{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T02:33:41Z","timestamp":1760150021005,"version":"build-2065373602"},"reference-count":59,"publisher":"MDPI AG","issue":"10","license":[{"start":{"date-parts":[[2023,10,13]],"date-time":"2023-10-13T00:00:00Z","timestamp":1697155200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100004837","name":"Spanish government postdoctoral grant Ram\u00f3n y Cajal","doi-asserted-by":"publisher","award":["RYC2018-025009-I"],"award-info":[{"award-number":["RYC2018-025009-I"]}],"id":[{"id":"10.13039\/501100004837","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJGI"],"abstract":"<jats:p>The Gender Equality Index allows analyzing and measuring the progress of gender equality in the EU and, therefore, the relation between men and women in different domains, such as Health, Work or Money. Even though the European Institute for Gender Equality has created some visualizations that are useful to look at the data, this website does not manage to make graphs that allow for observing the spatiotemporal variable. This article enhances the understanding of the index with spatiotemporal visualizations, such as cartograms, heatmaps and choropleth maps, and some strategies focusing on analyzing the evolution of the countries over the years in an open-access environment. The results show how the application created may be used as an addition to the EIGE website.<\/jats:p>","DOI":"10.3390\/ijgi12100421","type":"journal-article","created":{"date-parts":[[2023,10,13]],"date-time":"2023-10-13T10:04:39Z","timestamp":1697191479000},"page":"421","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Enhancing the Understanding of the EU Gender Equality Index through Spatiotemporal Visualizations"],"prefix":"10.3390","volume":"12","author":[{"given":"Laya","family":"Targa","sequence":"first","affiliation":[{"name":"Institute of Robotics and Information and Communication Technologies, Universitat de Val\u00e8ncia, 46980 Paterna, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Silvia","family":"Rueda","sequence":"additional","affiliation":[{"name":"Computer Science Department, Universitat de Val\u00e8ncia, 46100 Burjassot, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2754-9592","authenticated-orcid":false,"given":"Jose Vicente","family":"Riera","sequence":"additional","affiliation":[{"name":"Institute of Robotics and Information and Communication Technologies, Universitat de Val\u00e8ncia, 46980 Paterna, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0396-4628","authenticated-orcid":false,"given":"Sergio","family":"Casas","sequence":"additional","affiliation":[{"name":"Institute of Robotics and Information and Communication Technologies, Universitat de Val\u00e8ncia, 46980 Paterna, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4520-2250","authenticated-orcid":false,"given":"Cristina","family":"Portal\u00e9s","sequence":"additional","affiliation":[{"name":"Institute of Robotics and Information and Communication Technologies, Universitat de Val\u00e8ncia, 46980 Paterna, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2023,10,13]]},"reference":[{"key":"ref_1","unstructured":"European Commission (2022). Directorate General for Research and Innovation. European Research Area Policy Agenda: Overview of Actions for the Period 2022\u20132024, Publications Office."},{"key":"ref_2","unstructured":"(2006). Regulation (Ec) No 1922\/2006 of the European Parliament and of the Council of 20 December 2006 on Establishing a European Institute for Gender Equality. Off. J. Eur. Union, 9\u201317."},{"key":"ref_3","unstructured":"Hausmann, R., Tyson, L.D., and Zahidi, S. (2009). The Global Gender Gap Report 2009, World Economic Forum."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1177\/0958928708098521","article-title":"Towards a European Union Gender Equality Index","volume":"19","author":"Plantenga","year":"2009","journal-title":"J. Eur. Soc. Policy"},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Ng, E.S., Stamper, C.L., Klarsfeld, A., and Han, Y.J. (2021). Handbook on Diversity and Inclusion Indices: A Research Compendium, Edward Elgar Publishing.","DOI":"10.4337\/9781788975728"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"962","DOI":"10.1080\/00343404.2020.1836341","article-title":"Proposing a Regional Gender Equality Index (R-GEI) with an Application to Italy","volume":"55","author":"Leporatti","year":"2021","journal-title":"Reg. Stud."