Arbeitspapier

Catching Growth Determinants with the Adaptive Lasso

This paper uses the adaptive Lasso estimator to determine the variables important for economic growth. The adaptive Lasso estimator is a computationally very simple procedure that can perform at the same time model selection and consistent parameter estimation. The methodology is applied to three data sets, the data used in Sala-i-Martin et al. (2004), in Fernandez et al. (2001) and a data set for the regions in the European Union. The results for the former two data sets are similar in several respects to those found in the published papers, yet are obtained at a negligible fraction of computational cost. Furthermore, the results for the European regional data highlight the importance of human capital for economic growth.

Language
Englisch

Bibliographic citation
Series: wiiw Working Paper ; No. 55

Classification
Wirtschaft
Multiple or Simultaneous Equation Models: Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
Model Evaluation, Validation, and Selection
Macroeconomic Analyses of Economic Development
Economic Development: Urban, Rural, Regional, and Transportation Analysis; Housing; Infrastructure
Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
Subject
adaptive Lasso
economic convergence
growth regressions
model selection

Event
Geistige Schöpfung
(who)
Schneider, Ulrike
Wagner, Martin
Event
Veröffentlichung
(who)
The Vienna Institute for International Economic Studies (wiiw)
(where)
Vienna
(when)
2009

Handle
Last update
10.03.2025, 11:44 AM CET

Data provider

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Object type

  • Arbeitspapier

Associated

  • Schneider, Ulrike
  • Wagner, Martin
  • The Vienna Institute for International Economic Studies (wiiw)

Time of origin

  • 2009

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