{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,27]],"date-time":"2026-09-27T14:40:31Z","timestamp":1790520031841,"version":"4.1.0"},"reference-count":66,"publisher":"Public Library of Science (PLoS)","issue":"8","license":[{"start":{"date-parts":[[2026,8,31]],"date-time":"2026-08-31T00:00:00Z","timestamp":1788134400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["www.plosone.org"],"crossmark-restriction":false},"short-container-title":["PLoS One"],"abstract":"<jats:p>This article examines the territorial structure and post-pandemic evolution of labour-related well-being inequalities across Ecuador\u2019s 24 provinces between 2021 and 2024. Using official provincial data from the National Employment, Unemployment and Underemployment Survey (ENEMDU), we constructed an integrated set of eleven indicators capturing employment quantity, job quality, labour income, monetary and multidimensional poverty, and youth labour market exclusion (NEET population aged 15\u201324). Methodologically, the study adopts a geometric multivariate approach that combines annual HJ-biplots with Partial Triadic Analysis (PTA). This approach allows provinces and indicators to be represented jointly, annual labour-well-being structures to be compared, and a compromise configuration to be extracted that summarises the average post-pandemic profile of the Ecuadorian labour market. The results reveal a stable territorial gradient of labour well-being driven primarily by job quality and income rather than by open unemployment rates. Three persistent provincial clusters emerge: an Amazonian core characterised by cumulative disadvantages in multidimensional poverty, underemployment, and low labour income; an Andean-coastal group with higher levels of formal employment, adequate jobs, and earnings; and an intermediate set of provinces with fragile labour profiles marked by underemployment and youth vulnerability. The PTA confirms a high degree of similarity across annual structures and slow-moving adjustment dynamics, with no evidence of territorial convergence during the period analysed. In addition, the youth NEET indicator defines a distinct axis of labour-related vulnerability, closely associated with unemployment and underemployment but only partially aligned with poverty measures. Overall, the findings highlight the importance of incorporating employment quality and territorial perspectives into assessments of social well-being and underscore the need for labour policies with an explicit territorial and generational focus to address persistent labour-well-being disparities in developing economies.<\/jats:p>","DOI":"10.1371\/journal.pone.0343199","type":"journal-article","created":{"date-parts":[[2026,8,31]],"date-time":"2026-08-31T17:27:21Z","timestamp":1788197241000},"page":"e0343199","update-policy":"https:\/\/doi.org\/10.1371\/journal.pone.corrections_policy","source":"Crossref","is-referenced-by-count":1,"title":["Mapping territorial labour-related well-being inequalities in Ecuador: A multivariate geometric approach"],"prefix":"10.1371","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9101-4541","authenticated-orcid":true,"given":"Bill Jonathan","family":"Serrano Orellana","sequence":"first","affiliation":[{"name":"Universidad T\u00e9cnica de Machala","place":["Ecuador"],"department":["Faculty of Business Sciences"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"340","published-online":{"date-parts":[[2026,8,31]]},"reference":[{"issue":"2","key":"pone.0343199.ref001","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1093\/oxrep\/grr011","article-title":"Young people and the Great Recession","volume":"27","author":"DNF Bell","year":"2011","journal-title":"Oxford Review of Economic Policy"},{"key":"pone.0343199.ref002","article-title":"Rising youth unemployment during the crisis. 106","author":"S Scarpetta","year":"2010","journal-title":"Paris: OECD Publishing"},{"key":"pone.0343199.ref003","unstructured":"International Labour Organization. ILO Monitor: COVID-19 and the world of work. 7th ed. Geneva: International Labour Office; 2021."