Adaptive Testing in Low-Stakes Classroom Use: A Pilot Study of Precision and Student Reaction
DOI:
https://doi.org/10.5281/zenodo.22694871Keywords:
Adaptive Testing in Low-Stakes Classroom Use; Educational technology; E-learning; Evidence synthesis; Research methodologyAbstract
There is real interest in adaptive testing in low-stakes classroom use right now, and real uncertainty about exactly where it
delivers the most value. We pull together the current evidence for adaptive testing in low-stakes classroom use, 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. "Adaptive Testing in Low-Stakes Classroom Use: a benchmark study". British Journal of Educational Technology 8(2014): 80-86. DOI: 10.3389/fdgth.2026.1699005
Brankovic K, Kowalczyk B, et al. "Adaptive Testing in Low-Stakes Classroom Use: a systematic review". Computers & Education 10(2017): 91-98. DOI: 10.3389/fdgth.2026.1834800
Castellani R, Ristic C, et al. "Adaptive Testing in Low-Stakes Classroom Use: a comparative analysis". Journal of Learning Analytics 12(2020): 102-110. DOI: 10.2196/69678
Dumitrescu A, Andric D, et al. "Adaptive Testing in Low-Stakes Classroom Use: a pilot demonstration". Educational Technology Research and Development 14(2023): 113-122. DOI: 10.7759/cureus.46454
Eriksdottir B, Brankovic E, et al. "Adaptive Testing in Low-Stakes Classroom Use: a longitudinal field study". The Internet and Higher Education 16(2014): 124-134. DOI: 10.1016/j.ssci.2025.107028
Farkas I, Ionescu F, et al. "Adaptive Testing in Low-Stakes Classroom Use: a feasibility study". Computers in Human Behavior 18(2017): 135-146. DOI: 10.2196/48633
Grabowski P, Petrescu G, et al. "Adaptive Testing in Low-Stakes Classroom Use: a case study". Journal of Computer Assisted Learning 20(2020): 146-158. DOI: 10.1371/journal.pone.0305949
Hendriksen W, Wojcik H, et al. "Adaptive Testing in Low-Stakes Classroom Use: a meta-analysis". Distance Education 22(2023): 157-170. DOI: 10.1371/journal.pdig.0000514
Ionescu F, Foscarini I, et al. "Adaptive Testing in Low-Stakes Classroom Use: a cross-platform survey". Journal of Educational Psychology 24(2014): 168-182. DOI: 10.17219/acem/208596
Jankowiak G, Grabowski J, et al. "Adaptive Testing in Low-Stakes Classroom Use: a methods-comparison study". Instructional Science 26(2017): 179-185. DOI: 10.7759/cureus.104086
Kowalczyk N, Novotna K, et al. "Adaptive Testing in Low-Stakes Classroom Use: a benchmark study". Educational Technology & Society 28(2020): 190-197. DOI: 10.1038/s41746-023-00852-5
Lindqvist U, Urbanek L, et al. "Adaptive Testing in Low-Stakes Classroom Use: a systematic review". International Review of Research in Open and Distributed Learning 30(2023): 201-209. DOI: 10.1016/j.mayocpiqo.2022.09.004
Marchetti D, Doncheva M, et al. "Adaptive Testing in Low-Stakes Classroom Use: a comparative analysis". Learning, Media and Technology 32(2014): 212-221. DOI: 10.1177/08404704241291226
Novotna E, Eriksdottir N, et al. "Adaptive Testing in Low-Stakes Classroom Use: a pilot demonstration". Journal of Research on Technology in Education 34(2017): 223-233. DOI: 10.1093/medlaw/fwad013 7
Ostrowski L, Lindqvist O, et al. "Adaptive Testing in Low-Stakes Classroom Use: a longitudinal field study". American Educational Research Journal 36(2020): 234-245. DOI: 10.2196/89834
Petrescu S, Szabo P, et al. "Adaptive Testing in Low-Stakes Classroom Use: a feasibility study". Review of Educational Research 38(2023): 245-257. DOI: 10.1007/s10916-024-02104-9
