IDEAS home Printed from https://ideas.repec.org/p/osf/socarx/ra5ux.html
   My bibliography  Save this paper

The Labor Force Participation Rate In The Context Of Esg Models At World Level

Author

Listed:
  • Costantiello, Alberto
  • Leogrande, Angelo

Abstract

In this article we analyze the impact of Labor Force Partecipation Rate-LFPR in the context of the Environmental, Social and Governance-ESG model at world level. We use data from the ESG dataset of the World Bank for the period 2011-2020. We use Panel Data with Fixed Effects, Panel Data with Random Effects, Pooled OLS, Dynamic Panel. We find that the level of LFPR is positively associated among others to “Ratio of Female to Male Labor Force Participation Rate” and “Life Expectancy at Birth”, and negatively associated among others, to “Unemployment” and “Agricultural Land”. Furthermore, we have applied a clusterization with the k-Means algorithm optimized with the Silhouette coefficient, and we found the presence of three clusters. Finally, we confront eight different machine learning algorithms to predict the value of LFPR. We find that the best predictor is the Linear Regression. Linear Regression predicts an increase in LFPR equal to 0.42% on average for the analyzed countries.

Suggested Citation

  • Costantiello, Alberto & Leogrande, Angelo, 2023. "The Labor Force Participation Rate In The Context Of Esg Models At World Level," SocArXiv ra5ux, Center for Open Science.
    • Handle: RePEc:osf:socarx:ra5ux
    DOI: 10.31219/osf.io/ra5ux
    as

