Topic · Spatial and Panel Data Analysis
Most cited papers in Spatial and Panel Data Analysis
What are the most cited papers in Spatial and Panel Data Analysis?
The most cited paper in Spatial and Panel Data Analysis is "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations" (Manuel Arellano, Stephen Bond, 1991), with 33,547 citations. Next come "Initial conditions and moment restrictions in dynamic panel data models" (22,634) and "Another look at the instrumental variable estimation of error-components models" (20,111).
Showing 50 of 99 papers. Every paper with more than 1,242 citations is listed.
| # | Paper | ||
|---|---|---|---|
| 1 | Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations Manuel Arellano, Stephen Bond · The Review of Economic Studies | Apr 1991 | 33,547 |
| 2 | Initial conditions and moment restrictions in dynamic panel data models Richard W. Blundell, Stephen Bond · Journal of Econometrics | Nov 1998 | 22,634 |
| 3 | Another look at the instrumental variable estimation of error-components models Manuel Arellano, Olympia Bover · Journal of Econometrics | Jul 1995 | 20,111 |
| 4 | Evaluating Goodness-of-Fit Indexes for Testing Measurement Invariance Gordon W. Cheung, Roger B. Rensvold · Structural Equation Modeling A Multidisciplinary Journal | Apr 2002 | 16,242 |
| 5 | Local Indicators of Spatial Association—LISA Luc Anselin · Geographical Analysis | Apr 1995 | 13,022 |
| 6 | Unit root tests in panel data: asymptotic and finite-sample properties Andrew Levin, Chien‐Fu Lin, Chia-Shang James Chu · Journal of Econometrics | May 2002 | 12,910 |
| 7 | How Much Should We Trust Differences-In-Differences Estimates? M. Bertrand, Esther Duflo, Sendhil Mullainathan · The Quarterly Journal of Economics | Feb 2004 | 10,904 |
| 8 | How to do Xtabond2: An Introduction to Difference and System GMM in Stata David Malin Roodman · The Stata Journal Promoting communications on statistics and Stata | Mar 2009 | 9,842 |
| 9 | General Diagnostic Tests for Cross Section Dependence in Panels M. Hashem Pesaran · SSRN Electronic Journal | 2004 | 8,497 |
| 10 | Consistent Covariance Matrix Estimation with Spatially Dependent Panel Data John C. Driscoll, Aart Kraay · The Review of Economics and Statistics | Nov 1998 | 6,735 |
| 11 | Pooled Mean Group Estimation of Dynamic Heterogeneous Panels M. Hashem Pesaran, Yongcheol Shin, Ron P Smith · Journal of the American Statistical Association | Jun 1999 | 6,479 |
| 12 | The Analysis of Spatial Association by Use of Distance Statistics Arthur Getis, J. K. Ord · Geographical Analysis | Jul 1992 | 6,238 |
| 13 | A finite sample correction for the variance of linear efficient two-step GMM estimators Frank A. G. Windmeijer · Journal of Econometrics | 23 Mar 2004 | 6,007 |
| 14 | Testing slope homogeneity in large panels M. Hashem Pesaran, Takashi Yamagata · Journal of Econometrics | 25 May 2007 | 5,892 |
| 15 | Testing for Granger non-causality in heterogeneous panels Elena-Ivona Dumitrescu, Christophe Hurlin · Economic Modelling | 22 Mar 2012 | 5,865 |
| 16 | Estimating long-run relationships from dynamic heterogeneous panels M. Hashem Pesaran, Ron P Smith · Journal of Econometrics | Jul 1995 | 5,533 |
| 17 | Approximate Inference in Generalized Linear Mixed Models N. E. Breslow, David G Clayton · Journal of the American Statistical Association | Mar 1993 | 4,248 |
| 18 | A spatial scan statistic Martin Kulldorff · Communication in Statistics- Theory and Methods | 1997 | 4,062 |
| 19 | A Rasch Model for Partial Credit Scoring Geoff N Masters · Psychometrika | Jun 1982 | 3,811 |
| 20 | Local Spatial Autocorrelation Statistics: Distributional Issues and an Application J. Keith Ord, Arthur Getis · Geographical Analysis | Oct 1995 | 3,714 |
| 21 | Geographically Weighted Regression: A Method for Exploring Spatial Nonstationarity Chris Brunsdon, A. Stewart Fotheringham, Martin E. Charlton · Geographical Analysis | Oct 1996 | 3,582 |
| 22 | Robust Standard Errors for Panel Regressions with Cross-Sectional Dependence Daniel Hoechle · The Stata Journal Promoting communications on statistics and Stata | Sep 2007 | 3,329 |
| 23 | Robust Inference With Multiway Clustering A. Colin Cameron, Jonah B. Gelbach, Douglas L. Miller · Journal of Business and Economic Statistics | 24 Feb 2011 | 3,211 |
| 24 | Multivariable geostatistics in S: the gstat package Edzer J Pebesma · Computers & Geosciences | 31 May 2004 | 3,088 |
