| Literature DB >> 35942429 |
Abstract
Background: Self-regulated learning (SRL) ability is the key determinant of the success of full-time online learning. Thus, exploring the influencing factors of SRL and their influencing mechanisms is necessary to improve this ability among K-12 students.Entities:
Keywords: parental autonomy support; structural equation modelling; students' online self‐regulated learning; students' self‐efficacy; teacher autonomy support
Year: 2022 PMID: 35942429 PMCID: PMC9348234 DOI: 10.1111/jcal.12676
Source DB: PubMed Journal: J Comput Assist Learn ISSN: 0266-4909
FIGURE 1The theoretical model of this study
Reliability and validity of the measurement model
| Latent variable | Measurement indicators | Cronbach's | Combination reliability | AVE |
|---|---|---|---|---|
| TAS | TS1 | 0.844 | 0.914 | 0.68 |
| TS2 | 0.853 | |||
| TS3 | 0.820 | |||
| TS4 | 0.827 | |||
| TS5 | 0.777 | |||
| PAS | PS1 | 0.864 | 0.864 | 0.62 |
| PS2 | 0.749 | |||
| PS3 | 0.854 | |||
| PS4 | 0.659 | |||
| Students' self‐efficacy | SE1 | 0.870 | 0.959 | 0.77 |
| SE2 | 0.853 | |||
| SE3 | 0.878 | |||
| SE4 | 0.854 | |||
| SE5 | 0.876 | |||
| SE6 | 0.924 | |||
| SE7 | 0.892 | |||
|
Students' online SRL | GS | 0.802 | 0.939 | 0.69 |
| ES | 0.779 | |||
| TS | 0.909 | |||
| TM | 0.903 | |||
| HS | 0.841 | |||
| ER | 0.830 | |||
| PL | 0.728 |
Note: TAS and PAS refer to teacher and parental autonomy support respectively.
Square root of the AVE of the measurement model
| Latent variable | TS | PS | Students' self‐efficacy | Students' online SRL |
|---|---|---|---|---|
| TAS |
| |||
| PAS | 0.634 |
| ||
| Students' self‐efficacy | 0.507 | 0.619 |
| |
| Students' online SRL | 0.639 | 0.671 | 0.800 |
|
Note: TAS and PAS refer to teacher and parental autonomy support respectively.
**p < 0.001.
Results of model fitting testing
|
| GFI | CFI | NFI | TLI | RMSEA | |
|---|---|---|---|---|---|---|
| Fit criteria | ≤5 | ≥0.90 | ≥0.90 | ≥0.90 | ≥0.90 | ≤0.08 |
| Hypothesized model | 4.888 | 0.905 | 0.953 | 0.941 | 0.945 | 0.064 |
Results of hypothesis testing and standardized path coefficient
| Predicted variable | Predictive variables | Path coefficient | CR |
|
|---|---|---|---|---|
| PAS | TAS | 0.631 | 17.263 |
|
| Students' self‐efficacy | TAS | 0.238 | 5.668 |
|
| PAS | 0.378 | 9.749 |
| |
| Students' online SRL | TAS | 0.237 | 7.527 |
|
| PAS | 0.194 | 5.950 |
| |
| Students' self‐efficacy | 0.560 | 17.406 |
|
Note: TAS and PAS refer to teacher and parental autonomy support respectively.
p < 0.001.
FIGURE 2Model with standardized path coefficients (***p < 0.001)
Results of direct, total indirect and total effect analysis
| Estimate(effect) | Product of coefficients | Bootstrapping 95% CI | |||
|---|---|---|---|---|---|
|
|
| Lower limit | Upper limit | ||
| Direct effect | 0.088 | 0.017 | 5.085 | 0.060 | 0.117 |
| Total indirect effect | 0.133 | 0.017 | 7.774 | 0.105 | 0.161 |
| Total effect analysis | 0.222 | 0.019 | 11.476 | 0.190 | 0.252 |
p < 0.001.
