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In this study, we investigate if digital work, specifically speech data generation, can facilitate domain-specific knowledge acquisition. For the purposes of this study we focus on finance and banking. We conducted a two-week financial literacy program with low-income individuals (n = 55) in Wagholi, a semi-urban area in Pune, India. Participants read aloud and recorded a nine-lesson financial curriculum, earning \u20b92,000 (\u2248$24) for \u224890 minutes of voice-recording. By conducting pre- and post-tests, we found a significant increase in participants\u2019 financial knowledge with a high effect size (cohen\u2019s d = 1.32) and medium normalized score gain (hake\u2019s g = 0.58). Fourteen follow-up interviews indicated the work was accessible and conveniently integrated into participants\u2019 daily lives. Additionally, the program triggered attitude change among participants and community dialogue about critical financial concepts. Our results suggest that digital work can become an effective method for knowledge acquisition and should be tested at a larger scale.<\/jats:p>","DOI":"10.1145\/3663775","type":"journal-article","created":{"date-parts":[[2024,7,5]],"date-time":"2024-07-05T11:14:25Z","timestamp":1720178065000},"page":"1-35","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Speaking in Terms of Money: Financial Knowledge Acquisition via Speech Data Generation"],"prefix":"10.1145","volume":"2","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5524-2387","authenticated-orcid":false,"given":"Advait","family":"Bhat","sequence":"first","affiliation":[{"name":"Microsoft Research, India, Bengaluru, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-9777-5973","authenticated-orcid":false,"given":"Nidhi","family":"Kulkarni","sequence":"additional","affiliation":[{"name":"Karya, Bengaluru, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-8298-8732","authenticated-orcid":false,"given":"Safiya","family":"Husain","sequence":"additional","affiliation":[{"name":"Karya, Bengaluru, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6882-3762","authenticated-orcid":false,"given":"Aditya","family":"Yadavalli","sequence":"additional","affiliation":[{"name":"Karya, Bengaluru, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6930-1977","authenticated-orcid":false,"given":"Jivat Neet","family":"Kaur","sequence":"additional","affiliation":[{"name":"University of California, Berkeley, Berkeley, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-2088-1936","authenticated-orcid":false,"given":"Anurag","family":"Shukla","sequence":"additional","affiliation":[{"name":"Karya, Bengaluru, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-2896-8176","authenticated-orcid":false,"given":"Monali","family":"Shelar","sequence":"additional","affiliation":[{"name":"Karya, Bengaluru, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-4388-4246","authenticated-orcid":false,"given":"Vivek","family":"Seshadri","sequence":"additional","affiliation":[{"name":"Karya, Bengaluru, India and Microsoft Research, India, Bengaluru, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2024,9,16]]},"reference":[{"unstructured":"2022. 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