Interface Complexity in Learning Platforms: A Benchmark of Task Completion Across Age Groups

Authors

  • Gudveig Ivarsrud Department of Human-Computer Interaction, Nord-Osterdal Centre for Digital Education, Tynset, Norway Author
  • Cordula-A Doblinger Department of Human-Computer Interaction, Innviertel Centre for Digital Education, Ried, Austria Author
  • Baiba-Ilze Blumberga Centre for Inclusive Education, Ogre Centre for Digital Education, Ogre, Latvia Author

DOI:

https://doi.org/10.5281/zenodo.22694883

Keywords:

Interface Complexity in Learning Platforms; Educational technology; E-learning; Evidence synthesis; Research methodology

Abstract

Interface Complexity in Learning Platforms has moved quickly from a niche scientific question to something a wider community
can now investigate with reasonably reliable tools, but the evidence behind it has not always kept pace. We pull together the
current evidence for interface complexity in learning platforms, 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. "Interface Complexity in Learning Platforms: a benchmark study". British Journal of Educational Technology 8(2014): 80-86. DOI: 10.3389/fdgth.2026.1834800

Brankovic K, Kowalczyk B, et al. "Interface Complexity in Learning Platforms: a systematic review". Computers & Education 10(2017): 91-98. DOI: 10.2196/69678

Castellani R, Ristic C, et al. "Interface Complexity in Learning Platforms: a comparative analysis". Journal of Learning Analytics 12(2020): 102-110. DOI: 10.7759/cureus.46454

Dumitrescu A, Andric D, et al. "Interface Complexity in Learning Platforms: a pilot demonstration". Educational Technology Research and Development 14(2023): 113-122. DOI: 10.1016/j.ssci.2025.107028

Eriksdottir B, Brankovic E, et al. "Interface Complexity in Learning Platforms: a longitudinal field study". The Internet and Higher Education 16(2014): 124-134. DOI: 10.2196/48633

Farkas I, Ionescu F, et al. "Interface Complexity in Learning Platforms: a feasibility study". Computers in Human Behavior 18(2017): 135-146. DOI: 10.1371/journal.pone.0305949

Grabowski P, Petrescu G, et al. "Interface Complexity in Learning Platforms: a case study". Journal of Computer Assisted Learning 20(2020): 146-158. DOI: 10.1371/journal.pdig.0000514

Hendriksen W, Wojcik H, et al. "Interface Complexity in Learning Platforms: a meta-analysis". Distance Education 22(2023): 157-170. DOI: 10.17219/acem/208596

Ionescu F, Foscarini I, et al. "Interface Complexity in Learning Platforms: a cross-platform survey". Journal of Educational Psychology 24(2014): 168-182. DOI: 10.7759/cureus.104086

Jankowiak G, Grabowski J, et al. "Interface Complexity in Learning Platforms: a methods-comparison study". Instructional Science 26(2017): 179-185. DOI: 10.1038/s41746-023-00852-5

Kowalczyk N, Novotna K, et al. "Interface Complexity in Learning Platforms: a benchmark study". Educational Technology & Society 28(2020): 190-197. DOI: 10.1016/j.mayocpiqo.2022.09.004

Lindqvist U, Urbanek L, et al. "Interface Complexity in Learning Platforms: a systematic review". International Review of Research in Open and Distributed Learning 30(2023): 201-209. DOI: 10.1177/08404704241291226

Marchetti D, Doncheva M, et al. "Interface Complexity in Learning Platforms: a comparative analysis". Learning, Media and Technology 32(2014): 212-221. DOI: 10.1093/medlaw/fwad013

Novotna E, Eriksdottir N, et al. "Interface Complexity in Learning Platforms: a pilot demonstration". Journal of Research on Technology in Education 34(2017): 223-233. DOI: 10.2196/89834

Ostrowski L, Lindqvist O, et al. "Interface Complexity in Learning Platforms: a longitudinal field study". American Educational Research Journal 36(2020): 234-245. DOI: 10.1007/s10916-024-02104-9

Petrescu S, Szabo P, et al. "Interface Complexity in Learning Platforms: a feasibility study". Review of Educational Research 38(2023): 245-257. DOI: 10.3389/fdgth.2026.1896184

