{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,14]],"date-time":"2026-02-14T05:05:58Z","timestamp":1771045558166,"version":"3.50.1"},"reference-count":83,"publisher":"Association for Computing Machinery (ACM)","issue":"4","license":[{"start":{"date-parts":[[2025,9,18]],"date-time":"2025-09-18T00:00:00Z","timestamp":1758153600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/100023581","name":"National Science Foundation Graduate Research Fellowship Program","doi-asserted-by":"crossref","award":["DGE-1650112"],"award-info":[{"award-number":["DGE-1650112"]}],"id":[{"id":"10.13039\/100023581","id-type":"DOI","asserted-by":"crossref"}]},{"name":"NSF","award":["#2121592"],"award-info":[{"award-number":["#2121592"]}]},{"name":"support of the Natural Sciences and Engineering Research Council of Canada"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Comput. Educ."],"published-print":{"date-parts":[[2025,12,31]]},"abstract":"<jats:p>\n            <jats:italic toggle=\"yes\">Motivation<\/jats:italic>\n            : In computing, Impostor Phenomenon (IP) has been viewed as a problem for many years, but little research has been done to show its prevalence. In 2020, IP in computing began to be explored at single institutions [\n            <jats:xref ref-type=\"bibr\">68<\/jats:xref>\n            ]. The results showed that IP is prevalent among undergraduate and graduate students in computing courses and that the rates of IP are higher for women. In 2022, these results were reaffirmed with a replication study including two institutions [\n            <jats:xref ref-type=\"bibr\">82<\/jats:xref>\n            ]. This is concerning due to the negative effects correlated with people who experience IP such as low self-esteem [\n            <jats:xref ref-type=\"bibr\">19<\/jats:xref>\n            ,\n            <jats:xref ref-type=\"bibr\">37<\/jats:xref>\n            ] and anxiety [\n            <jats:xref ref-type=\"bibr\">21<\/jats:xref>\n            ,\n            <jats:xref ref-type=\"bibr\">38<\/jats:xref>\n            ].\n          <\/jats:p>\n          <jats:p>\n            <jats:italic toggle=\"yes\">Objectives<\/jats:italic>\n            : This study aims to replicate these previous findings at a considerably larger scale to determine whether similar results are observed across institutions. To support future work, we conduct an exploratory analysis of student demographics, course factors, and institutional factors to gain insight into factors that may be associated with higher levels of IP among students.\n          <\/jats:p>\n          <jats:p>\n            <jats:italic toggle=\"yes\">Methods<\/jats:italic>\n            : A survey consisting of Clance\u2019s IP scale (CIPS) and questions on students\u2019 demographic and background information was given at 18 institutions. Higher CIPS scores indicate more IP experiences. Differences in CIPS scores were analyzed based on students\u2019 demographics and background information (gender, race\/ethnicity, transfer status, and chosen degree program), course factors (introductory computing courses vs. non-introductory computing courses, upper- vs. lower-division), and institutional factors (size of the institution, public vs. private, teaching- vs. research-centric).\n          <\/jats:p>\n          <jats:p>\n            <jats:italic toggle=\"yes\">Results<\/jats:italic>\n            : Our results are consistent with previous findings that IP is prevalent among students in computing courses and that women have significantly higher CIPS scores of IP than men in computing, and that traditionally marginalized race\/ethnicity status in computing and chosen degree program do not have an observable impact.\n          <\/jats:p>\n          <jats:p>In terms of course factors, we do not see a difference in scores based on whether students are enrolled in a lower- or upper-division course. We see that students enrolled in introductory computing (CS1) courses have statistically significant higher scores than students outside of CS1 courses.<\/jats:p>\n          <jats:p>In terms of institutional factors, students in computing courses at public institutions have statistically significantly higher scores than students at private institutions. Students at medium-sized institutions have statistically significantly higher scores than students at small or large institutions. We do not find any difference based on whether an institution is teaching- or research-centric.<\/jats:p>\n          <jats:p>\n            <jats:italic toggle=\"yes\">Discussion<\/jats:italic>\n            : These results suggest that IP is prevalent in computing courses across the entire curriculum and across different types of institutions. Differences in demographic groups are consistent with prior work in computing, specifically higher rates among women, suggesting IP may be worth further inquiry as a potential factor in the gender participation gap in computing.\n          <\/jats:p>","DOI":"10.1145\/3748665","type":"journal-article","created":{"date-parts":[[2025,7,16]],"date-time":"2025-07-16T13:26:43Z","timestamp":1752672403000},"page":"1-29","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":3,"title":["Multi-Institutional Study on Impostor Phenomenon"],"prefix":"10.1145","volume":"25","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6810-8590","authenticated-orcid":false,"given":"Sophia","family":"Krause-Levy","sequence":"first","affiliation":[{"name":"University of San Diego, San Diego, California, 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Epp","sequence":"additional","affiliation":[{"name":"University of Alberta, Edmonton, Alberta, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-7011-5210","authenticated-orcid":false,"given":"David R.","family":"Gibson","sequence":"additional","affiliation":[{"name":"Valdosta State University, Valdosta, Georgia, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-2567-0145","authenticated-orcid":false,"given":"Yekaterina","family":"Kharitonova","sequence":"additional","affiliation":[{"name":"University of California Santa Barbara, Santa Barbara, California, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4362-3884","authenticated-orcid":false,"given":"Devorah","family":"Kletenik","sequence":"additional","affiliation":[{"name":"Computer and Information Science, Brooklyn College, Brooklyn, New York, 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