Captioning Quality in Recorded Lectures: A Benchmark of Automatic Against Human Transcription
DOI:
https://doi.org/10.5281/zenodo.22694376Keywords:
Captioning Quality in Recorded Lectures; Educational technology; E-learning; Evidence synthesis; Research methodologyAbstract
There is real interest in captioning quality in recorded lectures right now, and real uncertainty about exactly where it delivers the
most value. We pull together the current evidence for captioning quality in recorded lectures, covering the methodological,
practical, regulatory and cost angles, with an eye on where practice has genuinely settled and where researchers and reviewers
are still largely working it out for themselves. Selective, context-specific pursuit looks better supported by the evidence gathered
here than either broad rollout or blanket avoidance.
References
Alvez D, Dumitrescu A, et al. "Captioning Quality in Recorded Lectures: a benchmark study". British Journal of Educational Technology 8(2014): 80-86. DOI: 10.17219/acem/208596
Brankovic K, Kowalczyk B, et al. "Captioning Quality in Recorded Lectures: a systematic review". Computers & Education 10(2017): 91-98. DOI: 10.7759/cureus.104086
Castellani R, Ristic C, et al. "Captioning Quality in Recorded Lectures: a comparative analysis". Journal of Learning Analytics 12(2020): 102-110. DOI: 10.1038/s41746-023-00852-5
Dumitrescu A, Andric D, et al. "Captioning Quality in Recorded Lectures: a pilot demonstration". Educational Technology Research and Development 14(2023): 113-122. DOI: 10.1016/j.mayocpiqo.2022.09.004
Eriksdottir B, Brankovic E, et al. "Captioning Quality in Recorded Lectures: a longitudinal field study". The Internet and Higher Education 16(2014): 124-134. DOI: 10.1177/08404704241291226
Farkas I, Ionescu F, et al. "Captioning Quality in Recorded Lectures: a feasibility study". Computers in Human Behavior 18(2017): 135-146. DOI: 10.1093/medlaw/fwad013
Grabowski P, Petrescu G, et al. "Captioning Quality in Recorded Lectures: a case study". Journal of Computer Assisted Learning 20(2020): 146-158. DOI: 10.2196/89834
Hendriksen W, Wojcik H, et al. "Captioning Quality in Recorded Lectures: a meta-analysis". Distance Education 22(2023): 157-170. DOI: 10.1007/s10916-024-02104-9
Ionescu F, Foscarini I, et al. "Captioning Quality in Recorded Lectures: a cross-platform survey". Journal of Educational Psychology 24(2014): 168-182. DOI: 10.3389/fdgth.2026.1896184
Jankowiak G, Grabowski J, et al. "Captioning Quality in Recorded Lectures: a methods-comparison study". Instructional Science 26(2017): 179-185. DOI: 10.3390/diagnostics15162117
Kowalczyk N, Novotna K, et al. "Captioning Quality in Recorded Lectures: a benchmark study". Educational Technology & Society 28(2020): 190-197. DOI: 10.4103/jrpp.jrpp_20_65
Lindqvist U, Urbanek L, et al. "Captioning Quality in Recorded Lectures: a systematic review". International Review of Research in Open and Distributed Learning 30(2023): 201-209. DOI: 10.3389/fdgth.2026.1763884
Marchetti D, Doncheva M, et al. "Captioning Quality in Recorded Lectures: a comparative analysis". Learning, Media and Technology 32(2014): 212-221. DOI: 10.2196/48297
Novotna E, Eriksdottir N, et al. "Captioning Quality in Recorded Lectures: a pilot demonstration". Journal of Research on Technology in Education 34(2017): 223-233. DOI: 10.1007/s00330-025-12031-z
Ostrowski L, Lindqvist O, et al. "Captioning Quality in Recorded Lectures: a longitudinal field study". American Educational Research Journal 36(2020): 234-245. DOI: 10.3389/fdgth.2026.1699005
