Panel Data Analysis - Advantages and Challenges

We explain the proliferation of panel data studies in terms of (i) data availability, (ii) the more heightened capacity for modeling the complexity of human behavior than a single cross-section or time series data can possibly allow, and (iii) challenging methodology. Advantages and issues of panel data modeling are also discussed.

[1]  Bo E. Honoré,et al.  Bounds on Parameters in Panel Dynamic Discrete Choice Models , 2006 .

[2]  Gary Chamberlain,et al.  Chapter 22 Panel data , 1984 .

[3]  Cheng Hsiao,et al.  Formulation and estimation of dynamic models using panel data , 1982 .

[4]  Werner Antweiler,et al.  Nested random effects estimation in unbalanced panel data , 2001 .

[5]  Jöreskog An Econometric Model for Multivariate Panel Data , 1978 .

[6]  J. Bai,et al.  Determining the Number of Factors in Approximate Factor Models , 2000 .

[7]  Calyampudi R. Rao,et al.  Linear Statistical Inference and Its Applications. , 1975 .

[8]  M. Arellano,et al.  Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations , 1991 .

[9]  Donald B. Rubin,et al.  Combining Panel Data Sets with Attrition and Refreshment Samples , 1998 .

[10]  Cheng Hsiao,et al.  Estimation of Dynamic Models with Error Components , 1981 .

[11]  M. Pesaran A Simple Panel Unit Root Test in the Presence of Cross Section Dependence , 2003 .

[12]  In Choi,et al.  Unit root tests for panel data , 2001 .

[13]  M. Pesaran Aggregation of linear dynamic models: an application to life-cycle consumption models under habit formation , 2003 .

[14]  Luc Anselin,et al.  Do spatial effects really matter in regression analysis , 2005 .

[15]  Jeffrey M. Wooldridge,et al.  Selection corrections for panel data models under conditional mean independence assumptions , 1995 .

[16]  J. Yahav,et al.  Random Effects, Fixed Effects, Convolution, and Separation , 1981 .

[17]  Marc Nerlove,et al.  Essays in Panel Data Econometrics , 2002 .

[18]  M. Arellano Panel Data Econometrics , 2002 .

[19]  Angus Deaton Panel data from time series of cross-sections , 1985 .

[20]  Bo E. Honoré,et al.  Trimmed LAD and Least Squares Estimation of Truncated and Censored Regression Models with Fixed Effects , 1992 .

[21]  T. Haavelmo,et al.  The Probability Approach in Econometrics , 1944 .

[22]  B. Baltagi,et al.  Nonstationary panels, panel cointegration, and dynamic panels , 2001 .

[23]  Badi H. Baltagi,et al.  Testing for Serial Correlation, Spatial Autocorrelation and Random Effects , 2004 .

[24]  E. J. Hannan,et al.  Multiple time series , 1970 .

[25]  Cheng Hsiao,et al.  Analysis of Panel Data , 1987 .

[26]  Erik Biørn,et al.  Estimating economic relations from incomplete cross-section/time-series data , 1981 .

[27]  P. Phillips,et al.  Multiple Time Series Regression with Integrated Processes , 1986 .

[28]  Cheng Hsiao,et al.  Estimation of Dynamic Panel Data Models with Both Individual and Time Specific Effects , 2008 .

[29]  J. Angrist,et al.  Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings , 1999 .

[30]  T. Wansbeek Measurement error and latent variables in econometrics , 2000 .

[31]  Hyungsik Roger Moon,et al.  Testing For A Unit Root In Panels With Dynamic Factors , 2002 .

[32]  Harry H. Kelejian,et al.  HAC estimation in a spatial framework , 2007 .

[33]  Cheng Hsiao,et al.  Random Coefficients Models , 1992 .

[34]  Chihwa Kao,et al.  Nonstationary Panels, Cointegration in Panels and Dynamic Panels: A Survey , 2000 .

[35]  R. Bellman,et al.  DISTRIBUTED LAGS: A SURVEY , 1967 .

[36]  Cheng Hsiao,et al.  Panel Data Models , 2007 .

