Effects of perceived instructional support and self-regulated learning support on students’ learning behavior in an online learning environment

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14210%2F25%3A00142054" target="_blank" >RIV/00216224:14210/25:00142054 - isvavai.cz</a>

Alternative codes found

RIV/00216305:26110/26:0200218

Result on the web

<a href="https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0332296" target="_blank" >https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0332296</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1371/journal.pone.0332296" target="_blank" >10.1371/journal.pone.0332296</a>

Result language

angličtina

Original language name

Effects of perceived instructional support and self-regulated learning support on students’ learning behavior in an online learning environment

Original language description

Learning Analytics (LA) has advanced significantly in recent years; however, its findings often suffer from limited generalizability and transferability due to reliance on data from a small number of courses. Course design variability is a critical factor influencing students' learning behavior in online learning environments (OLEs). This study examines how differences in instructional design, specifically in self-regulated learning (SRL) support, predict the intensity and regularity of students' learning behavior in OLEs. Using qualitative content analysis, we developed the SRL-S coding scheme to systematically assess the extent to which course design supports specific SRL processes. The coding scheme was validated by three independent researchers and applied to 76 courses. Multilevel modeling analysis confirmed substantial variability in student learning behavior across courses. Higher SRL support was associated with more frequent course visits (β = .46, p &lt; .001), greater regularity of visits (β = -.31, p &lt; .001), and increased total time spent in a course (β = .45, p &lt; .001). In contrast, perceived instructional support from the teacher significantly influenced total time spent (β = .12, p = .004) but not the visit frequency (p = .324) or regularity (p = .951). Moreover, SRL support significantly predicted perceived instructional support (β = .17, p = .002). Mediation analysis revealed a small but significant indirect effect of SRL support on total time spent (β = .021, p = .012), while no mediation was found for visit frequency (p = .360) or regularity (p = .836). These findings highlight the pivotal role of structured SRL support in shaping student engagement. Our approach contextualizes LA indicators by accounting for course design differences and suggests that the SRL-S coding scheme could serve as a research-based guideline for enhancing SRL support in online courses.

Czech name

—

Czech description

—

Type

J_imp - Article in a specialist periodical, which is included in the Web of Science database

CEP classification

—

OECD FORD branch

50301 - Education, general; including training, pedagogy, didactics [and education systems]

Project

<a href="/en/project/GA21-08218S" target="_blank" >GA21-08218S: Multimodal learning analytics to study self-regulated learning processes within learning management systems</a><br>

Continuities

P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Publication year

2025

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Name of the periodical

PLoS One

ISSN

1932-6203

e-ISSN

1932-6203

Volume of the periodical

20

Issue of the periodical within the volume

9

Country of publishing house

US - UNITED STATES

Number of pages

19

Pages from-to

1-19

UT code for WoS article

001574462100033

EID of the result in the Scopus database

2-s2.0-105016565138