},{"key":"pone.0343199.ref004","unstructured":"International Monetary Fund. World economic outlook, April 2021: Managing divergent recoveries. Washington (DC): International Monetary Fund. 2021."},{"key":"pone.0343199.ref005","unstructured":"Economic Commission for Latin America and the Caribbean, International Labour Organization. Employment situation in Latin America and the Caribbean: Work in times of pandemic: The challenges of the coronavirus disease (COVID-19). Santiago: ECLAC\/ILO. 2020."},{"key":"pone.0343199.ref006","doi-asserted-by":"crossref","first-page":"106737","DOI":"10.1016\/j.worlddev.2024.106737","article-title":"More unequal or not as rich? 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Oxford University Press"},{"key":"pone.0343199.ref014","volume-title":"Sharing the fruits of progress: Poverty reduction in Ecuador","author":"A Ord\u00f3\u00f1ez","year":"2015"},{"key":"pone.0343199.ref015","first-page":"27","article-title":"Medici\u00f3n de la pobreza multidimensional en Ecuador","volume":"2","author":"R Castillo","year":"2016","journal-title":"Rev Estad Metodol"},{"key":"pone.0343199.ref016","unstructured":"International Labour Office. Decent work: Report of the Director-General. 87th Session. Geneva: International Labour Office. 1999."},{"key":"pone.0343199.ref017","volume-title":"Decent work indicators: Guidelines for producers and users of statistical and legal framework indicators: ILO manual","author":"Office International Labour","year":"2013","edition":"2"},{"key":"pone.0343199.ref018","first-page":"105316","article-title":"Informality, labour income, and social protection in Latin America","volume":"139","author":"F Gonz\u00e1lez","year":"2021","journal-title":"World Development"},{"key":"pone.0343199.ref019","volume-title":"Development as freedom","author":"A Sen","year":"1999"},{"key":"pone.0343199.ref020","doi-asserted-by":"crossref","first-page":"476","DOI":"10.1016\/j.jpubeco.2010.11.006","article-title":"Counting and multidimensional poverty measurement","volume":"95","author":"S Alkire","year":"2011","journal-title":"Journal of Public Economics"},{"key":"pone.0343199.ref021","unstructured":"Alkire S, Apablaza M, Jung E. Multidimensional poverty measurement for EU-SILC countries. 2014."},{"issue":"42","key":"pone.0343199.ref022","first-page":"10","article-title":"Pobreza multidimensional: \u00edndice de Alkire y Foster para Ecuador","volume":"41","author":"SB D\u00e1vila","year":"2016","journal-title":"Econom\u00eda"},{"issue":"118","key":"pone.0343199.ref023","doi-asserted-by":"crossref","first-page":"7","DOI":"10.29166\/economa.v73i118.3379","article-title":"An\u00e1lisis de la pobreza multidimensional en los hogares de la agricultura familiar campesina en el Ecuador, 2009- 2019","volume":"73","author":"M Morales","year":"2021","journal-title":"ECONOM\u00cdA"},{"key":"pone.0343199.ref024","volume-title":"NEETs - Young people not in employment, education or training: Characteristics, costs and policy responses in Europe","author":"M Mascherini","year":"2012"},{"issue":"2","key":"pone.0343199.ref025","first-page":"1","article-title":"Young people not in employment, education or training (NEET): A systematic literature review","volume":"15","author":"K Ralston","year":"2016","journal-title":"Soc Policy Soc"},{"key":"pone.0343199.ref026","unstructured":"Organisation for Economic Co-operation and Development. Society at a glance 2016: OECD social indicators. Paris: OECD Publishing. 2016."},{"key":"pone.0343199.ref027","unstructured":"Eurofound. NEETs - Young people not in employment, education or training: Characteristics, costs and policy responses in Europe. Luxembourg: Publications Office of the European Union. 2012."},{"key":"pone.0343199.ref028","article-title":"Out of school and out of work: A diagnostic of ninis in Latin America. 