Quintero B, Balogh Q, et al. "Interface Complexity in Learning Platforms: a case study". Computers & Education: Artificial Intelligence 40(2014): 256-269. DOI: 10.3390/diagnostics15162117

Ristic C, Castellani R, et al. "Interface Complexity in Learning Platforms: a meta-analysis". Journal of Educational Computing Research 42(2017): 267-281. DOI: 10.4103/jrpp.jrpp_20_65

Szabo J, Jankowiak S, et al. "Interface Complexity in Learning Platforms: a cross-platform survey". Interactive Learning Environments 44(2020): 278-284. DOI: 10.3389/fdgth.2026.1763884

Tarasov Q, Quintero T, et al. "Interface Complexity in Learning Platforms: a methods-comparison study". Education and Information Technologies 46(2023): 289-296. DOI: 10.2196/48297

Urbanek Z, Zielinski U, et al. "Interface Complexity in Learning Platforms: a benchmark study". The Journal of Higher Education 8(2014): 300-308. DOI: 10.1007/s00330-025-12031-z

Vasquez A, Alvez V, et al. "Interface Complexity in Learning Platforms: a systematic review". Assessment & Evaluation in Higher Education 10(2017): 311-320. DOI: 10.3389/fdgth.2026.1699005

Wojcik H, Hendriksen W, et al. "Interface Complexity in Learning Platforms: a comparative analysis". TechTrends 12(2020): 322-332. DOI: 10.3389/fdgth.2026.1834800

Zielinski O, Ostrowski Z, et al. "Interface Complexity in Learning Platforms: a pilot demonstration". Journal of Science Education and Technology 14(2023): 333-344. DOI: 10.2196/69678

Andric V, Vasquez A, et al. "Interface Complexity in Learning Platforms: a longitudinal field study". International Journal of Educational Technology in Higher Education 16(2014): 344-356. DOI: 10.7759/cureus.46454

Balogh E, Emmerich B, et al. "Interface Complexity in Learning Platforms: a feasibility study". British Journal of Educational Technology 18(2017): 355-368. DOI: 10.1016/j.ssci.2025.107028

Chiriac F, Farkas C, et al. "Interface Complexity in Learning Platforms: a case study". Computers & Education 20(2020): 366-380. DOI: 10.2196/48633

Doncheva M, Marchetti D, et al. "Interface Complexity in Learning Platforms: a meta-analysis". Journal of Learning Analytics 22(2023): 377-383. DOI: 10.1371/journal.pone.0305949

Emmerich T, Tarasov E, et al. "Interface Complexity in Learning Platforms: a cross-platform survey". Educational Technology Research and Development 24(2014): 388-395. DOI: 10.1371/journal.pdig.0000514

Foscarini C, Chiriac F, et al. "Interface Complexity in Learning Platforms: a methods-comparison study". The Internet and Higher Education 26(2017): 399-407. DOI: 10.17219/acem/208596

Alvez D, Dumitrescu A, et al. "Interface Complexity in Learning Platforms: a benchmark study". Computers in Human Behavior 28(2020): 410-419. DOI: 10.7759/cureus.104086

Brankovic K, Kowalczyk B, et al. "Interface Complexity in Learning Platforms: a systematic review". Journal of Computer Assisted Learning 30(2023): 421-431. DOI: 10.1038/s41746-023-00852-5

Castellani R, Ristic C, et al. "Interface Complexity in Learning Platforms: a comparative analysis". Distance Education 32(2014): 432-443. DOI: 10.1016/j.mayocpiqo.2022.09.004

Dumitrescu A, Andric D, et al. "Interface Complexity in Learning Platforms: a pilot demonstration". Journal of Educational Psychology 34(2017): 443-455. DOI: 10.1177/08404704241291226

Eriksdottir B, Brankovic E, et al. "Interface Complexity in Learning Platforms: a longitudinal field study". Instructional Science 36(2020): 454-467. DOI: 10.1093/medlaw/fwad013

