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Parameter estimation of the Solow–Swan fundamental differential equation
BACKGROUND: The Solow–Swan model describes the long-term growth of the capital to labor ratio by the fundamental differential equation of Solow–Swan theory. In conventional approaches, this equation was fitted to data using additional information, such as the rates of population growth, capital depr...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9535275/ https://www.ncbi.nlm.nih.gov/pubmed/36212007 http://dx.doi.org/10.1016/j.heliyon.2022.e10816 |
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author | Brunner, Norbert Mayrpeter, Georg Kühleitner, Manfred |
author_facet | Brunner, Norbert Mayrpeter, Georg Kühleitner, Manfred |
author_sort | Brunner, Norbert |
collection | PubMed |
description | BACKGROUND: The Solow–Swan model describes the long-term growth of the capital to labor ratio by the fundamental differential equation of Solow–Swan theory. In conventional approaches, this equation was fitted to data using additional information, such as the rates of population growth, capital depreciation, or saving. However, this was not the best possible fit. OBJECTIVES: Using the method of least squares, what is the best possible fit of the fundamental equation to the time-series of the capital to labor ratios? Are the best-fit parameters economically sound? METHOD: For the data, we used the Penn-World Table in its 2021 version and compared six countries and three definitions of the capital to labor ratio. For optimization, we used a custom-made variant of the method of simulated annealing. We also compared different optimization methods and calibrations. RESULTS: When comparing different methods of optimization, our custom-made tool provided reliable parameter estimates. In terms of R-squared they improved upon the parameter estimates of the conventional approach. Except for the USA, the best-fit values of the exponent were unplausible, as they suggested a too large elasticity of output. However, using a different calibration resulted in more plausible values of the best-fit exponent also for France and Pakistan, but not for Argentina and Japan. CONCLUSION: Our results have shown a discrepancy between the best-fit parameters obtained from optimization and the parameter values that are deemed plausible in economy. We propose a research program to resolve this issue by investigating if suitable calibrations may generate economically plausible best-fit parameter values. |
format | Online Article Text |
id | pubmed-9535275 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-95352752022-10-07 Parameter estimation of the Solow–Swan fundamental differential equation Brunner, Norbert Mayrpeter, Georg Kühleitner, Manfred Heliyon Research Article BACKGROUND: The Solow–Swan model describes the long-term growth of the capital to labor ratio by the fundamental differential equation of Solow–Swan theory. In conventional approaches, this equation was fitted to data using additional information, such as the rates of population growth, capital depreciation, or saving. However, this was not the best possible fit. OBJECTIVES: Using the method of least squares, what is the best possible fit of the fundamental equation to the time-series of the capital to labor ratios? Are the best-fit parameters economically sound? METHOD: For the data, we used the Penn-World Table in its 2021 version and compared six countries and three definitions of the capital to labor ratio. For optimization, we used a custom-made variant of the method of simulated annealing. We also compared different optimization methods and calibrations. RESULTS: When comparing different methods of optimization, our custom-made tool provided reliable parameter estimates. In terms of R-squared they improved upon the parameter estimates of the conventional approach. Except for the USA, the best-fit values of the exponent were unplausible, as they suggested a too large elasticity of output. However, using a different calibration resulted in more plausible values of the best-fit exponent also for France and Pakistan, but not for Argentina and Japan. CONCLUSION: Our results have shown a discrepancy between the best-fit parameters obtained from optimization and the parameter values that are deemed plausible in economy. We propose a research program to resolve this issue by investigating if suitable calibrations may generate economically plausible best-fit parameter values. Elsevier 2022-09-29 /pmc/articles/PMC9535275/ /pubmed/36212007 http://dx.doi.org/10.1016/j.heliyon.2022.e10816 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Research Article Brunner, Norbert Mayrpeter, Georg Kühleitner, Manfred Parameter estimation of the Solow–Swan fundamental differential equation |
title | Parameter estimation of the Solow–Swan fundamental differential equation |
title_full | Parameter estimation of the Solow–Swan fundamental differential equation |
title_fullStr | Parameter estimation of the Solow–Swan fundamental differential equation |
title_full_unstemmed | Parameter estimation of the Solow–Swan fundamental differential equation |
title_short | Parameter estimation of the Solow–Swan fundamental differential equation |
title_sort | parameter estimation of the solow–swan fundamental differential equation |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9535275/ https://www.ncbi.nlm.nih.gov/pubmed/36212007 http://dx.doi.org/10.1016/j.heliyon.2022.e10816 |
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