{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,19]],"date-time":"2025-12-19T21:52:04Z","timestamp":1766181124611,"version":"build-2065373602"},"reference-count":76,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2018,7,6]],"date-time":"2018-07-06T00:00:00Z","timestamp":1530835200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Future Internet"],"abstract":"<jats:p>While securing personal data from privacy violations, the new General Data Protection Regulation (GDPR) explicitly challenges policymakers to exploit evidence from social data-mining in order to build better policies. Against this backdrop, two issues become relevant: the impact of Big Data on social research, and the potential intersection between social data mining, rulemaking and policy modelling. The work aims at contributing to the reflection on some of the implications of the \u2018knowledge-based\u2019 policy recommended by the GDPR. The paper is thus split into two parts: the first describes the data-driven evolution of social sciences, raising methodological and epistemological issues; the second focuses on the interplay between data-driven social research, rule-making and policy modelling, in the light of the policy model fostered by GDPR. Some theoretical reflections about the role of evidence in rule-making will be considered to introduce a discussion on the intersection between data-driven social research and policy modelling and to sketch hypotheses on its future evolutions.<\/jats:p>","DOI":"10.3390\/fi10070062","type":"journal-article","created":{"date-parts":[[2018,7,6]],"date-time":"2018-07-06T10:55:44Z","timestamp":1530874544000},"page":"62","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["The GDPR beyond Privacy: Data-Driven Challenges for Social Scientists, Legislators and Policy-Makers"],"prefix":"10.3390","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7725-8569","authenticated-orcid":false,"given":"Margherita","family":"Vestoso","sequence":"first","affiliation":[{"name":"\u2018Scienza Nuova\u2019 Research Centre, Suor Orsola Benincasa University, 80135 Naples, Italy"},{"name":"Department of Law, Economics, Management, Quantitative Methods, University of Sannio, 82100 Benevento BN, Italy"}]}],"member":"1968","published-online":{"date-parts":[[2018,7,6]]},"reference":[{"key":"ref_1","unstructured":"General Data Protection Regulation (2016). Regulation of the European Parliament and of the Council of 27 April 2016 on the Protection of Natural Persons with Regard to the Processing of Personal Data and on the Free Movement of Such Data, and Repealing Directive 95\/46\/EC. Off. Eur. Union, 59, 294."},{"key":"ref_2","unstructured":"Ward, J.S., and Barker, A. (arXiv, 2013). Undefined by data: A survey of big data definitions, arXiv."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Kitchin, R., and Dodge, M. (2011). Code\/Space: Software and Everyday Life, MIT Press.","DOI":"10.7551\/mitpress\/9780262042482.001.0001"},{"key":"ref_4","unstructured":"Podesta, J. (The White House Blog, 2014). Findings of the big data and privacy working group review, The White House Blog."},{"key":"ref_5","unstructured":"Sonal, S., and Russon Gilman, H. (Stanford Social Innovation Review, 2015). Making Better Use of Big Data, Stanford Social Innovation Review."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"78","DOI":"10.1145\/2500873","article-title":"Big-data applications in the government sector","volume":"57","author":"Kim","year":"2014","journal-title":"Commun. ACM"},{"key":"ref_7","unstructured":"Habl, C., Renner, A.T., Bobek, J., and Laschkolnig, A. (2018, June 10). Study on Big Data in Public Health, Telemedicine and Healthcare. Available online: https:\/\/www.cabdirect.org\/?target=%2fcabdirect%2fabstract%2f20173162483."},{"key":"ref_8","unstructured":"Bollier, D., and Firestone, C.M. (2010). The Promise and Peril of Big Data, Aspen Institute, Communications and Society Program."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Kitchin, R. (2014). The Data Revolution: Big Data, Open Data, Data Infrastructures and Their Consequences, Sage.","DOI":"10.4135\/9781473909472"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"709","DOI":"10.3332\/ecancer.2017.709","article-title":"The impact of the EU general data protection regulation on scientific research","volume":"11","author":"Chassang","year":"2017","journal-title":"Ecancermedicalscience"},{"key":"ref_11","first-page":"28","article-title":"The rise of big data: How it\u2019s changing the way we think about the world","volume":"92","author":"Cukier","year":"2013","journal-title":"Foreign Aff."