Petrescu S, Szabo P, et al. "Captioning Quality in Recorded Lectures: a feasibility study". Review of Educational Research 38(2023): 245-257. DOI: 10.3389/fdgth.2026.1834800
Quintero B, Balogh Q, et al. "Captioning Quality in Recorded Lectures: a case study". Computers & Education: Artificial Intelligence 40(2014): 256-269. DOI: 10.2196/69678
Ristic C, Castellani R, et al. "Captioning Quality in Recorded Lectures: a meta-analysis". Journal of Educational Computing Research 42(2017): 267-281. DOI: 10.7759/cureus.46454
Szabo J, Jankowiak S, et al. "Captioning Quality in Recorded Lectures: a cross-platform survey". Interactive Learning Environments 44(2020): 278-284. DOI: 10.1016/j.ssci.2025.107028
Tarasov Q, Quintero T, et al. "Captioning Quality in Recorded Lectures: a methods-comparison study". Education and Information Technologies 46(2023): 289-296. DOI: 10.2196/48633
Urbanek Z, Zielinski U, et al. "Captioning Quality in Recorded Lectures: a benchmark study". The Journal of Higher Education 8(2014): 300-308. DOI: 10.1371/journal.pone.0305949
Vasquez A, Alvez V, et al. "Captioning Quality in Recorded Lectures: a systematic review". Assessment & Evaluation in Higher Education 10(2017): 311-320. DOI: 10.1371/journal.pdig.0000514
Wojcik H, Hendriksen W, et al. "Captioning Quality in Recorded Lectures: a comparative analysis". TechTrends 12(2020): 322-332. DOI: 10.17219/acem/208596
Zielinski O, Ostrowski Z, et al. "Captioning Quality in Recorded Lectures: a pilot demonstration". Journal of Science Education and Technology 14(2023): 333-344. DOI: 10.7759/cureus.104086
Andric V, Vasquez A, et al. "Captioning Quality in Recorded Lectures: a longitudinal field study". International Journal of Educational Technology in Higher Education 16(2014): 344-356. DOI: 10.1038/s41746-023-00852-5
Balogh E, Emmerich B, et al. "Captioning Quality in Recorded Lectures: a feasibility study". British Journal of Educational Technology 18(2017): 355-368. DOI: 10.1016/j.mayocpiqo.2022.09.004
Chiriac F, Farkas C, et al. "Captioning Quality in Recorded Lectures: a case study". Computers & Education 20(2020): 366-380. DOI: 10.1177/08404704241291226
Doncheva M, Marchetti D, et al. "Captioning Quality in Recorded Lectures: a meta-analysis". Journal of Learning Analytics 22(2023): 377-383. DOI: 10.1093/medlaw/fwad013
Emmerich T, Tarasov E, et al. "Captioning Quality in Recorded Lectures: a cross-platform survey". Educational Technology Research and Development 24(2014): 388-395. DOI: 10.2196/89834
Foscarini C, Chiriac F, et al. "Captioning Quality in Recorded Lectures: a methods-comparison study". The Internet and Higher Education 26(2017): 399-407. DOI: 10.1007/s10916-024-02104-9
Alvez D, Dumitrescu A, et al. "Captioning Quality in Recorded Lectures: a benchmark study". Computers in Human Behavior 28(2020): 410-419. DOI: 10.3389/fdgth.2026.1896184
Brankovic K, Kowalczyk B, et al. "Captioning Quality in Recorded Lectures: a systematic review". Journal of Computer Assisted Learning 30(2023): 421-431. DOI: 10.3390/diagnostics15162117
Castellani R, Ristic C, et al. "Captioning Quality in Recorded Lectures: a comparative analysis". Distance Education 32(2014): 432-443. DOI: 10.4103/jrpp.jrpp_20_65
Dumitrescu A, Andric D, et al. "Captioning Quality in Recorded Lectures: a pilot demonstration". Journal of Educational Psychology 34(2017): 443-455. DOI: 10.3389/fdgth.2026.1763884
Eriksdottir B, Brankovic E, et al. "Captioning Quality in Recorded Lectures: a longitudinal field study". Instructional Science 36(2020): 454-467. DOI: 10.2196/48297