7548","author":"R De Hoyos","year":"2016","journal-title":"Washington (DC): World Bank"},{"issue":"6","key":"pone.0343199.ref029","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pcbi.1006907","article-title":"Ten quick tips for effective dimensionality reduction","volume":"15","author":"LH Nguyen","year":"2019","journal-title":"PLoS Comput Biol"},{"issue":"3","key":"pone.0343199.ref030","doi-asserted-by":"crossref","first-page":"453","DOI":"10.1093\/biomet\/58.3.453","article-title":"The biplot graphic display of matrices with application to principal component analysis","volume":"58","author":"KR GABRIEL","year":"1971","journal-title":"Biometrika"},{"issue":"1","key":"pone.0343199.ref031","first-page":"13","article-title":"Una alternativa de representaci\u00f3n simult\u00e1nea: HJ-Biplot","volume":"10","author":"MP Galindo-Villard\u00f3n","year":"1986","journal-title":"Q\u00fcestii\u00f3"},{"issue":"1","key":"pone.0343199.ref032","first-page":"13","article-title":"Una extensi\u00f3n del biplot: HJ-biplot","volume":"10","author":"MP Galindo","year":"1986","journal-title":"Q\u00fcestii\u00f3"},{"issue":"4","key":"pone.0343199.ref033","doi-asserted-by":"crossref","first-page":"751","DOI":"10.2307\/2529140","article-title":"Le Traitement des Variables Vectorielles","volume":"29","author":"Y Escoufier","year":"1973","journal-title":"Biometrics"},{"issue":"1","key":"pone.0343199.ref034","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1016\/0167-9473(94)90134-1","article-title":"The ACT (STATIS method)","volume":"18","author":"C Lavit","year":"1994","journal-title":"Comput Stat Data Anal"},{"issue":"6","key":"pone.0343199.ref035","first-page":"430","article-title":"STATIS and DISTATIS: Multidimensional multitable analysis","volume":"5","author":"H Abdi","year":"2013","journal-title":"Wiley Interdiscip Rev Comput Stat"},{"key":"pone.0343199.ref036","doi-asserted-by":"crossref","first-page":"15650","DOI":"10.1109\/ACCESS.2025.3528412","article-title":"Crisis Monitoring in Financial Sectors Using CAMEL Partial Triadic Analysis Model","volume":"13","author":"R Guzm\u00e1n-Garz\u00f3n","year":"2025","journal-title":"IEEE Access"},{"key":"pone.0343199.ref037","unstructured":"United Nations. Transforming our world: The 2030 Agenda for Sustainable Development. New York: United Nations. 2015."},{"key":"pone.0343199.ref038","unstructured":"Economic Commission for Latin America and the Caribbean, International Labour Organization. Situaci\u00f3n del empleo en Am\u00e9rica Latina y el Caribe: inclusi\u00f3n laboral juvenil y pol\u00edticas de empleo. Santiago: ECLAC\/ILO. 2024."},{"key":"pone.0343199.ref039","unstructured":"International Labour Organization. World employment and social outlook: Trends 2024. Geneva: International Labour Office. 2024."},{"key":"pone.0343199.ref040","doi-asserted-by":"crossref","DOI":"10.47307\/GMC.2020.128.s2.4","article-title":"The labor market in Latin America at the time of the COVID-19 pandemic: impacts, responses and perspectives","volume":"128","author":"R Maurizio","year":"2020","journal-title":"Gaceta M\u00e9dica de Caracas"},{"key":"pone.0343199.ref041","unstructured":"Organisation for Economic Co-operation and Development, Economic Commission for Latin America and the Caribbean, CAF Development Bank of Latin America, European Union. Latin American economic outlook 2023: Investing in sustainable development. 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Global employment trends for youth 2023: Investing in transforming futures for young people. Geneva: International Labour Office. 2023."},{"key":"pone.0343199.ref053","first-page":"106198","article-title":"Regional income inequality and structural heterogeneity in Latin America","volume":"166","author":"J Garza-Rodr\u00edguez","year":"2023","journal-title":"World Development"},{"issue":"1","key":"pone.0343199.ref054","first-page":"1","article-title":"Territorial inequalities in the Global South: A Latin American perspective","volume":"58","author":"A Rodr\u00edguez-Pose","year":"2024","journal-title":"Reg Stud"},{"key":"pone.0343199.ref055","first-page":"45","article-title":"Multidimensional poverty and territorial inequality in the Colombian Pacific region","volume":"58","author":"J S\u00e1nchez-Torres","year":"2024","journal-title":"Investigaciones Regionales"},{"key":"pone.0343199.ref056","unstructured":"Ministerio de Econom\u00eda y Finanzas. Brechas territoriales y pol\u00edtica fiscal en el Ecuador 2024. Quito: Gobierno del Ecuador. 