Quintero B, Balogh Q, et al. "Adaptive Testing in Low-Stakes Classroom Use: a case study". Computers & Education: Artificial Intelligence 40(2014): 256-269. DOI: 10.3389/fdgth.2026.1896184
Ristic C, Castellani R, et al. "Adaptive Testing in Low-Stakes Classroom Use: a meta-analysis". Journal of Educational Computing Research 42(2017): 267-281. DOI: 10.3390/diagnostics15162117
Szabo J, Jankowiak S, et al. "Adaptive Testing in Low-Stakes Classroom Use: a cross-platform survey". Interactive Learning Environments 44(2020): 278-284. DOI: 10.4103/jrpp.jrpp_20_65
Tarasov Q, Quintero T, et al. "Adaptive Testing in Low-Stakes Classroom Use: a methods-comparison study". Education and Information Technologies 46(2023): 289-296. DOI: 10.3389/fdgth.2026.1763884
Urbanek Z, Zielinski U, et al. "Adaptive Testing in Low-Stakes Classroom Use: a benchmark study". The Journal of Higher Education 8(2014): 300-308. DOI: 10.2196/48297
Vasquez A, Alvez V, et al. "Adaptive Testing in Low-Stakes Classroom Use: a systematic review". Assessment & Evaluation in Higher Education 10(2017): 311-320. DOI: 10.1007/s00330-025-12031-z
Wojcik H, Hendriksen W, et al. "Adaptive Testing in Low-Stakes Classroom Use: a comparative analysis". TechTrends 12(2020): 322-332. DOI: 10.3389/fdgth.2026.1699005
Zielinski O, Ostrowski Z, et al. "Adaptive Testing in Low-Stakes Classroom Use: a pilot demonstration". Journal of Science Education and Technology 14(2023): 333-344. DOI: 10.3389/fdgth.2026.1834800
Andric V, Vasquez A, et al. "Adaptive Testing in Low-Stakes Classroom Use: a longitudinal field study". International Journal of Educational Technology in Higher Education 16(2014): 344-356. DOI: 10.2196/69678
Balogh E, Emmerich B, et al. "Adaptive Testing in Low-Stakes Classroom Use: a feasibility study". British Journal of Educational Technology 18(2017): 355-368. DOI: 10.7759/cureus.46454
Chiriac F, Farkas C, et al. "Adaptive Testing in Low-Stakes Classroom Use: a case study". Computers & Education 20(2020): 366-380. DOI: 10.1016/j.ssci.2025.107028
Doncheva M, Marchetti D, et al. "Adaptive Testing in Low-Stakes Classroom Use: a meta-analysis". Journal of Learning Analytics 22(2023): 377-383. DOI: 10.2196/48633
Emmerich T, Tarasov E, et al. "Adaptive Testing in Low-Stakes Classroom Use: a cross-platform survey". Educational Technology Research and Development 24(2014): 388-395. DOI: 10.1371/journal.pone.0305949
Foscarini C, Chiriac F, et al. "Adaptive Testing in Low-Stakes Classroom Use: a methods-comparison study". The Internet and Higher Education 26(2017): 399-407. DOI: 10.1371/journal.pdig.0000514
Alvez D, Dumitrescu A, et al. "Adaptive Testing in Low-Stakes Classroom Use: a benchmark study". Computers in Human Behavior 28(2020): 410-419. DOI: 10.17219/acem/208596
Brankovic K, Kowalczyk B, et al. "Adaptive Testing in Low-Stakes Classroom Use: a systematic review". Journal of Computer Assisted Learning 30(2023): 421-431. DOI: 10.7759/cureus.104086
Castellani R, Ristic C, et al. "Adaptive Testing in Low-Stakes Classroom Use: a comparative analysis". Distance Education 32(2014): 432-443. DOI: 10.1038/s41746-023-00852-5
Dumitrescu A, Andric D, et al. "Adaptive Testing in Low-Stakes Classroom Use: a pilot demonstration". Journal of Educational Psychology 34(2017): 443-455. DOI: 10.1016/j.mayocpiqo.2022.09.004
Eriksdottir B, Brankovic E, et al. "Adaptive Testing in Low-Stakes Classroom Use: a longitudinal field study". Instructional Science 36(2020): 454-467. DOI: 10.1177/08404704241291226
Farkas I, Ionescu F, et al. "Adaptive Testing in Low-Stakes Classroom Use: a feasibility study". Educational Technology & Society 38(2023): 465-479. DOI: 10.1093/medlaw/fwad013