},{"key":"ref_7","first-page":"580","article-title":"Measuring Gender Inequality in Great Britain: Proposal for a Subnational Gender Inequality Index","volume":"30","author":"Schmid","year":"2023","journal-title":"Soc. Polit. Int. Stud. Gend. State Soc."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"601","DOI":"10.1111\/1475-6765.12200","article-title":"Bridging the Enduring Gender Gap in Political Interest in Europe: The Relevance of Promoting Gender Equality","volume":"56","author":"Fraile","year":"2017","journal-title":"Eur. J. Polit. Res."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"414","DOI":"10.1177\/0958928715594545","article-title":"Why Call It \u2018Equality\u2019 When It Should Be \u2018Achievement\u2019? A Proposal to Un-Correct the \u2018Corrected Gender Gaps\u2019 in the EU Gender Equality Index","volume":"25","author":"Permanyer","year":"2015","journal-title":"J. Eur. Soc. Policy"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"389","DOI":"10.1007\/s11205-023-03126-5","article-title":"\u201cWhy Call It Equality?\u201d Revisited: An Extended Critique of the EIGE Gender Equality Index","volume":"168","author":"Schmid","year":"2023","journal-title":"Soc. Indic. Res."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"603","DOI":"10.1080\/10242694.2020.1844400","article-title":"Gender-Specific Call of Duty: A Note on the Neglect of Conscription in Gender Equality Indices","volume":"33","author":"Laukkanen","year":"2022","journal-title":"Def. Peace Econ."},{"key":"ref_12","unstructured":"(2023, July 18). Gender Equality Inde. Available online: https:\/\/eige.europa.eu\/gender-equality-index\/2022."},{"key":"ref_13","unstructured":"Portal\u00e9s, C. (2023). Empowering Women in Place, Universitat de Val\u00e8ncia."},{"key":"ref_14","unstructured":"(2023, July 25). European Open Science Cloud (EOSC). Available online: https:\/\/research-and-innovation.ec.europa.eu\/strategy\/strategy-2020-2024\/our-digital-future\/open-science\/european-open-science-cloud-eosc_en."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"497","DOI":"10.1109\/TVCG.2021.3114787","article-title":"Gender in 30 Years of IEEE Visualization","volume":"28","author":"Tovanich","year":"2022","journal-title":"IEEE Trans. Vis. Comput. Graph."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1016\/bs.aesp.2021.04.003","article-title":"Chapter Three\u2014Motivated Perception for Self-Regulation: How Visual Experience Serves and Is Served by Goals","volume":"Volume 64","author":"Gawronski","year":"2021","journal-title":"Advances in Experimental Social Psychology"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"110","DOI":"10.1177\/15291006211051956","article-title":"The Science of Visual Data Communication: What Works","volume":"22","author":"Franconeri","year":"2021","journal-title":"Psychol. Sci. Public Interest"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Kim, S.-H. (2020). Understanding the Role of Visualizations on Decision Making: A Study on Working Memory. Informatics, 7.","DOI":"10.3390\/informatics7040053"},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Bikakis, N. (2018). Big Data Visualization Tools. arXiv.","DOI":"10.1007\/978-3-319-63962-8_109-1"},{"key":"ref_20","unstructured":"Chan, W.W.-Y. (2006). A Survey on Multivariate Data Visualization, Hong Kong University of Science and Technology."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Protopsaltis, A., Sarigiannidis, P., Margounakis, D., and Lytos, A. (2020, January 25). Data Visualization in Internet of Things: Tools, Methodologies, and Challenges. Proceedings of the 15th International Conference on Availability, Reliability and Security, Association for Computing Machinery, New York, NY, USA.","DOI":"10.1145\/3407023.3409228"},{"key":"ref_22","unstructured":"Zinovyev, A. (2010). Data Visualization in Political and Social Sciences. arXiv."},{"key":"ref_23","unstructured":"Andrienko, G., Andrienko, N., Drucker, S., Fekete, J.-D., Fisher, D., Idreos, S., Kraska, T., Li, G., Ma, K.-L., and Mackinlay, J. (April, January 30). Big Data Visualization and Analytics: Future Research Challenges and Emerging Applications; CEUR Workshop Proceedings. Proceedings of the 3rd International Workshop on Big Data Visual Exploration & Analytics (BigVis February 2020), Copenhagen, Denmark."