[37]  C. Hsiao,et al.  Evaluating the effectiveness of Washington state repeated job search services on the employment rate of prime-age female welfare recipients. , 2008, Journal of econometrics.

[38]  Charles F. Manski,et al.  SEMIPARAMETRIC ANALYSIS OF RANDOM EFFECTS LINEAR MODELS FROM BINARY PANEL DATA , 1987 .

[39]  Gary Chamberlain,et al.  Analysis of Covariance with Qualitative Data , 1979 .

[40]  Patrick Sevestre,et al.  The Econometrics of Panel Data , 1993 .

[41]  J. Angrist,et al.  Identification and Estimation of Local Average Treatment Effects , 1995 .

[42]  José M. Labeaga,et al.  Autoregressive Models with Sample Selectivity for Panel Data , 1997 .

[43]  M. R. Novick,et al.  The Role of Exchangeability in Inference , 1981 .

[44]  Cheng Hsiao,et al.  A general framework for panel data models with an application to Canadian customer-dialed long distance telephone service , 1993 .

[45]  J. Paul Elhorst,et al.  Dynamic models in space and time , 2010 .

[46]  P. Phillips,et al.  Linear Regression Limit Theory for Nonstationary Panel Data , 1999 .

[47]  Badi H. Baltagi,et al.  Unbalanced panel data: A survey , 2006 .

[48]  W. Fuller,et al.  Distribution of the Estimators for Autoregressive Time Series with a Unit Root , 1979 .

[49]  Bo E. Honoré,et al.  Panel Data Discrete Choice Models with Lagged Dependent Variables , 2000 .

[50]  B. Finetti,et al.  Teoria delle probabilità : sintesi introduttiva con appendice critica , 1970 .

[51]  Cheng Hsiao,et al.  Latent variable models in econometrics , 1984 .

[52]  Cheng Hsiao,et al.  Analysis of Panels and Limited Dependent Variable Models , 1999 .

[53]  J. Hausman Specification tests in econometrics , 1978 .

[54]  Dick van Dijk,et al.  Panel Smooth Transition Regression model and an application to investment under credit constraints , 2004 .

[55]  Alberto Holly,et al.  A Score Test for Individual Heteroscedasticity in a One-Way Error Components Model. , 1999 .

[56]  P. Robinson,et al.  Modelling memory of economic and financial time series , 2005 .

[57]  Cheng Hsiao,et al.  Random Coefficient Models , 2008 .

[58]  S. Hall,et al.  S.G.B. Henry: a memoir and a festschrift essay , 2003 .

[59]  W. Fuller,et al.  LIKELIHOOD RATIO STATISTICS FOR AUTOREGRESSIVE TIME SERIES WITH A UNIT ROOT , 1981 .

[60]  L. Summers,et al.  An Empirical Model of Labor Supply in a Life-Cycle Setting , 2007 .

[61]  M. Pesaran,et al.  Estimation and Inference in Large Heterogenous Panels with Cross Section Dependence , 2003, SSRN Electronic Journal.

[62]  C. Hsiao Why Panel Data? , 2005 .

[63]  T. Wansbeek GMM estimation in panel data models with measurement error , 2001 .

[64]  Yongcheol Shin,et al.  Gravity models of intra-EU trade: application of the CCEP-HT estimation in heterogeneous panels with unobserved common time-specific factors , 2007 .

[65]  B. Baltagi,et al.  Econometric Analysis of Panel Data , 2020, Springer Texts in Business and Economics.

[66]  Cheng Hsiao,et al.  A Bayesian Integration of End-Use Metering and Conditional-Demand Analysis , 1995 .

[67]  J. Neyman,et al.  Consistent Estimates Based on Partially Consistent Observations , 1948 .

[68]  Zvi Griliches,et al.  ECONOMIC DATA ISSUES , 1986 .

[69]  Manuel Arellano,et al.  Discrete Choices with Panel Data , 2001 .

[70]  Zvi Griliches,et al.  Estimating Distributed Lags in Short Panels with an Application to the Specification of Depreciation Patterns and Capital Stock Constructs , 1982 .