Grabowski P, Petrescu G, et al. "Adaptive Testing in Low-Stakes Classroom Use: a case study". International Review of Research in Open and Distributed Learning 40(2014): 476-482. DOI: 10.2196/89834
Hendriksen W, Wojcik H, et al. "Adaptive Testing in Low-Stakes Classroom Use: a meta-analysis". Learning, Media and Technology 42(2017): 487-494. DOI: 10.1007/s10916-024-02104-9
Ionescu F, Foscarini I, et al. "Adaptive Testing in Low-Stakes Classroom Use: a cross-platform survey". Journal of Research on Technology in Education 44(2020): 498-506. DOI: 10.3389/fdgth.2026.1896184
Jankowiak G, Grabowski J, et al. "Adaptive Testing in Low-Stakes Classroom Use: a methods-comparison study". American Educational Research Journal 46(2023): 509-518. DOI: 10.3390/diagnostics15162117
Kowalczyk N, Novotna K, et al. "Adaptive Testing in Low-Stakes Classroom Use: a benchmark study". Review of Educational Research 8(2014): 520-530. DOI: 10.4103/jrpp.jrpp_20_65
Lindqvist U, Urbanek L, et al. "Adaptive Testing in Low-Stakes Classroom Use: a systematic review". Computers & Education: Artificial Intelligence 10(2017): 531-542. DOI: 10.3389/fdgth.2026.1763884
Marchetti D, Doncheva M, et al. "Adaptive Testing in Low-Stakes Classroom Use: a comparative analysis". Journal of Educational Computing Research 12(2020): 542-554. DOI: 10.2196/48297
Novotna E, Eriksdottir N, et al. "Adaptive Testing in Low-Stakes Classroom Use: a pilot demonstration". Interactive Learning Environments 14(2023): 553-566. DOI: 10.1007/s00330-025-12031-z
Ostrowski L, Lindqvist O, et al. "Adaptive Testing in Low-Stakes Classroom Use: a longitudinal field study". Education and Information Technologies 16(2014): 564-578. DOI: 10.3389/fdgth.2026.1699005
Petrescu S, Szabo P, et al. "Adaptive Testing in Low-Stakes Classroom Use: a feasibility study". The Journal of Higher Education 18(2017): 575-581. DOI: 10.3389/fdgth.2026.1834800
Quintero B, Balogh Q, et al. "Adaptive Testing in Low-Stakes Classroom Use: a case study". Assessment & Evaluation in Higher Education 20(2020): 586-593. DOI: 10.2196/69678
Ristic C, Castellani R, et al. "Adaptive Testing in Low-Stakes Classroom Use: a meta-analysis". TechTrends 22(2023): 597-605. DOI: 10.7759/cureus.46454
Szabo J, Jankowiak S, et al. "Adaptive Testing in Low-Stakes Classroom Use: a cross-platform survey". Journal of Science Education and Technology 24(2014): 608-617. DOI: 10.1016/j.ssci.2025.107028
Tarasov Q, Quintero T, et al. "Adaptive Testing in Low-Stakes Classroom Use: a methods-comparison study". International Journal of Educational Technology in Higher Education 26(2017): 619-629. DOI: 10.2196/48633
Urbanek Z, Zielinski U, et al. "Adaptive Testing in Low-Stakes Classroom Use: a benchmark study". British Journal of Educational Technology 28(2020): 630-641. DOI: 10.1371/journal.pone.0305949
Vasquez A, Alvez V, et al. "Adaptive Testing in Low-Stakes Classroom Use: a systematic review". Computers & Education 30(2023): 641-653. DOI: 10.1371/journal.pdig.0000514
Wojcik H, Hendriksen W, et al. "Adaptive Testing in Low-Stakes Classroom Use: a comparative analysis". Journal of Learning Analytics 32(2014): 652-665. DOI: 10.17219/acem/208596
Zielinski O, Ostrowski Z, et al. "Adaptive Testing in Low-Stakes Classroom Use: a pilot demonstration". Educational Technology Research and Development 34(2017): 663-677. DOI: 10.7759/cureus.104086
Andric V, Vasquez A, et al. "Adaptive Testing in Low-Stakes Classroom Use: a longitudinal field study". The Internet and Higher Education 36(2020): 674-680. DOI: 10.1038/s41746-023-00852-5

