{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T21:45:59Z","timestamp":1776116759327,"version":"3.50.1"},"reference-count":90,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"1","license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"am","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/501100000038","name":"Natural Sciences and Engineering Research Council of Canada","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100000038","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Visual. Comput. Graphics"],"published-print":{"date-parts":[[2022,1]]},"DOI":"10.1109\/tvcg.2021.3114830","type":"journal-article","created":{"date-parts":[[2021,9,30]],"date-time":"2021-09-30T21:20:26Z","timestamp":1633036826000},"page":"686-696","source":"Crossref","is-referenced-by-count":46,"title":["Untidy Data: The Unreasonable Effectiveness of Tables"],"prefix":"10.1109","volume":"28","author":[{"given":"Lyn","family":"Bartram","sequence":"first","affiliation":[]},{"given":"Michael","family":"Correll","sequence":"additional","affiliation":[]},{"given":"Melanie","family":"Tory","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref73","article-title":"The sensemaking process and leverage points for analyst technology as identified through cognitive task analysis","author":"pirolli","year":"0","journal-title":"Intl Conf Intelligence Analysis"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2346279"},{"key":"ref71","author":"pellegrin","year":"2000","journal-title":"How Can Spatial Arrangement in Tables Improve Readers' Cognitive Processing?"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1057\/palgrave.ivs.9500126"},{"key":"ref76","first-page":"381","article-title":"Potter's wheel: An interactive data cleaning system","volume":"1","author":"raman","year":"0","journal-title":"VLDB"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1145\/191666.191776"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.5539\/ijsp.v4n3p181"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1807184115"},{"key":"ref75","article-title":"Spreadsheet Modeling and Decision Analysis: A Practical Introduction to Business Analytics","author":"ragsdale","year":"2014","journal-title":"Nelson Education"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/s12651-016-0213-1"},{"key":"ref78","author":"rattenbury","year":"2017","journal-title":"Principles of Data Wrangling Practical Techniques for Data Preparation"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1145\/2909132.2933287"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.21105\/joss.01686"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1145\/2818048.2820068"},{"key":"ref31","author":"drummey","year":"2019","journal-title":"Thoughts on Mental Models and data preparation"},{"key":"ref30","article-title":"Creating Lists of Values for Tableau from Text & Excel Sources","author":"drummey","year":"2018","journal-title":"Drawing with Numbers"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2009.36"},{"key":"ref36","author":"groskopf","year":"2021","journal-title":"The Quartz Guide to Bad Data"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1177\/1473871619878085"},{"key":"ref34","author":"few","year":"2004","journal-title":"Show Me the Numbers"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2011.250"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2934593"},{"key":"ref61","article-title":"Making sense of data workers' sense making practices","author":"liu","year":"0","journal-title":"Extended Abstracts of the 2018 CHI Conf Human Factors in Computing Systems"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1145\/2609876.2609888"},{"key":"ref28","article-title":"Study Finds Spreadsheet Risk is Real; Businesses are Aware of the Risk-Yet Despite Relying on this Data to Make Key Business Decisions-the Risk is Ignored","author":"dearing","year":"2019","journal-title":"Business Wire"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.4324\/9780203982327"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhcs.2017.02.006"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1145\/2993901.2993914"},{"key":"ref66","author":"mccallum","year":"2012","journal-title":"Bad Data Handbook"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.7551\/mitpress\/10999.003.0005"},{"key":"ref67","first-page":"1","article-title":"pandas: a foundational python library for data analysis and statistics","volume":"14","author":"mckinney","year":"2011","journal-title":"Python for High Performance and Scientific Computing"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300356"},{"key":"ref69","article-title":"Data Intended for Human Consumption, Not Machine Consumption","author":"murrell","year":"2012","journal-title":"Bad Data Handbook"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2865040"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2014.7042493"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/INFVIS.1997.636761"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3027063.3053359"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-46133-1_44"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/VISUAL.2019.8933542"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3030340"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/2464464.2464472"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1162\/99608f92.55546b4a"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1145\/2254556.2254659"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/MCG.2014.62"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1145\/3392826"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2346248"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/VIS47514.2020.00041"},{"key":"ref57","first-page":"21","article-title":"Context in Spreadsheet Comprehension","author":"kohlhase","year":"0","journal-title":"SEMS ICSE"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1145\/3025453.3025838"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/TYCG.2020.3030360"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13709"},{"key":"ref53","author":"kendrick","year":"2016","journal-title":"How to Use a Content Idea Spreadsheet to Stay Organized"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3030462"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/3025453.3025738"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1006\/ijhc.1994.1047"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1191\/1478088706qp063oa"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1080\/00031305.2017.1375989"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3066911.3066914"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.2307\/2579746"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1037\/h0054246"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1080\/1369118X.2016.1153125"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/VLHCC.2010.33"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1016\/S0377-2217(01)00118-7"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/2858036.2858430"},{"key":"ref84","author":"wadsworth","year":"1996","journal-title":"Piaget's Theory of Cognitive and Affective Development Foundations of Constructivism"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/2509908.2509909"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-17746-0_2"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/38.689659"},{"key":"ref80","author":"sarkar","year":"2019","journal-title":"How do people learn to use spreadsheets? (Work in progress)"},{"key":"ref4","article-title":"Finding their data voice: Practices and challenges of dashboard users","year":"2021","journal-title":"Submission"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1109\/TYCG.2018.2864836"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1007\/s11135-010-9406-9"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1108\/PROG-07-2016-0053"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.3390\/data5020050"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/2598153.2598175"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1287\/educ.1063.0028"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.219"},{"key":"ref7","author":"bertin","year":"2011","journal-title":"Graphics and Graphic Information Processing"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1145\/3411764.3445249"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.18637\/jss.v059.i10"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.2200\/S00227ED1V01Y200911HCI006"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btr312"},{"key":"ref46","article-title":"Zen Master: You Did What to Your Data? A Deep Dive into Imputing and Densifying Data","author":"drummey","year":"0","journal-title":"Tableau Conference"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3173881"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1177\/1473871611415994"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.3389\/fcomp.2020.590232"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3174106"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2015.129"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/2945.942695"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2346292"}],"container-title":["IEEE Transactions on Visualization and Computer Graphics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/2945\/9663056\/09555457.pdf?arnumber=9555457","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,2,28]],"date-time":"2022-02-28T16:56:53Z","timestamp":1646067413000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9555457\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,1]]},"references-count":90,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.1109\/tvcg.2021.3114830","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":[[2022,1]]}}}