2024."},{"issue":"12","key":"pone.0343199.ref057","doi-asserted-by":"crossref","first-page":"1913","DOI":"10.3390\/math13121913","article-title":"HJ-BIPLOT: A theoretical and empirical systematic review of its 38 years of history, using text mining and LLMs","volume":"13","author":"R Cascante-Yarlequ\u00e9","year":"2025","journal-title":"Mathematics"},{"issue":"9","key":"pone.0343199.ref058","first-page":"2150","article-title":"Visualizing efficiency in higher education through HJ-Biplot analysis","volume":"11","author":"C P\u00e9rez-Esparrells","year":"2023","journal-title":"Mathematics"},{"issue":"2","key":"pone.0343199.ref059","doi-asserted-by":"crossref","first-page":"124","DOI":"10.1002\/wics.198","article-title":"StatIS and DISTATIS: Optimum multi-table principal component analysis and three-way metric multidimensional scaling","volume":"4","author":"H Abdi","year":"2012","journal-title":"Wiley Interdiscip Rev Comput Stat"},{"issue":"2","key":"pone.0343199.ref060","doi-asserted-by":"crossref","first-page":"517","DOI":"10.1007\/s11205-023-03273-9","article-title":"Multi-way analysis of the gender dimension of the Sustainable Development Goals","volume":"172","author":"EJ Medina-Hern\u00e1ndez","year":"2024","journal-title":"Soc Indic Res"},{"key":"pone.0343199.ref061","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1016\/j.apgeochem.2013.10.002","article-title":"On the potential for the partial triadic analysis to grasp the spatio-temporal variability of groundwater hydrochemistry","volume":"39","author":"L Gourdol","year":"2013","journal-title":"Appl Geochem"},{"key":"pone.0343199.ref062","first-page":"463","article-title":"Les analyses multitableaux en \u00e9cologie factorielle. 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De la typologie d\u2019\u00e9tat \u00e0 la typologie de fonctionnement par l\u2019analyse triadique","volume":"8","author":"J Thioulouse","year":"1987","journal-title":"Acta Oecol"},{"key":"pone.0343199.ref063","first-page":"106177","article-title":"A multidimensional quality of employment index for Latin America","volume":"164","author":"M Apablaza","year":"2023","journal-title":"World Development"},{"issue":"1","key":"pone.0343199.ref064","doi-asserted-by":"crossref","DOI":"10.1080\/02673843.2024.2331576","article-title":"Unravelling the NEET phenomenon: a systematic literature review and meta-analysis of risk factors for youth not in education, employment, or training","volume":"29","author":"H Rahmani","year":"2024","journal-title":"International Journal of Adolescence and Youth"},{"issue":"5","key":"pone.0343199.ref065","first-page":"2764","article-title":"Regional analysis of poverty in Ecuador: sensitivity to the inequality aversion parameter","volume":"19","author":"MA Zambrano-Monserrate","year":"2022","journal-title":"Int J Environ Res Public Health"},{"key":"pone.0343199.ref066","author":"BJ Serrano Orellana","year":"2026"}],"container-title":["PLOS One"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0343199","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,8,31]],"date-time":"2026-08-31T17:27:34Z","timestamp":1788197254000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0343199"}},"subtitle":[],"editor":[{"given":"Valentina Diana","family":"Rusu","sequence":"first","affiliation":[{"name":"Alexandru Ioan Cuza University: Universitatea Alexandru Ioan Cuza","place":["ROMANIA"]}],"role":[{"vocabulary":"crossref","role":"editor"}]}],"short-title":[],"issued":{"date-parts":[[2026,8,31]]},"references-count":66,"journal-issue":{"issue":"8","published-online":{"date-parts":[[2026,8,31]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pone.0343199","relation":{},"ISSN":["1932-6203"],"issn-type":[{"value":"1932-6203","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,8,31]]}}}