{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T21:19:08Z","timestamp":1776115148621,"version":"3.50.1"},"reference-count":92,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"2","license":[{"start":{"date-parts":[[2021,2,1]],"date-time":"2021-02-01T00:00:00Z","timestamp":1612137600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2021,2,1]],"date-time":"2021-02-01T00:00:00Z","timestamp":1612137600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2021,2,1]],"date-time":"2021-02-01T00:00:00Z","timestamp":1612137600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Visual. Comput. Graphics"],"published-print":{"date-parts":[[2021,2]]},"DOI":"10.1109\/tvcg.2020.3030340","type":"journal-article","created":{"date-parts":[[2020,10,13]],"date-time":"2020-10-13T19:37:00Z","timestamp":1602617820000},"page":"1860-1870","source":"Crossref","is-referenced-by-count":55,"title":["Passing the Data Baton : A Retrospective Analysis on Data Science Work and Workers"],"prefix":"10.1109","volume":"27","author":[{"given":"Anamaria","family":"Crisan","sequence":"first","affiliation":[]},{"given":"Brittany","family":"Fiore-Gartland","sequence":"additional","affiliation":[]},{"given":"Melanie","family":"Tory","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.213"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1101\/gr.191684.115"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2015.2467091"},{"key":"ref70","first-page":"123","article-title":"Exploiting analysis history to support collaborative data analysis","author":"sarvghad","year":"0","journal-title":"Proceedings of the 41 st Graphics Interface Conference"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pbio.1002195"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/2945.981851"},{"key":"ref74","article-title":"Experiential learning in data science: From the dataset repository to the platform of experiences","author":"serrano","year":"2017","journal-title":"Intelligent Environments"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/2884781.2884783"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2934629"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1155\/2014\/712826"},{"key":"ref78","first-page":"3","article-title":"Data integration: The current status and the way forward","volume":"41","author":"stonebraker","year":"2018","journal-title":"IEEE Data Eng Bull"},{"key":"ref79","first-page":"3221","article-title":"Accelerating t-sne using tree-based algorithms","volume":"15","author":"van der maaten","year":"2014","journal-title":"J Mach Learn Res"},{"key":"ref33","author":"hey","year":"2009","journal-title":"The Fourth Paradigm Data-Intensive Scientific Discovery"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1807184115"},{"key":"ref31","author":"harris","year":"2015","journal-title":"Analyzing the Analyzers An Introspective Survey of Data Scientist and Their Work"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1111\/insr.12028"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/2254556.2254659"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.219"},{"key":"ref35"},{"key":"ref34","article-title":"Visual analytics in deep learning: An interrogative survey for the next frontiers","author":"hohman","year":"2018","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300356"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1126\/science.aab2374"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1089\/big.2016.0050"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1177\/0165551517748149"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2598444"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1038\/d41586-018-07196-1"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/64.539013"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.3233\/DS-170005"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1089\/big.2013.1508"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1177\/0963662514530374"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3173606"},{"key":"ref68"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2864903"},{"key":"ref2","year":"2017","journal-title":"The Team Data Science Process"},{"key":"ref1","first-page":"2020","year":"0","journal-title":"State of data science and machine learning 2019"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btx364"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/VISUAL.2019.8933542"},{"key":"ref21"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.3390\/make1010015"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1080\/10618600.2017.1384734"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/3025453.3025837"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.3389\/fgene.2016.00012"},{"key":"ref50","article-title":"Co-designing checklists to understand organizational challenges and opportunities around fairness in ai","author":"madaio","year":"0","journal-title":"Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/3361118"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2745279"},{"key":"ref91","author":"zhang","year":"2020","journal-title":"How do data science workers collaborate? roles workflows and tools"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3174053"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.9781\/ijimai.2019.06.003"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2013.200"},{"key":"ref57","author":"molnar","year":"2019","journal-title":"Interpretable Machine Learning"},{"key":"ref56","author":"milani","year":"2019","journal-title":"Visualization in the preprocessing phase an interview study with enterprise professionals"},{"key":"ref55"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1155\/2016\/9089321"},{"key":"ref53","first-page":"1483","article-title":"LiveRAC - interactive visual exploration of system management time-series data","author":"mclachlan","year":"2008","journal-title":"In Proc ACM Conf Human Factors in Computing Systems (CHI"},{"key":"ref52","article-title":"Umap: Uniform manifold approximation and projection for dimension reduction","author":"mcinnes","year":"2018","journal-title":"arXiv 1802 03426 [cs stat]"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13678"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1702076114"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2017.2754374"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2011.185"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph16020291"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3076253"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/3015456"},{"key":"ref82","author":"wenger","year":"2008","journal-title":"Communities of Practice Learning Meaning and Identity"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1177\/1473871620904671"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1145\/3359313"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.14034"},{"key":"ref84","author":"wirth","year":"2000","journal-title":"CRISP-DM Towards a Standard Process Model for Data Mining"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2872961"},{"key":"ref83","author":"wickham","year":"2016","journal-title":"ggplot2 Elegant Graphics for Data Analysis"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1111\/j.1751-5823.2001.tb00477.x"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1145\/3359141"},{"key":"ref89","author":"yuan","year":"2020","journal-title":"A survey of visual analytics techniques for machine learning"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1145\/2666652.2666663"},{"key":"ref3","author":"aasheim","year":"2015","journal-title":"Data analytics vs data science A study of similarities and differences in undergraduate programs based on course descriptions 26 14"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2865040"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2870052"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1145\/2601248.2601268"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1093\/bib\/bbx100"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph13101015"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1145\/2818052.2855518"},{"key":"ref49","article-title":"Applying translational principles to data science curriculum development","author":"lyon","year":"2015","journal-title":"iPres"},{"key":"ref87","author":"wongsuphasawat","year":"2019","journal-title":"Goals Goals process and challenges of exploratory data analysis An interview study"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2744878"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2743990"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1162\/coli_a_00032"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2346248"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13400"},{"key":"ref47","article-title":"Paths explored, paths omitted, paths obscured: Decision points and selective reporting in end-to-end data analysis","author":"liu","year":"1910","journal-title":"ArXiv"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1080\/00031305.2019.1668849"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/2501105.2501106"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1145\/3301275.3302307"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2011.279"}],"container-title":["IEEE Transactions on Visualization and Computer Graphics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/2945\/9340023\/09222030.pdf?arnumber=9222030","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,10]],"date-time":"2022-05-10T14:51:39Z","timestamp":1652194299000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9222030\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,2]]},"references-count":92,"journal-issue":{"issue":"2"},"URL":"https:\/\/doi.org\/10.1109\/tvcg.2020.3030340","relation":{},"ISSN":["1077-2626","1941-0506","2160-9306"],"issn-type":[{"value":"1077-2626","type":"print"},{"value":"1941-0506","type":"electronic"},{"value":"2160-9306","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,2]]}}}