{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T22:31:02Z","timestamp":1765233062021,"version":"build-2065373602"},"reference-count":42,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2021,2,26]],"date-time":"2021-02-26T00:00:00Z","timestamp":1614297600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001711","name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","doi-asserted-by":"publisher","award":["100016-143615"],"award-info":[{"award-number":["100016-143615"]}],"id":[{"id":"10.13039\/501100001711","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Future Internet"],"abstract":"<jats:p>Recent developments in the fields of computer science, such as advances in the areas of big data, knowledge extraction, and deep learning, have triggered the application of data-driven research methods to disciplines such as the social sciences and humanities. This article presents a collaborative, interdisciplinary process for adapting data-driven research to research questions within other disciplines, which considers the methodological background required to obtain a significant impact on the target discipline and guides the systematic collection and formalization of domain knowledge, as well as the selection of appropriate data sources and methods for analyzing, visualizing, and interpreting the results. Finally, we present a case study that applies the described process to the domain of communication science by creating approaches that aid domain experts in locating, tracking, analyzing, and, finally, better understanding the dynamics of media criticism. The study clearly demonstrates the potential of the presented method, but also shows that data-driven research approaches require a tighter integration with the methodological framework of the target discipline to really provide a significant impact on the target discipline.<\/jats:p>","DOI":"10.3390\/fi13030059","type":"journal-article","created":{"date-parts":[[2021,2,26]],"date-time":"2021-02-26T06:47:20Z","timestamp":1614322040000},"page":"59","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Adapting Data-Driven Research to the Fields of Social Sciences and the Humanities"],"prefix":"10.3390","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6399-045X","authenticated-orcid":false,"given":"Albert","family":"Weichselbraun","sequence":"first","affiliation":[{"name":"Institute for Information Research, University of Applied Sciences of the Grisons, 7000 Chur, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9770-3279","authenticated-orcid":false,"given":"Philipp","family":"Kuntschik","sequence":"additional","affiliation":[{"name":"Institute for Information Research, University of Applied Sciences of the Grisons, 7000 Chur, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vincenzo","family":"Francolino","sequence":"additional","affiliation":[{"name":"Institute for Information Research, University of Applied Sciences of the Grisons, 7000 Chur, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0452-1589","authenticated-orcid":false,"given":"Mirco","family":"Saner","sequence":"additional","affiliation":[{"name":"IAM Institute of Applied Media Studies, Zurich University of Applied Sciences, 8400 Winterthur, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4487-168X","authenticated-orcid":false,"given":"Urs","family":"Dahinden","sequence":"additional","affiliation":[{"name":"Institute for Information Research, University of Applied Sciences of the Grisons, 7000 Chur, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vinzenz","family":"Wyss","sequence":"additional","affiliation":[{"name":"IAM Institute of Applied Media Studies, Zurich University of Applied Sciences, 8400 Winterthur, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2021,2,26]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1145\/3383444","article-title":"Why computing belongs within the social sciences","volume":"63","author":"Connolly","year":"2020","journal-title":"Commun. 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