conference, Giessen, Germany, September 25–27, 2024 364720, GEWISOLA.
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  111. Chu, Ba, 2017. "Composite Quasi-Maximum Likelihood Estimation of Dynamic Panels with Group-Specific Heterogeneity and Spatially Dependent Errors," MPRA Paper 79709, University Library of Munich, Germany.
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  119. Majeed, Abdul & Xie, Yuantao & Gao, Chongyan & Du, Anna Min & Muniba,, 2025. "Examining the role of artificial intelligence, financial innovation, and green energy transition in enhancing environmental quality," International Review of Economics & Finance, Elsevier, vol. 100(C).
  120. Fabio Canova, 2024. "Should we trust cross‐sectional multiplier estimates?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 39(4), pages 589-606, June.
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  122. Igor Custodio João & Andre Lucas & Julia Schaumburg, 2021. "Clustering Dynamics and Persistence for Financial Multivariate Panel Data," Tinbergen Institute Discussion Papers 21-040/III, Tinbergen Institute.
  123. Liu, Ruiqi & Shang, Zuofeng & Zhang, Yonghui & Zhou, Qiankun, 2020. "Identification and estimation in panel models with overspecified number of groups," Journal of Econometrics, Elsevier, vol. 215(2), pages 574-590.
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  131. Delis, Manthos D. & Hasan, Iftekhar & Ongena, Steven, 2018. "Democratic development and credit: "Democracy doesn't come cheap" But at least credit to its corporations will be," Bank of Finland Research Discussion Papers 18/2018, Bank of Finland.
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  133. Zhan Gao & M. Hashem Pesaran, 2024. "Identification and estimation of categorical random coefficient models," Advanced Studies in Theoretical and Applied Econometrics, in: Subal C. Kumbhakar & Robin C. Sickles & Hung-Jen Wang (ed.), Advances in Applied Econometrics, pages 79-124, Springer.
  134. Jaskowski, Marcin & McAleer, Michael, 2021. "Spurious cross-sectional dependence in credit spread changes," Econometrics and Statistics, Elsevier, vol. 18(C), pages 12-27.
  135. Zhongjian Lin & Zhentao Shi & Yapeng Zheng, 2026. "Social Interactions Models with Latent Structures," Papers 2602.06435, arXiv.org.
  136. Jiti Gao & Kai Xia, 2017. "Heterogeneous panel data models with cross-sectional dependence," Monash Econometrics and Business Statistics Working Papers 16/17, Monash University, Department of Econometrics and Business Statistics.
  137. Zhan Gao & Zhentao Shi, 2021. "Implementing Convex Optimization in R: Two Econometric Examples," Computational Economics, Springer;Society for Computational Economics, vol. 58(4), pages 1127-1135, December.
  138. Okui, Ryo & Wang, Wendun, 2021. "Heterogeneous structural breaks in panel data models," Journal of Econometrics, Elsevier, vol. 220(2), pages 447-473.
  139. Dmitry Arkhangelsky & Guido Imbens, 2023. "Causal Models for Longitudinal and Panel Data: A Survey," Papers 2311.15458, arXiv.org, revised Jun 2024.
  140. Vanessa Alviarez & Keith Head & Thierry Mayer, 2025. "Global Giants and Local Stars: How Changes in Brand Ownership Affect Competition," American Economic Journal: Microeconomics, American Economic Association, vol. 17(1), pages 389-434, February.
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