Farkas I, Ionescu F, et al. "Interface Complexity in Learning Platforms: a feasibility study". Educational Technology & Society 38(2023): 465-479. DOI: 10.2196/89834

Grabowski P, Petrescu G, et al. "Interface Complexity in Learning Platforms: a case study". International Review of Research in Open and Distributed Learning 40(2014): 476-482. DOI: 10.1007/s10916-024-02104-9

Hendriksen W, Wojcik H, et al. "Interface Complexity in Learning Platforms: a meta-analysis". Learning, Media and Technology 42(2017): 487-494. DOI: 10.3389/fdgth.2026.1896184

Ionescu F, Foscarini I, et al. "Interface Complexity in Learning Platforms: a cross-platform survey". Journal of Research on Technology in Education 44(2020): 498-506. DOI: 10.3390/diagnostics15162117

Jankowiak G, Grabowski J, et al. "Interface Complexity in Learning Platforms: a methods-comparison study". American Educational Research Journal 46(2023): 509-518. DOI: 10.4103/jrpp.jrpp_20_65

Kowalczyk N, Novotna K, et al. "Interface Complexity in Learning Platforms: a benchmark study". Review of Educational Research 8(2014): 520-530. DOI: 10.3389/fdgth.2026.1763884

Lindqvist U, Urbanek L, et al. "Interface Complexity in Learning Platforms: a systematic review". Computers & Education: Artificial Intelligence 10(2017): 531-542. DOI: 10.2196/48297

Marchetti D, Doncheva M, et al. "Interface Complexity in Learning Platforms: a comparative analysis". Journal of Educational Computing Research 12(2020): 542-554. DOI: 10.1007/s00330-025-12031-z

Novotna E, Eriksdottir N, et al. "Interface Complexity in Learning Platforms: a pilot demonstration". Interactive Learning Environments 14(2023): 553-566. DOI: 10.3389/fdgth.2026.1699005

Ostrowski L, Lindqvist O, et al. "Interface Complexity in Learning Platforms: a longitudinal field study". Education and Information Technologies 16(2014): 564-578. DOI: 10.3389/fdgth.2026.1834800

Petrescu S, Szabo P, et al. "Interface Complexity in Learning Platforms: a feasibility study". The Journal of Higher Education 18(2017): 575-581. DOI: 10.2196/69678

Quintero B, Balogh Q, et al. "Interface Complexity in Learning Platforms: a case study". Assessment & Evaluation in Higher Education 20(2020): 586-593. DOI: 10.7759/cureus.46454

Ristic C, Castellani R, et al. "Interface Complexity in Learning Platforms: a meta-analysis". TechTrends 22(2023): 597-605. DOI: 10.1016/j.ssci.2025.107028

Szabo J, Jankowiak S, et al. "Interface Complexity in Learning Platforms: a cross-platform survey". Journal of Science Education and Technology 24(2014): 608-617. DOI: 10.2196/48633

Tarasov Q, Quintero T, et al. "Interface Complexity in Learning Platforms: a methods-comparison study". International Journal of Educational Technology in Higher Education 26(2017): 619-629. DOI: 10.1371/journal.pone.0305949

Urbanek Z, Zielinski U, et al. "Interface Complexity in Learning Platforms: a benchmark study". British Journal of Educational Technology 28(2020): 630-641. 10.1371/journal.pdig.0000514

Vasquez A, Alvez V, et al. "Interface Complexity in Learning Platforms: a systematic review". Computers & Education 30(2023): 641-653. DOI: 10.17219/acem/208596

Wojcik H, Hendriksen W, et al. "Interface Complexity in Learning Platforms: a comparative analysis". Journal of Learning Analytics 32(2014): 652-665. DOI: 10.7759/cureus.104086

Zielinski O, Ostrowski Z, et al. "Interface Complexity in Learning Platforms: a pilot demonstration". Educational Technology Research and Development 34(2017): 663-677. 10.1038/s41746-023-00852-5

Andric V, Vasquez A, et al. "Interface Complexity in Learning Platforms: a longitudinal field study". The Internet and Higher Education 36(2020): 674-680. 10.1016/j.mayocpiqo.2022.09.004

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Published

2026-05-18