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An integrated panel data approach to modelling economic growth

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  • Feng, Guohua
  • Gao, Jiti
  • Peng, Bin

Abstract

Empirical growth analysis is plagued with three problems – variable selection, parameter heterogeneity and cross-sectional dependence – which are addressed independently from each other in most studies. This study is to propose an integrated framework that allows for parameter heterogeneity and cross-sectional error dependence, while simultaneously performing variable selection. We derive the asymptotic properties of the estimator, and apply the framework to a dataset of 89 countries over the period from 1960 to 2014. Our results support the “optimistic” conclusion of Sala-I-Martin (1997), and also reveal some cross-country patterns not found previously.

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  • Feng, Guohua & Gao, Jiti & Peng, Bin, 2022. "An integrated panel data approach to modelling economic growth," Journal of Econometrics, Elsevier, vol. 228(2), pages 379-397.
  • Handle: RePEc:eee:econom:v:228:y:2022:i:2:p:379-397
    DOI: 10.1016/j.jeconom.2020.09.009
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    2. Julia Varlamova & Ekaterina Kadochnikova, 2023. "Modeling the Spatial Effects of Digital Data Economy on Regional Economic Growth: SAR, SEM and SAC Models," Mathematics, MDPI, vol. 11(16), pages 1-31, August.
    3. Guohua Feng & Jiti Gao & Fei Liu & Bin Peng, 2023. "Estimation and Inference for Three-Dimensional Panel Data Models," Monash Econometrics and Business Statistics Working Papers 20/23, Monash University, Department of Econometrics and Business Statistics.
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    More about this item

    Keywords

    Cross-sectional dependence; Growth regressions; Parameter heterogeneity; Variable selection;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence

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