Canonical Correlation Analysis and a New Composite Index on Digitalization and Labor Force in the Context of the Industrial Revolution 4.0
The current phenomenon of the economy-accelerated digitalization, known as the “Industry 4.0”, will generate both an increased productivity, connectivity and several transformations on the labor force skills. Our research objectives are to determine the influence that digitalization has had on the w...
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doaj-75e527b37e254c4fb9c48398f11cf9c12020-11-25T03:21:41ZengMDPI AGSustainability2071-10502020-08-01126812681210.3390/su12176812Canonical Correlation Analysis and a New Composite Index on Digitalization and Labor Force in the Context of the Industrial Revolution 4.0Ane-Mari Androniceanu0Irina Georgescu1Manuela Tvaronavičienė2Armenia Androniceanu3Doctoral School of Management, Bucharest University of Economic Studies, 6, Piata Romana, 010374 Bucharest, RomaniaDepartment of Informatics and Economic Cybernetics, Bucharest University of Economics, 6, Piata Romana, 010374 Bucharest, RomaniaDepartment of Business Economics and Management, Vilnius Gediminas Technical University 11, eLT-10223 Vilnius, LithuaniaDepartment of Administration and Public Management, Bucharest University of Economics, 6, Piata Romana, 010374 Bucharest, RomaniaThe current phenomenon of the economy-accelerated digitalization, known as the “Industry 4.0”, will generate both an increased productivity, connectivity and several transformations on the labor force skills. Our research objectives are to determine the influence that digitalization has had on the workforce in several developed countries and to propose a new composite indicator that reflects these dynamics over time. We have used the Canonical Correlation Analysis (CCA) in order to identify and analyze the correlations between two sets of variables, an independent one and a dependent one. Data were collected from the World Bank and World Economic Forum for the years 2018–2019. Based on the results of our research we have determined and made a consistent analysis of the new composite index of digitalization and labor force in 19 countries. The results of our research are relevant and show not only the impact of digitalization on the labor force in different countries, but also the structural changes required by the new economic and social models. Our research can help decision-makers get in advance the necessary measures in the field of labor force in order to ensure a proper integration of these measures into the new economic model based on digitalization.https://www.mdpi.com/2071-1050/12/17/6812canonical correlation analysisdigitalizationlabor forcecomposite index |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ane-Mari Androniceanu Irina Georgescu Manuela Tvaronavičienė Armenia Androniceanu |
spellingShingle |
Ane-Mari Androniceanu Irina Georgescu Manuela Tvaronavičienė Armenia Androniceanu Canonical Correlation Analysis and a New Composite Index on Digitalization and Labor Force in the Context of the Industrial Revolution 4.0 Sustainability canonical correlation analysis digitalization labor force composite index |
author_facet |
Ane-Mari Androniceanu Irina Georgescu Manuela Tvaronavičienė Armenia Androniceanu |
author_sort |
Ane-Mari Androniceanu |
title |
Canonical Correlation Analysis and a New Composite Index on Digitalization and Labor Force in the Context of the Industrial Revolution 4.0 |
title_short |
Canonical Correlation Analysis and a New Composite Index on Digitalization and Labor Force in the Context of the Industrial Revolution 4.0 |
title_full |
Canonical Correlation Analysis and a New Composite Index on Digitalization and Labor Force in the Context of the Industrial Revolution 4.0 |
title_fullStr |
Canonical Correlation Analysis and a New Composite Index on Digitalization and Labor Force in the Context of the Industrial Revolution 4.0 |
title_full_unstemmed |
Canonical Correlation Analysis and a New Composite Index on Digitalization and Labor Force in the Context of the Industrial Revolution 4.0 |
title_sort |
canonical correlation analysis and a new composite index on digitalization and labor force in the context of the industrial revolution 4.0 |
publisher |
MDPI AG |
series |
Sustainability |
issn |
2071-1050 |
publishDate |
2020-08-01 |
description |
The current phenomenon of the economy-accelerated digitalization, known as the “Industry 4.0”, will generate both an increased productivity, connectivity and several transformations on the labor force skills. Our research objectives are to determine the influence that digitalization has had on the workforce in several developed countries and to propose a new composite indicator that reflects these dynamics over time. We have used the Canonical Correlation Analysis (CCA) in order to identify and analyze the correlations between two sets of variables, an independent one and a dependent one. Data were collected from the World Bank and World Economic Forum for the years 2018–2019. Based on the results of our research we have determined and made a consistent analysis of the new composite index of digitalization and labor force in 19 countries. The results of our research are relevant and show not only the impact of digitalization on the labor force in different countries, but also the structural changes required by the new economic and social models. Our research can help decision-makers get in advance the necessary measures in the field of labor force in order to ensure a proper integration of these measures into the new economic model based on digitalization. |
topic |
canonical correlation analysis digitalization labor force composite index |
url |
https://www.mdpi.com/2071-1050/12/17/6812 |
work_keys_str_mv |
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