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.inffus.2015.08.005","article-title":"Social big data: Recent achievements and new challenges","volume":"28","author":"Jung","year":"2016","journal-title":"Inf. Fusion"},{"key":"ref_13","unstructured":"Hey, T., Tansley, S., and Tolle, K.M. (2009). The Fourth Paradigm: Data-Intensive Scientific Discovery, Microsoft Research."},{"key":"ref_14","unstructured":"Hey, T., Tansley, S., and Tolle, K.M. (2009). eScience: A Transformed Scientific Method. The Fourth Paradigm: Data-Intensive Scientific Discovery, Microsoft research. Available online: http:\/\/research.microsoft.com\/en-us\/um\/people\/gray\/talks\/NRC-CSTB_eScience.ppt."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"721","DOI":"10.1126\/science.1167742","article-title":"Life in the network: The coming age of computational social science","volume":"323","author":"Lazer","year":"2009","journal-title":"Science"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"284","DOI":"10.1002\/wics.1356","article-title":"Agent-based models in sociology","volume":"7","author":"Bianchi","year":"2015","journal-title":"Wiley Interdiscip. Rev. Comput. Stat."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1023\/A:1011070710987","article-title":"The phenomenological habitus and its construction","volume":"30","author":"Crossley","year":"2001","journal-title":"Theory Soc."},{"key":"ref_18","unstructured":"Bourdieu, P. (1984). Distinction: A Social Critique of Taste, Harvard University Press."},{"key":"ref_19","unstructured":"Lebaron, F. (2009). How Bourdieu \u201cquantified\u201d Bourdieu: The geometric modelling of data. Quantifying Theory: Pierre Bourdieu, Springer."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Cioffi-Revilla, C. (2014). Introduction to Computational Social Science, Springer.","DOI":"10.1007\/978-1-4471-5661-1"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1140\/epjst\/e2012-01697-8","article-title":"Manifesto of computational social science","volume":"214","author":"Conte","year":"2012","journal-title":"Eur. Phys. Spec. Top."},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Lettieri, N. (2016). Computational Social Science, the Evolution of Policy Design and Rule Making in Smart Societies. Future Int., 8.","DOI":"10.3390\/fi8020019"},{"key":"ref_23","unstructured":"Anderson, C. (Wired Magazine, 2008). The End of Theory: The Data Deluge Makes the Scientific Method Obsolete, Wired Magazine."},{"key":"ref_24","unstructured":"Murtagh, F. (2014). History of cluster analysis. The Visualization and Verbalization of Data, CRC Press."},{"key":"ref_25","unstructured":"Steadman, I. (Wired Online, 2013). Big data and the death of the theorist, Wired Online."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1177\/0002716215572084","article-title":"Big data, digital media, and computational social science: Possibilities and perils","volume":"659","author":"Shah","year":"2015","journal-title":"Ann. Am. Acad. Political Soc. Sci."},{"key":"ref_27","unstructured":"Jenkins, T. (The Scotsman, 2013). Don\u2019t count on big data for answers, The Scotsman."},{"key":"ref_28","unstructured":"Crawford, K. (Harvard Business Review, 2013). The hidden biases in big data, Harvard Business Review."},{"key":"ref_29","unstructured":"Stuetzer, C.M., Welker, M., and Egger, M. (2018). Computational Social Science in the Age of Big Data. Concepts, Methodologies, Tools, and Applications, Herbert von Halem-Verlag."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Gilbert, G.N. (2010). Computational Social Science, Sage.","DOI":"10.4135\/9781446261088"},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Cecconi, F. (2016). Computational Social and Behavioral Science. New Frontiers in the Study of Social Phenomena, Springer.","DOI":"10.1007\/978-3-319-23938-5"},{"key":"ref_32","unstructured":"Alvarez, R.M. (2016). Computational Social Science, Cambridge University Press."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1007\/s10588-008-9038-y","article-title":"A (computational) social science perspective on societal transitions","volume":"14","author":"Squazzoni","year":"2008","journal-title":"Comput. Math. Organ. Theory"},{"key":"ref_34","first-page":"3","article-title":"Computational social science and its potential impact upon law","volume":"3","author":"Lettieri","year":"2012","journal-title":"Eur. J. Law Technol."},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Squazzoni, F. (2012). Agent-Based Computational Sociology, John Wiley & Sons.","DOI":"10.1002\/9781119954200"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"668","DOI":"10.3389\/fpsyg.2014.00668","article-title":"On agent-based modeling and computational social science","volume":"5","author":"Conte","year":"2014","journal-title":"Front. Psychol."