},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Lewandowska-Gwarda, K., and Antczak, E. (2020). Urban Ageing in Europe\u2014Spatiotemporal Analysis of Determinants. ISPRS Int. J. Geo-Inf., 9.","DOI":"10.3390\/ijgi9070413"},{"key":"ref_25","unstructured":"D\u2019Ignazio, C., and Klein, L.F. (2016). Feminist Data Visualization, The MIT Press."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"853","DOI":"10.1007\/s12351-019-00530-z","article-title":"Special Issue: Data Visualization for Decision-Making: An Important Issue","volume":"19","author":"Burnay","year":"2019","journal-title":"Open Res. Int. J."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1109\/MCG.2012.107","article-title":"Toward Visualization in Policy Modeling","volume":"32","author":"Kohlhammer","year":"2012","journal-title":"IEEE Comput. Graph. Appl."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"747","DOI":"10.1016\/j.ins.2016.07.007","article-title":"Towrds Felicitous Decision Making: An Overview on Challenges and Trends of Big Data","volume":"367\u2013368","author":"Wang","year":"2016","journal-title":"Inf. Sci."},{"key":"ref_29","first-page":"125","article-title":"Data Visualization in Support of Executive Decision Making","volume":"12","author":"Moore","year":"2017","journal-title":"Interdiscip. J. Inf. Knowl. Manag."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1080\/17538157.2021.1982949","article-title":"Impact of Data Visualization on Decision-Making and Its Implications for Public Health Practice: A Systematic Literature Review","volume":"47","author":"Park","year":"2022","journal-title":"Inform. Health Soc. Care"},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Dodds, K. (2007). Geopolitics: A Very Short Introduction, Oxford University Press.","DOI":"10.1093\/actrade\/9780199206582.001.0001"},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Ruppert, T., Bannach, A., Bernard, J., L\u00fccke-Tieke, H., Ulmer, A., and Kohlhammer, J. (2016, January 24). Supporting Collaborative Political Decision Making: An Interactive Policy Process Visualization System. Proceedings of the 9th International Symposium on Visual Information Communication and Interaction, Association for Computing Machinery, New York, NY, USA.","DOI":"10.1145\/2968220.2968223"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1109\/MCSE.2020.3019834","article-title":"Data Visualization for the Understanding of COVID-19","volume":"22","author":"Comba","year":"2020","journal-title":"Comput. Sci. Eng."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1111\/test.12319","article-title":"Exploring a Complex Gender Wage Gap Dataset: An Introductory Activity in Identifying Issues and Data Visualization","volume":"45","author":"Lasater","year":"2023","journal-title":"Teach. Stat."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"664737","DOI":"10.3389\/frai.2021.664737","article-title":"Gender Bias in the News: A Scalable Topic Modelling and Visualization Framework","volume":"4","author":"Rao","year":"2021","journal-title":"Front. Artif. Intell."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Mathur, A., Cano, A., Kohl, M., Muthunayake, N.S., Vaidyanathan, P., Wood, M.E., and Ziyad, M. (2018). Visualization of Gender, Race, Citizenship and Academic Performance in Association with Career Outcomes of 15-Year Biomedical Doctoral Alumni at a Public Research University. PLoS ONE, 13.","DOI":"10.1371\/journal.pone.0197473"},{"key":"ref_37","unstructured":"Reinholz, D., and Shah, N. (2021). Equity and equality: How data visualizations mediate teacher sensemaking about racial and gender inequity. Contemp. Issues Technol. Teach. Educ., 21, Available online: https:\/\/citejournal.org\/volume-21\/issue-3-21\/mathematics\/equity-and-equality-how-data-visualizations-mediate-teacher-sensemaking-about-racial-and-gender-inequity."},{"key":"ref_38","unstructured":"Yau, N. (2022, July 18). FlowingData. Available online: https:\/\/flowingdata.com\/."},{"key":"ref_39","unstructured":"Yau, N. (2022, July 18). Gender. Available online: https:\/\/flowingdata.com\/tag\/gender\/."},{"key":"ref_40","unstructured":"Yau, N. (2022, July 18). Decline of Women in Computer Science. Available online: https:\/\/flowingdata.com\/2014\/10\/30\/decline-of-women-in-computer-science\/."