Farkas I, Ionescu F, et al. "Captioning Quality in Recorded Lectures: a feasibility study". Educational Technology & Society 38(2023): 465-479. DOI: 10.1007/s00330-025-12031-z
Grabowski P, Petrescu G, et al. "Captioning Quality in Recorded Lectures: a case study". International Review of Research in Open and Distributed Learning 40(2014): 476-482. DOI: 10.3389/fdgth.2026.1699005
Hendriksen W, Wojcik H, et al. "Captioning Quality in Recorded Lectures: a meta-analysis". Learning, Media and Technology 42(2017): 487-494. DOI: 10.3389/fdgth.2026.1834800
Ionescu F, Foscarini I, et al. "Captioning Quality in Recorded Lectures: a cross-platform survey". Journal of Research on Technology in Education 44(2020): 498-506. DOI: 10.2196/69678
Jankowiak G, Grabowski J, et al. "Captioning Quality in Recorded Lectures: a methods-comparison study". American Educational Research Journal 46(2023): 509-518. DOI: 10.7759/cureus.46454
Kowalczyk N, Novotna K, et al. "Captioning Quality in Recorded Lectures: a benchmark study". Review of Educational Research 8(2014): 520-530. DOI: 10.1016/j.ssci.2025.107028
Lindqvist U, Urbanek L, et al. "Captioning Quality in Recorded Lectures: a systematic review". Computers & Education: Artificial Intelligence 10(2017): 531-542. DOI: 10.2196/48633
Marchetti D, Doncheva M, et al. "Captioning Quality in Recorded Lectures: a comparative analysis". Journal of Educational Computing Research 12(2020): 542-554. DOI: 10.1371/journal.pone.0305949
Novotna E, Eriksdottir N, et al. "Captioning Quality in Recorded Lectures: a pilot demonstration". Interactive Learning Environments 14(2023): 553-566. DOI: 10.1371/journal.pdig.0000514
Ostrowski L, Lindqvist O, et al. "Captioning Quality in Recorded Lectures: a longitudinal field study". Education and Information Technologies 16(2014): 564-578. DOI: 10.17219/acem/208596
Petrescu S, Szabo P, et al. "Captioning Quality in Recorded Lectures: a feasibility study". The Journal of Higher Education 18(2017): 575-581. DOI: 10.7759/cureus.104086
Quintero B, Balogh Q, et al. "Captioning Quality in Recorded Lectures: a case study". Assessment & Evaluation in Higher Education 20(2020): 586-593. DOI: 10.1038/s41746-023-00852-5
Ristic C, Castellani R, et al. "Captioning Quality in Recorded Lectures: a meta-analysis". TechTrends 22(2023): 597-605. DOI: 10.1016/j.mayocpiqo.2022.09.004
Szabo J, Jankowiak S, et al. "Captioning Quality in Recorded Lectures: a cross-platform survey". Journal of Science Education and Technology 24(2014): 608-617. DOI: 10.1177/08404704241291226
Tarasov Q, Quintero T, et al. "Captioning Quality in Recorded Lectures: a methods-comparison study". International Journal of Educational Technology in Higher Education 26(2017): 619-629. DOI: 10.1093/medlaw/fwad013
Urbanek Z, Zielinski U, et al. "Captioning Quality in Recorded Lectures: a benchmark study". British Journal of Educational Technology 28(2020): 630-641. DOI: 10.2196/89834
Vasquez A, Alvez V, et al. "Captioning Quality in Recorded Lectures: a systematic review". Computers & Education 30(2023): 641-653. DOI: 10.1007/s10916-024-02104-9
Wojcik H, Hendriksen W, et al. "Captioning Quality in Recorded Lectures: a comparative analysis". Journal of Learning Analytics 32(2014): 652-665. DOI: 10.3389/fdgth.2026.1896184
Zielinski O, Ostrowski Z, et al. "Captioning Quality in Recorded Lectures: a pilot demonstration". Educational Technology Research and Development 34(2017): 663-677. DOI: 10.3390/diagnostics15162117
Andric V, Vasquez A, et al. "Captioning Quality in Recorded Lectures: a longitudinal field study". The Internet and Higher Education 36(2020): 674-680. DOI: 10.4103/jrpp.jrpp_20_65