[71]  J. Horowitz A Smoothed Maximum Score Estimator for the Binary Response Model , 1992 .

[72]  P. Davis,et al.  Estimating multi-way error components models with unbalanced data structures , 2002 .

[73]  Léopold Simar,et al.  Stochastic Frontiers: A Semiparametric Approach , 1993 .

[74]  James J. Heckman,et al.  Characterizing Selection Bias Using Experimental Data , 1998 .

[75]  Cheng Hsiao,et al.  MODELING ONTARIO REGIONAL ELECTRICITY SYSTEM DEMAND USING A MIXED FIXED AND RANDOM COEFFICIENTS APPROACH , 1989 .

[76]  In Choi,et al.  Subsampling Hypothesis Tests for Nonstationary Panels with Applications to Exchange Rates and Stock Prices , 2007 .

[77]  M. Arellano,et al.  Another look at the instrumental variable estimation of error-components models , 1995 .

[78]  Badi H. Baltagi,et al.  Testing Panel Data Regression Models with Spatial Error Correlation , 2002 .

[79]  D. Rubin,et al.  Reducing Bias in Observational Studies Using Subclassification on the Propensity Score , 1984 .

[80]  Badi H. Baltagi,et al.  Nonstationary Panels, Cointegration in Panels and Dynamic Panels: A Survey , 2000 .

[81]  Myoung‐jae Lee A Root-N Consistent Semiparametric Estimator for Related-Effect Binary Response Panel Data , 1999 .

[82]  Patrick Sevestre,et al.  The Econometrics of panel data : handbook of theory and applications , 1994 .

[83]  M. Nerlove,et al.  Biases in dynamic models with fixed effects , 1988 .

[84]  Income Variance Dynamics and Heterogeneity , 2001 .

[85]  Timothy G. Conley GMM estimation with cross sectional dependence , 1999 .

[86]  L. Anselin,et al.  Spatial Panel Econometrics , 2008 .

[87]  Ekaterini Kyriazidou,et al.  Estimation of a Panel Data Sample Selection Model , 1997 .

[88]  Longitudinal Data Analysis , 2005 .

[89]  Jerry A. Hausman,et al.  Errors in Variables in Panel Data , 1984 .

[90]  Timothy G. Conley,et al.  A new semiparametric spatial model for panel time series , 2001 .

[91]  M. Pesaran,et al.  Maximum likelihood estimation of fixed effects dynamic panel data models covering short time periods , 2002 .

[92]  Wagner A. Kamakura,et al.  Book Review: Structural Analysis of Discrete Data with Econometric Applications , 1982 .

[93]  L. Anselin Spatial Econometrics: Methods and Models , 1988 .

[94]  Chihwa Kao,et al.  Spurious Regression and Residual-Based Tests for Cointegration in Panel Data When the Cross-Section and Time-Series Dimensions are Comparable , 1996 .

[95]  J. Paul Elhorst,et al.  Specification and Estimation of Spatial Panel Data Models , 2003 .

[96]  In Choiy Nonstationary Panels , 2004 .

[97]  Peter Schmidt,et al.  Efficient estimation of models for dynamic panel data , 1995 .

[98]  D. Cox,et al.  Parameter Orthogonality and Approximate Conditional Inference , 1987 .

[99]  Jinyong Hahn,et al.  Understanding Bias in Nonlinear Panel Models: Some Recent Developments ∗ , 2005 .

[100]  Marc Nerlove,et al.  Pooling Cross-section and Time-series Data in the Estimation of a Dynamic Model , 1966 .

[101]  Jerry A. Hausman,et al.  Panel Data and Unobservable Individual Effects , 1981 .

[102]  Y. Ben-Porath,et al.  Labor-Force Participation Rates and the Supply of Labor , 1973, Journal of Political Economy.

[103]  Yoosoon Chang,et al.  Nonlinear IV Unit Root Tests in Panels with Cross-Sectional Dependency , 2002 .