},{"key":"ref_37","unstructured":"Vanderstoep, S.W., and Johnston, D.D. (2008). Research Methods for Everyday Life: Blending Qualitative and Quantitative Approaches, John Wiley & Sons."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Scholz, R.W., and Tietje, O. (2002). Embedded Case Study Methods: Integrating Quantitative and Qualitative Knowledge, Sage.","DOI":"10.4135\/9781412984027"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1016\/j.osnem.2017.01.002","article-title":"Bridging big data and qualitative methods in the social sciences: A case study of Twitter responses to high profile deaths by suicide","volume":"1","author":"Karamshuk","year":"2017","journal-title":"Online Soc. Netw. Media"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"583","DOI":"10.1080\/1369118X.2015.1008543","article-title":"Bigger sociological imaginations: Framing big social data theory and methods","volume":"18","author":"Halavais","year":"2015","journal-title":"Inf. Commun. Soc."},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Ford, H. (2014). Big Data and Small: Collaborations between ethnographers and data scientists. Big Data Soc., 1.","DOI":"10.1177\/2053951714544337"},{"key":"ref_42","first-page":"1","article-title":"Does empirical embeddedness matter? Methodological issues on agent-based models for analytical social science","volume":"8","author":"Boero","year":"2005","journal-title":"J. Artif. Soc. Soc. Simul."},{"key":"ref_43","unstructured":"National Research Council (2012). Using Science as Evidence in Public Policy, National Academies Press."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"399","DOI":"10.1016\/j.giq.2015.07.006","article-title":"A systematic review of open government data initiatives","volume":"32","author":"Attard","year":"2015","journal-title":"Gov. Inf. Q."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"549","DOI":"10.2307\/1240953","article-title":"Social science knowledge and institutional change","volume":"66","author":"Ruttan","year":"1984","journal-title":"Am. J. Agric. Econ."},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Baier, M. (2016). Social and Legal Norms: Towards a Socio-Legal Understanding of Normativity, Routledge.","DOI":"10.4324\/9781315609416"},{"key":"ref_47","unstructured":"Brown, R. (1986). The Nature of Social Laws: Machiavelli to Mill, Cambridge University Press."},{"key":"ref_48","unstructured":"De Montesquieu, C. (1989). Montesquieu: The Spirit of The Laws, Cambridge University Press."},{"key":"ref_49","unstructured":"Duverger, M. (2012). The Study of Politics, Springer Science & Business Media."},{"key":"ref_50","unstructured":"Baum, J.A. (2013). Montesquieu and Social Theory, Elsevier."},{"key":"ref_51","unstructured":"De Tocqueville, A. (1889). Democracy in America, John Wiley & Sons, Inc."},{"key":"ref_52","unstructured":"Bechtler, T.W. (1978). Law in a Social Context: Liber Amicorum Honouring Professor Lon L. Fuller, Kluwer."},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Ziegert, K.A. (2017). On Eugen Ehrlich, fundamental principles of the sociology of law. Classic Writings in Law and Society: Contemporary Comments and Criticisms, Routledge.","DOI":"10.4324\/9781351298643-6"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"763","DOI":"10.2307\/1228563","article-title":"The law and society movement","volume":"38","author":"Friedman","year":"1986","journal-title":"Stanf. Law Rev."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"555","DOI":"10.1146\/annurev.lawsocsci.093008.131617","article-title":"Toward a new legal empiricism: Empirical legal studies and new legal realism","volume":"6","author":"Suchman","year":"2010","journal-title":"Ann. Rev. Law Soc. Sci."},{"key":"ref_56","first-page":"174","article-title":"Why do empirical legal scholarship","volume":"4","author":"Eisenberg","year":"2004","journal-title":"San Diego Law Rev."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"19","DOI":"10.18352\/ulr.315","article-title":"Empirical Legal Research. The Gap between Facts and Values and Legal Academic Training","volume":"11","author":"Leeuw","year":"2015","journal-title":"Utrecht Law Rev."