{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T21:11:16Z","timestamp":1776114676035,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":33,"publisher":"ACM","license":[{"start":{"date-parts":[[2025,2,12]],"date-time":"2025-02-12T00:00:00Z","timestamp":1739318400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,2,12]]},"DOI":"10.1145\/3641554.3701933","type":"proceedings-article","created":{"date-parts":[[2025,2,20]],"date-time":"2025-02-20T09:19:36Z","timestamp":1740043176000},"page":"729-735","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["\"I'm not sure, but...\": Expert Practices that Enable Effective Code Comprehension in Data Science"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0001-0520-8877","authenticated-orcid":false,"given":"Christopher","family":"Lum","sequence":"first","affiliation":[{"name":"University of California San Diego, La Jolla, CA, USA"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-2030-8208","authenticated-orcid":false,"given":"Guoxuan","family":"Xu","sequence":"additional","affiliation":[{"name":"University of California San Diego, La Jolla, CA, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3160-0151","authenticated-orcid":false,"given":"Sam","family":"Lau","sequence":"additional","affiliation":[{"name":"University of California San Diego, La Jolla, CA, USA"}]}],"member":"320","published-online":{"date-parts":[[2025,2,18]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"[n. d.]. NDBC - Observations - Radial Search - ndbc.noaa.gov. https:\/\/www.ndbc.noaa.gov\/radial_search.php?lat1=32.868N&lon1=117.267W&uom=E&dist=250. (Accessed 20-05--2024)."},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/3328778.3366800"},{"key":"e_1_3_2_1_3_1","article-title":"Interleaving computational and inferential thinking: Data science for undergraduates at","volume":"3","author":"Adhikari Ani","year":"2021","unstructured":"Ani Adhikari, John DeNero, and Michael I Jordan. 2021. Interleaving computational and inferential thinking: Data science for undergraduates at. Harvard Data Science Review 3, 2 (2021).","journal-title":"Harvard Data Science Review"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/3328778.3366862"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/359080.359083"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1080\/00031305.2015.1081105"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/VLHCC.2017.8103446"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/3502718.3524740"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/3076253"},{"key":"e_1_3_2_1_10_1","volume-title":"Basics of qualitative research","author":"Corbin Juliet","unstructured":"Juliet Corbin and Anselm Strauss. 2015. Basics of qualitative research. Vol. 14. sage."},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/3105726.3106190"},{"key":"e_1_3_2_1_12_1","volume-title":"Data scientist. Harvard business review 90, 5","author":"Davenport Thomas H","year":"2012","unstructured":"Thomas H Davenport and DJ Patil. 2012. Data scientist. Harvard business review 90, 5 (2012), 70--76."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-statistics-060116-053930"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3545945.3569748"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3545945.3569741"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300500"},{"key":"e_1_3_2_1_17_1","volume-title":"Metacognition: A Tool for Overcoming Discrimination. Peer Review 21","author":"Horrell Scott","year":"2019","unstructured":"Scott Horrell, Jana Marcette, and Sudarsan Kant. 2019. Metacognition: A Tool for Overcoming Discrimination. Peer Review 21 (2019)."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/3344429.3372501"},{"key":"e_1_3_2_1_19_1","unstructured":"Thomas Kluyver Benjamin Ragan-Kelley Fernando P\u00e9rez Brian Granger Matthias Bussonnier Jonathan Frederic Kyle Kelley Jessica Hamrick Jason Grout Sylvain Corlay et al. 2016. Jupyter Notebooks--a publishing format for reproducible computational workflows. In Positioning and power in academic publishing: Players agents and agendas. IOS press 87--90."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"crossref","unstructured":"Sam Lau and Philip Guo. 2023. From ''Ban it till we understand it'' to ''Resistance is futile'': How university programming instructors plan to adapt as more students use AI code generation and explanation tools such as ChatGPT and GitHub Copilot. In Proceedings of the 2023 ACM Conference on International Computing Education Research-Volume 1. 106--121.","DOI":"10.1145\/3568813.3600138"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/3478431.3499384"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/1041624.1041673"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/3304221.3319775"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/3105726.3106178"},{"key":"e_1_3_2_1_25_1","volume-title":"Social Sciences, Board on Science Education, Division on Engineering, Physical Sciences, Committee on Applied, Theoretical Statistics, Board on Mathematical Sciences, Analytics, et al.","author":"National Academies of Sciences","year":"2018","unstructured":"National Academies of Sciences, Division of Behavioral, Social Sciences, Board on Science Education, Division on Engineering, Physical Sciences, Committee on Applied, Theoretical Statistics, Board on Mathematical Sciences, Analytics, et al. 2018. Data science for undergraduates: Opportunities and options. National Academies Press."},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/3649405.3659534"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/3287324.3287374"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3173606"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/3568813.3600142"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1007\/978--1--4757--1968-0_18"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/3626252.3630884"},{"key":"e_1_3_2_1_32_1","unstructured":"Khanh Lam LH Tao. 2021. Metacognition and First-Year College Success: Understanding the Experiences of the Underrepresented in STEM. Ph.D. Dissertation. Northeastern University."},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1016\/s0020--7373(85)80041--9"}],"event":{"name":"SIGCSE TS 2025: The 56th ACM Technical Symposium on Computer Science Education","location":"Pittsburgh PA USA","acronym":"SIGCSE TS 2025","sponsor":["SIGCSE ACM Special Interest Group on Computer Science Education"]},"container-title":["Proceedings of the 56th ACM Technical Symposium on Computer Science Education V. 1"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3641554.3701933","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3641554.3701933","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,21]],"date-time":"2025-08-21T06:31:58Z","timestamp":1755757918000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3641554.3701933"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,2,12]]},"references-count":33,"alternative-id":["10.1145\/3641554.3701933","10.1145\/3641554"],"URL":"https:\/\/doi.org\/10.1145\/3641554.3701933","relation":{},"subject":[],"published":{"date-parts":[[2025,2,12]]},"assertion":[{"value":"2025-02-18","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}