PREDICTION OF TRANSITION PROBABILITY FROM UNEMPLOYMENT TO EMPLOYMENT IN ARGENTINA (2003-2019)
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| Format: | Artículo científico |
| Language: | en |
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Universidad Nacional de Misiones
2021
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| _version_ | 1876475360513622016 |
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| author | Agustin Staudt |
| author_facet | Agustin Staudt |
| contents | PREDICTION OF TRANSITION PROBABILITY FROM UNEMPLOYMENT TO EMPLOYMENT IN ARGENTINA (2003-2019) Agustin Staudt Juan Luis Heredia Administración y Contabilidad Gender Employment Inequality Machine Learning Despite their growing participation in the labor market, women who decide to go out and look for a job face greater difficulties in obtaining it. The participation of women in the labor force is considerably lower, even if entering the labor market the possibility of actually finding a job is also less than the chance that men have of doing so (CIPPEC, 2019). Being able to predict the probability of occupational insertion of men and women, and inquire about the factors that influence this probability, is essential in order to understand gender gaps in the labor market, helping to improve the design and implementation of public policies with a gender perspective, with the final goal to achieve equality of opportunities. In this framework, the present work will seek to predict the probability of transition from unemployment to the employment in Argentina from 2003 to 2019, using the Permanent Household Survey, based on traditional prediction techniques and Machine Learning, with the objective to find the most robust model that achieves the highest level of accuracy. 2021 artículo científico 1669-7634 https://www.redalyc.org/articulo.oa?id=357966632002 https://www.redalyc.org/journal/3579/357966632002/ https://www.redalyc.org/journal/3579/357966632002/html/ https://www.redalyc.org/journal/3579/357966632002/357966632002.epub https://www.redalyc.org/journal/3579/357966632002/movil https://doi.org/10.36995/j.visiondefuturo.2021.25.02R.001.en en http://www.redalyc.org/revista.oa?id=3579 Revista Científica "Visión de Futuro" application/pdf Universidad Nacional de Misiones Revista Científica "Visión de Futuro" (Argentina) Num.2 Vol.25 |
| format | Artículo científico |
| id | redalyc_357966632002 |
| institution | Redalyc |
| language | en |
| publishDate | 2021 |
| publisher | Universidad Nacional de Misiones |
| spellingShingle | PREDICTION OF TRANSITION PROBABILITY FROM UNEMPLOYMENT TO EMPLOYMENT IN ARGENTINA (2003-2019) Agustin Staudt Administración y Contabilidad Gender Employment Inequality Machine Learning PREDICTION OF TRANSITION PROBABILITY FROM UNEMPLOYMENT TO EMPLOYMENT IN ARGENTINA (2003-2019) Agustin Staudt Juan Luis Heredia Administración y Contabilidad Gender Employment Inequality Machine Learning Despite their growing participation in the labor market, women who decide to go out and look for a job face greater difficulties in obtaining it. The participation of women in the labor force is considerably lower, even if entering the labor market the possibility of actually finding a job is also less than the chance that men have of doing so (CIPPEC, 2019). Being able to predict the probability of occupational insertion of men and women, and inquire about the factors that influence this probability, is essential in order to understand gender gaps in the labor market, helping to improve the design and implementation of public policies with a gender perspective, with the final goal to achieve equality of opportunities. In this framework, the present work will seek to predict the probability of transition from unemployment to the employment in Argentina from 2003 to 2019, using the Permanent Household Survey, based on traditional prediction techniques and Machine Learning, with the objective to find the most robust model that achieves the highest level of accuracy. 2021 artículo científico 1669-7634 https://www.redalyc.org/articulo.oa?id=357966632002 https://www.redalyc.org/journal/3579/357966632002/ https://www.redalyc.org/journal/3579/357966632002/html/ https://www.redalyc.org/journal/3579/357966632002/357966632002.epub https://www.redalyc.org/journal/3579/357966632002/movil https://doi.org/10.36995/j.visiondefuturo.2021.25.02R.001.en en http://www.redalyc.org/revista.oa?id=3579 Revista Científica "Visión de Futuro" application/pdf Universidad Nacional de Misiones Revista Científica "Visión de Futuro" (Argentina) Num.2 Vol.25 |
| title | PREDICTION OF TRANSITION PROBABILITY FROM UNEMPLOYMENT TO EMPLOYMENT IN ARGENTINA (2003-2019) |
| topic | Administración y Contabilidad Gender Employment Inequality Machine Learning |
| url | https://www.redalyc.org/articulo.oa?id=357966632002 https://www.redalyc.org/journal/3579/357966632002/ https://www.redalyc.org/journal/3579/357966632002/html/ https://www.redalyc.org/journal/3579/357966632002/357966632002.epub https://www.redalyc.org/journal/3579/357966632002/movil https://doi.org/10.36995/j.visiondefuturo.2021.25.02R.001.en |