},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Conte, R., Andrighetto, G., and Campenn\u00ec, M. (2013). Minding Norms: Mechanisms and Dynamics of Social Order in Agent Societies, Oxford University Press.","DOI":"10.1093\/acprof:oso\/9780199812677.001.0001"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1002\/cplx.21520","article-title":"A social science-inspired complexity policy: Beyond the mantra of incentivization","volume":"19","author":"Squazzoni","year":"2014","journal-title":"Complexity"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"425","DOI":"10.1007\/s10506-013-9146-y","article-title":"An evolutionary agent-based model of the interplay between punishment and damaging behaviours","volume":"21","author":"Lettieri","year":"2013","journal-title":"Artif. Intell. Law"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1126\/science.aaf8317","article-title":"Social norms as solutions","volume":"354","author":"Nyborg","year":"2016","journal-title":"Science"},{"key":"ref_62","first-page":"5","article-title":"Big data, open government and e-government: Issues, policies and recommendations","volume":"19","author":"Bertot","year":"2014","journal-title":"Inf. Political"},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1186\/2047-2501-2-3","article-title":"Big data analytics in healthcare: Promise and potential","volume":"2","author":"Raghupathi","year":"2014","journal-title":"Health Inf. Sci. Syst."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1080\/10919392.2015.1125187","article-title":"Big data in the policy cycle: Policy decision making in the digital era","volume":"26","author":"Parycek","year":"2016","journal-title":"J. Organ. Comput. Electron. Commer."},{"key":"ref_65","unstructured":"Aiden, E., and Michel, J.B. (2014). Uncharted: Big Data as a Lens on Human Culture, Penguin."},{"key":"ref_66","unstructured":"O\u2019Neil, C. (2017). Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy, Broadway Books."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"1013","DOI":"10.1257\/aer.96.4.1013","article-title":"Taxes, cigarette consumption, and smoking intensity","volume":"96","author":"Adda","year":"2006","journal-title":"Am. Econ. Rev."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"419","DOI":"10.1126\/science.1172133","article-title":"A general framework for analyzing sustainability of social-ecological systems","volume":"325","author":"Ostrom","year":"2009","journal-title":"Science"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"1203","DOI":"10.1126\/science.1248506","article-title":"The parable of Google Flu: Traps in big data analysis","volume":"343","author":"Lazer","year":"2014","journal-title":"Science"},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Sasahara, K., Hirata, Y., Toyoda, M., Kitsuregawa, M., and Aihara, K. (2013). Quantifying collective attention from tweet stream. PLoS ONE, 8.","DOI":"10.1371\/annotation\/25b6b59d-c3d4-4f9a-b14c-d8d6c389bda8"},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"337","DOI":"10.1080\/15230406.2013.799738","article-title":"Mapping social activities and concepts with social media (Twitter) and web search engines (Yahoo and Bing): A case study in 2012 US Presidential Election","volume":"40","author":"Tsou","year":"2013","journal-title":"Cartogr. Geogr. Inf. Sci."},{"key":"ref_72","doi-asserted-by":"crossref","unstructured":"Fosset, P., Banos, A., Beck, E., Chardonnel, S., Lang, C., Marilleau, N., Piombini, A., Leysens, T., Conesa, A., and Andre-Poyaud, I. (2016). Exploring intra-urban accessibility and impacts of pollution policies with an agent-based simulation platform: GaMiroD. Systems, 4.","DOI":"10.3390\/systems4010005"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"044026","DOI":"10.1088\/1748-9326\/6\/4\/044026","article-title":"Assessing economic impacts of China\u2019s water pollution mitigation measures through a dynamic computable general equilibrium analysis","volume":"6","author":"Qin","year":"2011","journal-title":"Environ. Res. Lett."},{"key":"ref_74","doi-asserted-by":"crossref","unstructured":"Darema, F. (2004). Dynamic data driven applications systems: A new paradigm for application simulations and measurements. International Conference on Computational Science, Springer.","DOI":"10.1007\/978-3-540-24688-6_86"},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"579","DOI":"10.1177\/0037549717692866","article-title":"Data modeling versus simulation modeling in the big data era: Case study of a greenhouse control system","volume":"93","author":"Kim","year":"2017","journal-title":"Simulation"},{"key":"ref_76","unstructured":"Levi, M. (2018, June 07). Big Data and Better Government, Edge.org, Available online: https:\/\/www.edge.org\/response-detail\/26625."}],"container-title":["Future Internet"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1999-5903\/10\/7\/62\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T15:11:30Z","timestamp":1760195490000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1999-5903\/10\/7\/62"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7,6]]},"references-count":76,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2018,7]]}},"alternative-id":["fi10070062"],"URL":"https:\/\/doi.org\/10.3390\/fi10070062","relation":{},"ISSN":["1999-5903"],"issn-type":[{"type":"electronic","value":"1999-5903"}],"subject":[],"published":{"date-parts":[[2018,7,6]]}}}