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However, analyses of social media data are typically undertaken by focusing on \u2018snapshots\u2019 of issues using query-keyword search strategies. This paper develops an alternative, less issue-based, mode of analysing Twitter data. It provides a framework for working qualitatively with longitudinally-oriented Twitter data (user-timelines), and uses an empirical case to consider the value and the challenges of doing so. Exploring how Twitter users place \u201ceveryday\u201d talk around the socio-political issue of UK welfare provision, we draw on digital ethnography and narrative analysis techniques to analyse 25 user-timelines and identify three distinctions in users\u2019 practices: users\u2019 engagements with welfare as TV entertainment or as a socio-political concern; the degree of sustained engagement with said issues, and; the degree to which users\u2019 tweeting practices around welfare were congruent with or in contrast to their other tweets. With this analytic orientation, we demonstrate how a longitudinal analysis of user-timelines provides rich resources that facilitate a more nuanced understanding of user engagement in everyday socio-political discussions online.<\/jats:p>","DOI":"10.1177\/2053951718766624","type":"journal-article","created":{"date-parts":[[2018,4,3]],"date-time":"2018-04-03T05:21:43Z","timestamp":1522732903000},"update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":6,"title":["Researching with Twitter timeline data: A demonstration via \u201ceveryday\u201d socio-political talk around welfare provision"],"prefix":"10.1177","volume":"5","author":[{"given":"Phillip","family":"Brooker","sequence":"first","affiliation":[{"name":"University of Liverpool, UK"}]},{"given":"Julie","family":"Barnett","sequence":"additional","affiliation":[{"name":"University of Bath, UK"}]},{"given":"John","family":"Vines","sequence":"additional","affiliation":[{"name":"Northumbria University, UK"}]},{"given":"Shaun","family":"Lawson","sequence":"additional","affiliation":[{"name":"Northumbria University, UK"}]},{"given":"Tom","family":"Feltwell","sequence":"additional","affiliation":[{"name":"Northumbria University, UK"}]},{"given":"Kiel","family":"Long","sequence":"additional","affiliation":[{"name":"Northumbria University, UK"}]},{"given":"Gavin","family":"Wood","sequence":"additional","affiliation":[{"name":"Northumbria University, UK"}]}],"member":"179","published-online":{"date-parts":[[2018,4,3]]},"reference":[{"key":"bibr1-2053951718766624","doi-asserted-by":"publisher","DOI":"10.5153\/sro.3439"},{"key":"bibr6-2053951718766624","doi-asserted-by":"publisher","DOI":"10.1177\/0163443712467594"},{"key":"bibr7-2053951718766624","doi-asserted-by":"publisher","DOI":"10.1177\/2053951715597457"},{"key":"bibr8-2053951718766624","unstructured":"British Psychological Society (2013) Ethics guidelines for internet-mediated research. 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