},{"key":"ref_41","unstructured":"Yau, N. (2022, July 18). PhD Gender Gaps around the World. Available online: https:\/\/flowingdata.com\/2014\/09\/18\/phd-gender-gaps-around-the-world\/."},{"key":"ref_42","unstructured":"(2022, July 18). How Data Can Accelerate Equality. Available online: https:\/\/blogs.worldbank.org\/opendata\/how-data-can-accelerate-equality."},{"key":"ref_43","unstructured":"Wilke, C.O. (2019). Fundamentals of Data Visualization, O\u2019Reilly Media, Inc."},{"key":"ref_44","unstructured":"Data to Viz (2023, July 28). A Collection of Graphic Pitfalls. Available online: https:\/\/www.data-to-viz.com\/caveats.html."},{"key":"ref_45","unstructured":"(2022, July 22). Gender Equality Index 2017: Methodological Report. Available online: https:\/\/eige.europa.eu\/publications\/gender-equality-index-2017-methodological-report."},{"key":"ref_46","unstructured":"(2023, July 18). Gender Equality Index\u2014Dataset. Available online: https:\/\/eige.europa.eu\/modules\/custom\/eige_gei\/app\/content\/downloads\/gender-equality-index-2013-2015-2017-2019-2020-2021-2022.xlsx."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1080\/09718524.2002.11910044","article-title":"Radar Charts: A Tool to Demonstrate Gendered Share of Resources","volume":"6","author":"Shrestha","year":"2002","journal-title":"Gend. Technol. Dev."},{"key":"ref_48","unstructured":"Nurhaeni, I.D.A., and Sugiarti, R. (2019). Research for Social Justice, Routledge."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1007\/s00704-021-03595-z","article-title":"Climate Risks and Socio-Economic Vulnerability in Tamil Nadu, India","volume":"145","author":"Jeganathan","year":"2021","journal-title":"Theor. Appl. Clim."},{"key":"ref_50","unstructured":"(2023, July 24). A Critique of Radar Charts. Available online: https:\/\/blog.scottlogic.com\/2011\/09\/23\/a-critique-of-radar-charts.html."},{"key":"ref_51","unstructured":"Few, S. (2023, September 15). Keep Radar Graphs Below the Radar\u2014Far Below. Available online: https:\/\/www.perceptualedge.com\/articles\/dmreview\/radar_graphs.pdf."},{"key":"ref_52","unstructured":"Healy, Y. (2022, July 22). The Radar Chart and Its Caveats. Available online: https:\/\/www.data-to-viz.com\/caveat\/www.data-to-viz.com\/caveat\/spider.html."},{"key":"ref_53","unstructured":"Healy, Y. (2023, July 24). The Spaghetti Plot. Available online: https:\/\/www.data-to-viz.com\/caveat\/spaghetti.html."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"435","DOI":"10.1111\/cgf.13200","article-title":"Generating Tile Maps","volume":"36","author":"McNeill","year":"2017","journal-title":"Comput. Graph. Forum"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1007\/s42489-021-00072-5","article-title":"Distortion Effects in Equal Area Unit Maps","volume":"71","author":"Schiewe","year":"2021","journal-title":"KN J. Cartogr. Geogr. Inf."},{"key":"ref_56","unstructured":"(2023, July 24). Gender Equality Index\u2014Extended Visualizations. Available online: https:\/\/server1.uv.es\/GenderEquallyIndex\/."},{"key":"ref_57","unstructured":"(2023, October 04). DINAResearchTeam European-Gender-Equality-Index. Available online: https:\/\/github.com\/DINAResearchTeam\/European-Gender-Equality-Index."},{"key":"ref_58","unstructured":"(2023, July 28). ColorBrewer: Color Advice for Maps. Available online: https:\/\/colorbrewer2.org\/#type=sequential&scheme=BuGn&n=3."},{"key":"ref_59","unstructured":"(2022, July 22). NUTS\u2014GISCO\u2014Eurostat. Available online: https:\/\/ec.europa.eu\/eurostat\/web\/gisco\/geodata\/reference-data\/administrative-units-statistical-units\/nuts."}],"container-title":["ISPRS International Journal of Geo-Information"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2220-9964\/12\/10\/421\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T21:06:30Z","timestamp":1760130390000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2220-9964\/12\/10\/421"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,13]]},"references-count":59,"journal-issue":{"issue":"10","published-online":{"date-parts":[[2023,10]]}},"alternative-id":["ijgi12100421"],"URL":"https:\/\/doi.org\/10.3390\/ijgi12100421","relation":{},"ISSN":["2220-9964"],"issn-type":[{"type":"electronic","value":"2220-9964"}],"subject":[],"published":{"date-parts":[[2023,10,13]]}}}