    Download full text from publisher

    File URL: https://osf.io/download/65b0e05eb1f2b50581b0ea34/
    Download Restriction: no
    File URL: https://libkey.io/10.31219/osf.io/ra5ux?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Souvik Banerjee & Pinka Chatterji & Kajal Lahiri, 2017. "Effects of Psychiatric Disorders on Labor Market Outcomes: A Latent Variable Approach Using Multiple Clinical Indicators," Health Economics, John Wiley & Sons, Ltd., vol. 26(2), pages 184-205, February.
    2. Azizi, SeyedSoroosh, 2018. "The impacts of workers' remittances on human capital and labor supply in developing countries," Economic Modelling, Elsevier, vol. 75(C), pages 377-396.
    3. Costantiello, Alberto & Leogrande, Angelo, 2023. "The Determinants of CO2 Emissions in the Context of ESG Models at World Level," MPRA Paper 117110, University Library of Munich, Germany.
    4. Costantiello, Alberto & Leogrande, Angelo, 2023. "The Regulatory Quality and ESG Model at World Level," MPRA Paper 116663, University Library of Munich, Germany.
    5. Nzinga H. Broussard, 2017. "Immigration and the Labor Market Outcomes of Natives in Developing Countries: A Case Study of South Africa," Economic Development and Cultural Change, University of Chicago Press, vol. 65(3), pages 389-424.
    6. Mary Borrowman & Stephan Klasen, 2020. "Drivers of Gendered Sectoral and Occupational Segregation in Developing Countries," Feminist Economics, Taylor & Francis Journals, vol. 26(2), pages 62-94, April.
    7. Müller, Kai-Uwe & Wrohlich, Katharina & Sengül, Denise, 2016. "Does subsidized care for toddlers increase maternal labor supply? Evidence from a large-scale expansion of early childcare," VfS Annual Conference 2016 (Augsburg): Demographic Change 145654, Verein für Socialpolitik / German Economic Association.
    8. Martínez A., Claudia & Perticará, Marcela, 2017. "Childcare effects on maternal employment: Evidence from Chile," Journal of Development Economics, Elsevier, vol. 126(C), pages 127-137.
    9. Farzana Afridi & Taryn Dinkelman & Kanika Mahajan, 2018. "Why are fewer married women joining the work force in rural India? A decomposition analysis over two decades," Journal of Population Economics, Springer;European Society for Population Economics, vol. 31(3), pages 783-818, July.
    10. Richard J. Cebula & Gigi M. Alexander, 2017. "Female Labor Force Participation and Voter Turnout: Evidence from the American Presidential Elections," Review of Economics and Institutions, Università di Perugia, vol. 8(2).
    11. Tomaz Cajner & Tyler Radler & David Ratner & Ivan Vidangos, 2017. "Racial Gaps in Labor Market Outcomes in the Last Four Decades and over the Business Cycle," Finance and Economics Discussion Series 2017-071, Board of Governors of the Federal Reserve System (U.S.).
    12. Ribes-Giner, G. & Moya-Clemente, I. & Cervelló-Royo, R. & Perello-Marin, M.R., 2018. "Domestic economic and social conditions empowering female entrepreneurship," Journal of Business Research, Elsevier, vol. 89(C), pages 182-189.
    13. Burda Michael C. & Seele Stefanie, 2020. "Reevaluating the German labor market miracle," German Economic Review, De Gruyter, vol. 21(2), pages 139-179, June.
    14. Jeremy Greenwood & Nezih Guner & Karen A. Kopecky, 2022. "Did Substance Abuse during the Pandemic Reduce Labor Force Participation?," Policy Hub, Federal Reserve Bank of Atlanta, vol. 2022(5), May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Leogrande, Angelo & Leogrande, Domenico & Costantiello, Alberto, 2023. "The Impact of Patent Applications in the Context of the ESG Model at World Level," EconStor Preprints 273495, ZBW - Leibniz Information Centre for Economics.
    2. Leogrande, Angelo & Leogrande, Domenico & Costantiello, Alberto, 2023. "The Role of Unemployment in the ESG Model at World Level," MPRA Paper 117845, University Library of Munich, Germany.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Esha Chatterjee & Reeve D. Vanneman, 2022. "Women's Low Employment Rates in India: Cultural and Structural Explanations," Population and Development Review, The Population Council, Inc., vol. 48(2), pages 445-474, June.
    2. Costantiello, Alberto & Leogrande, Angelo, 2023. "The Role Of Gdp Growth In The Esg Approach At World Level," SocArXiv r56hu, Center for Open Science.
    3. Thomas Barnay, 2016. "Health, work and working conditions: a review of the European economic literature," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 17(6), pages 693-709, July.
    4. Julie L. Hotchkiss & Robert E. Moore, 2022. "Some Like it Hot: Assessing Longer-Term Labor Market Benefits from a High-Pressure Economy," International Journal of Central Banking, International Journal of Central Banking, vol. 18(2), pages 193-243, June.
    5. Margaux Suteau, 2020. "Inheritance Rights and Women's Empowerment in the Labor and Marriage Markets," THEMA Working Papers 2020-17, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise.
    6. Ma, Yechi & Chen, Zhiguo & Shinwari, Riazullah & Khan, Zeeshan, 2021. "Financialization, globalization, and Dutch disease: Is Dutch disease exist for resources rich countries?," Resources Policy, Elsevier, vol. 72(C).
    7. Menta, Giorgia & Lepinteur, Anthony & Clark, Andrew E. & Ghislandi, Simone & D'Ambrosio, Conchita, 2023. "Maternal genetic risk for depression and child human capital," Journal of Health Economics, Elsevier, vol. 87(C).
    8. Bustelo, Monserrat & Flabbi, Luca & Piras, Claudia & Tejada, Mauricio, 2019. "Female Labor Force Participation, Labor Market Dynamic and Growth in LAC," IDB Publications (Working Papers) 9420, Inter-American Development Bank.
    9. Piotr Lewandowski & Katarzyna Lipowska & Iga Magda, 2021. "The Gender Dimension of Occupational Exposure to Contagion in Europe," Feminist Economics, Taylor & Francis Journals, vol. 27(1-2), pages 48-65, April.
    10. Buyi Wang & Richard Frank & Sherry Glied, 2023. "Lasting scars: The impact of depression in early adulthood on subsequent labor market outcomes," Health Economics, John Wiley & Sons, Ltd., vol. 32(12), pages 2694-2708, December.
    11. Hossain, Sharif M. & Hosoe, Nobuhiro, 2020. "Welfare and equity impacts of cross-border factor mobility in Bangladesh: A general equilibrium analysis," Economic Modelling, Elsevier, vol. 87(C), pages 172-184.
    12. Angelo Leogrande & Domenico Leogrande & Alberto Costantiello, 2023. "The Role of Unemployment in the ESG Model at World Level," Working Papers hal-04154793, HAL.
    13. Valentina VASILE & Daniel ŞTEFAN & Călin-Adrian COMES & Elena BUNDUCHI & Anamari-Beatrice ŞTEFAN, 2020. "FDI or Remittances for Sustainable External Financial Inflows. Theoretical Delimitations and Practical Evidence using Granger Causality," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(4), pages 131-153, December.
    14. Arian Tahiri & Faruk Ahmeti & Burim Prenaj, 2023. "The Effect of International Migrant Remittances on Employment Patterns: Evidence from Kosovo," Economic Studies journal, Bulgarian Academy of Sciences - Economic Research Institute, issue 1, pages 126-142.
    15. Balhasan Ali & Preeti Dhillon & Sivakami Muthusamy & Udaya Shankar Mishra, 2023. "Understanding Female Labour Force Participation and Domestic Work in India: The Role of Co-residence and Household Composition," Journal of Development Policy and Practice, , vol. 8(2), pages 162-193, July.
    16. Costantiello, Alberto & Leogrande, Angelo, 2023. "The Role of Political Stability in the Context of ESG Models at World Level," MPRA Paper 116887, University Library of Munich, Germany.
    17. Tanu Gupta, 2022. "Women's inheritance rights and time use: Evidence from Hindu Succession Act in India," WIDER Working Paper Series wp-2022-20, World Institute for Development Economic Research (UNU-WIDER).
    18. Asier Baquero, 2022. "Net Promoter Score (NPS) and Customer Satisfaction: Relationship and Efficient Management," Sustainability, MDPI, vol. 14(4), pages 1-19, February.
    19. Christina Boll & Andreas Lagemann, 2018. "Does Culture Trump Money? Employment and Childcare Use of Migrant and Non-Migrant Mothers of Pre-School Children in Germany," SOEPpapers on Multidisciplinary Panel Data Research 1015, DIW Berlin, The German Socio-Economic Panel (SOEP).
    20. Sarkar, Sudipa & Sahoo, Soham & Klasen, Stephan, 2019. "Employment transitions of women in India: A panel analysis," World Development, Elsevier, vol. 115(C), pages 291-309.

    More about this item

    JEL classification:

    • D7 - Microeconomics - - Analysis of Collective Decision-Making
    • D70 - Microeconomics - - Analysis of Collective Decision-Making - - - General
    • D72 - Microeconomics - - Analysis of Collective Decision-Making - - - Political Processes: Rent-seeking, Lobbying, Elections, Legislatures, and Voting Behavior
    • D73 - Microeconomics - - Analysis of Collective Decision-Making - - - Bureaucracy; Administrative Processes in Public Organizations; Corruption
    • D78 - Microeconomics - - Analysis of Collective Decision-Making - - - Positive Analysis of Policy Formulation and Implementation

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:osf:socarx:ra5ux. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: OSF (email available below). General contact details of provider: https://arabixiv.org .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.