[104]  Sergio Firpo,et al.  EFFICIENT SEMIPARAMETRIC ESTIMATION OF , 2007 .

[105]  Jerry A. Hausman,et al.  Attrition Bias in Experimental and Panel Data: The Gary Income Maintenance Experiment , 1979 .

[106]  Harry H. Kelejian,et al.  A Generalized Moments Estimator for the Autoregressive Parameter in a Spatial Model , 1999 .

[107]  Jesus M. Carro Estimating Dynamic Panel Data Discrete Choice Models with Fixed Effects , 2003 .

[108]  Jörg Breitung,et al.  Unit Roots and Cointegration in Panels , 2005, SSRN Electronic Journal.

[109]  M. Pesaran,et al.  Testing for unit roots in heterogeneous panels , 2003 .

[110]  Arthur Lewbel,et al.  Aggregation and Simple Dynamics , 1994 .

[111]  James J. Heckman,et al.  Identifying the Hand of the Past: Distinguishing State Dependence from Heterogeneity , 1991 .

[112]  Badi H. Baltagi,et al.  Analysis of spatially dependent data , 2007 .

[113]  Ruud H. Koning,et al.  Measurement error and panel data , 1991 .

[114]  C. R. Rao,et al.  Linear Statistical Inference and its Applications , 1968 .

[115]  Jeffrey M. Wooldridge,et al.  Solutions Manual and Supplementary Materials for Econometric Analysis of Cross Section and Panel Data , 2003 .

[116]  J. MacKinnon,et al.  Econometric Theory and Methods , 2003 .

[117]  Andrew T. Levin,et al.  Unit root tests in panel data: asymptotic and finite-sample properties , 2002 .

[118]  Peter Schmidt,et al.  GMM estimation of linear panel data models with time-varying individual effects , 2001 .

[119]  Gerdie Everaert,et al.  Bootstrap-based bias correction for dynamic panels , 2007 .

[120]  Bo E. Honoré,et al.  Panel Data Models: Some Recent Developments , 2001 .

[121]  Badi H. Baltagi Recent Developments in the Econometrics of Panel Data , 2002 .

[122]  Bruce E. Hansen,et al.  Threshold effects in non-dynamic panels: Estimation, testing, and inference , 1999 .

[123]  M. Pesaran Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure , 2004, SSRN Electronic Journal.

[124]  Léopold Simar,et al.  Semiparametric efficient estimation of AR(1) panel data models. , 2003 .

[125]  Cheng Hsiao,et al.  Aggregate Vs Disaggregate Data Analysis | a Paradox in the Estimation of Money Demand Function of Japan under the Low I N Terest Rate Policy , 2002 .

[126]  T. W. Anderson On Asymptotic Distributions of Estimates of Parameters of Stochastic Difference Equations , 1959 .

[127]  James P. Ziliak Efficient Estimation with Panel Data When Instruments Are Predetermined: An Empirical Comparison of Moment-Condition Estimators , 1997 .

[128]  Alok Bhargava,et al.  Estimating Dynamic Random Effects Models from Panel Data Covering Short Time Periods , 1983 .

[129]  Sean Becketti,et al.  The Panel Study of Income Dynamics after Fourteen Years: An Evaluation , 1988, Journal of Labor Economics.

[130]  P. Phillips Understanding spurious regressions in econometrics , 1986 .

[131]  C. Granger Aggregation of time series variables-a survey , 1988 .

[132]  M. Pesaran,et al.  ESTIMATION AND INFERENCE IN SHORT PANEL VECTOR AUTOREGRESSIONS WITH UNIT ROOTS AND COINTEGRATION , 2000, Econometric Theory.

[133]  J. Loehlin Latent variable models , 1987 .

[134]  Sophia Rabe-Hesketh,et al.  Generalized latent variable models: multilevel, longitudinal, and structural equation models , 2004 .

[135]  Robert A. Moffitt,et al.  A COMPUTATIONALLY EFFICIENT QUADRATURE PROCEDURE FOR THE ONE-FACTOR MULTINOMIAL PROBIT MODEL , 1982 .