| 25 | Testing for stationarity in heterogeneous panel data Kaddour Hadri · Econometrics Journal | Dec 2000 | 3,026 |
| 26 | A New Incremental Fit Index for General Structural Equation Models Kenneth A. Bollen · Sociological Methods & Research | Feb 1989 | 3,016 |
| 27 | A simple method to assess and report thematic saturation in qualitative research Greg Guest, Emily Namey, Mario Chen · PLoS ONE | 5 May 2020 | 2,906 |
| 28 | Formulation and estimation of dynamic models using panel data T. W. Anderson, Cheng Hsiang Hsiao · Journal of Econometrics | 1982 | 2,900 |
| 29 | Testing Weak Cross-Sectional Dependence in Large Panels M. Hashem Pesaran · Econometric Reviews | 4 Sep 2014 | 2,890 |
| 30 | An Explicit Link between Gaussian Fields and Gaussian Markov Random Fields: The Stochastic Partial Differential Equation Approach Finn Lindgren, Håvard Rue, Johan Lindström · Journal of the Royal Statistical Society Series B (Statistical Methodology) | 4 Aug 2011 | 2,811 |
| 31 | Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches Mitchell A. Petersen · SSRN Electronic Journal | 2006 | 2,806 |
| 32 | Generalized reduced rank tests using the singular value decomposition Frank R. Kleibergen, Richard Paap · Journal of Econometrics | 5 May 2005 | 2,775 |
| 33 | Geographical Detectors‐Based Health Risk Assessment and its Application in the Neural Tube Defects Study of the Heshun Region, China Jinfeng Wang, Xin‐Hu Li, George Christakos et al. · International Journal of Geographical Information Systems | 2010 | 2,766 |
| 34 | GMM estimation with cross sectional dependence Timothy G. Conley · Journal of Econometrics | Sep 1999 | 2,714 |
| 35 | Analysis of Covariance with Qualitative Data Gary Chamberlain · The Review of Economic Studies | 1980 | 2,700 |
| 36 | Dynamic panel data models: a guide to micro data methods and practice Stephen R. Bond · Portuguese Economic Journal | Aug 2002 | 2,598 |
| 37 | GeoDa : An Introduction to Spatial Data Analysis Luc Anselin, Ibnu Syabri, Youngihn Kho · Geographical Analysis | 20 Dec 2005 | 2,580 |
| 38 | A bias-adjusted LM test of error cross-section independence M. Hashem Pesaran, Aman Ullah, Takashi Yamagata · Econometrics Journal | 27 Feb 2008 | 2,524 |
| 39 | Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors Alexander Chudík, M. Hashem Pesaran · Journal of Econometrics | 12 Mar 2015 | 2,491 |
| 40 | Quantiles via moments José A. F. Machado, João Santos Silva · Journal of Econometrics | 15 Apr 2019 | 2,437 |
| 41 | Estimation of Dynamic Models with Error Components T. W. Anderson, Cheng Hsiang Hsiao · Journal of the American Statistical Association | Sep 1981 | 2,329 |
| 42 | Semiparametric Difference-in-Differences Estimators Alberto Abadie · The Review of Economic Studies | 24 Dec 2004 | 2,328 |
| 43 | The Dimensions of Residential Segregation Douglas S. Massey, Nancy A. Denton · Social Forces | Dec 1988 | 2,259 |
| 44 | Model-Based Geostatistics Peter John Diggle, Jonathan A. Tawn, Rana A. Moyeed · Journal of the Royal Statistical Society Series C (Applied Statistics) | Sep 1998 | 2,223 |
| 45 | Estimating dynamic panel data models: a guide for macroeconomists Ruth Judson, Ann L. Owen · Economics Letters | Oct 1999 | 2,171 |
| 46 | Geographic Concentration in U.S. Manufacturing Industries: A Dartboard Approach Glenn Ellison, Edward L. Glaeser · Journal of Political Economy | Oct 1997 | 2,151 |
| 47 | All-scale spatial analysis of ecological data by means of principal coordinates of neighbour matrices Daniel Borcard, Pierre Legendre · Ecological Modelling | Jul 2002 | 2,048 |
| 48 | The Geographic Determinants of Housing Supply * Albert Sáiz · The Quarterly Journal of Economics | Aug 2010 | 2,035 |
| 49 | A measure of spatial stratified heterogeneity Jinfeng Wang, Tonglin Zhang, Bojie Fu · Ecological Indicators | 29 Apr 2016 | 1,976 |
| 50 | On bias, inconsistency, and efficiency of various estimators in dynamic panel data models Jan F. Kiviet · Journal of Econometrics | Jul 1995 | 1,965 |
Citations are OpenAlex's own counts, from its 2026-09-23 snapshot, so the ranking can differ from Google Scholar or Web of Science. A paper is listed for a field when OpenAlex files it under one of the field's topics; retracted papers and papers whose citation count cannot be traced to citing works are left out, and a preprint and the article it became are shown once. Release dates are OpenAlex's: where a source gave only a month or a year, that is what is shown. How the lists are chosen.