Results of mediating effect analysis
| Estimate(effect) | Product of coefficients | Bootstrapping 95% CI | |||
|---|---|---|---|---|---|
|
|
| Lower limit | Upper limit | ||
| TAS → students' self‐efficacy→students' online SRL | 0.041 | 0.013 | 3.149 | 0.021 | 0.063 |
| TAS → PAS → students' online SRL | 0.051 | 0.010 | 4.960 | 0.034 | 0.068 |
| TAS → PAS → students' self‐efficacy→students' online SRL | 0.042 | 0.008 | 5.134 | 0.030 | 0.057 |
Note: TAS and PAS refer to teacher and parental autonomy support respectively.
p < 0.001.
| Teacher autonomy support | I feel that my teacher provides me with choices and options |
|---|---|
| I feel understood by my teacher | |
| My teacher encourages me to ask questions | |
| My teacher listens to how I would like to do things | |
| My teacher conveys confidence in my ability to do well in the course | |
| My teacher tries to understand how I see things before suggesting a new way to do things | |
| Parental autonomy support | My parents allow me to make choices whenever possible |
|
Within certain limits, my parents allowed me the freedom to choose my own activities | |
| My parents encourage me to give my ideas and opinions when it comes to decisions about me | |
| My parents listen to my opinions and ideas when something occurs | |
| Self‐efficacy | I believe I will receive an excellent grade in this class. |
| I'm certain I can understand the most difficult material presented in the readings for this course | |
| I'm confident I can understand the basic concepts taught in this course | |
| I'm confident I can understand the most complex material presented by the instructor in this course | |
| I'm confident I can do an excellent job on the assignments and tests in this course | |
| I expect to do well in this class. | |
| I'm certain I can master the skills being taught in this class. | |
| Considering the difficulty of this course, the teacher, and my skills, I think I will do well in this class | |
| Online self‐regulated learning | |
| Goal setting | I set standards for my assignments in online courses. |
|
I set short‐term (daily or weekly) goals as well as long‐term goals (monthly or for the semester). | |
| I keep a high standard for my learning in my online courses. | |
| I set goals to help me manage studying time for my online courses. | |
| I do not compromise the quality of my work because it is online | |
| Environment structuring | I choose the location where I study to avoid too much distraction. |
| I find a comfortable place to study. | |
| I know where I can study most effificiently for online courses. | |
| I choose a time with few distractions for studying for my online | |
| Task strategies | I try to take more thorough notes for my online courses because notes are even more important for learning online than in a regular classroom. |
| I read aloud instructional materials posted online to fight against distractions. | |
| I prepare my questions before joining in the chat room and discussion. | |
| I work extra problems in my online courses in addition to the assigned ones to master the course content. | |
| Time management | I allocate extra studying time for my online courses because I know it is time‐demanding. |
| I try to schedule the same time everyday or every week to study for my online courses, and I observe the schedule. | |
| Although we do not have to attend daily classes, I still try to distribute my studying time evenly across days. | |
| Help seeking | I find someone who is knowledgeable in course content so that I can consult with him or her when I need help. |
| I share my problems with my classmates online so we know what we are struggling with and how to solve our problems. | |
| If needed, I try to meet my classmates face‐to‐face. | |
| I am persistent in getting help from the instructor through e‐mail. | |
| Effort Regulation | I often feel so lazy or bored when I study for this class that I quit before I finish what I planned to do. (REVERSED) |
| I work hard to do well in this class even if I do not like what we are doing. | |
| When course work is difficult, I give up or only study the easy parts. (Reversed) | |
| Even when course materials are dull and uninteresting, I manage to keep working until I finish | |
| Peer learning | When studying for this course, I often try to explain the material to a classmate or a friend. |
| I try to work with other students from this class to complete the course assignments. | |
| When studying for this course, I often set aside time to discuss the course material with a group of students from the class. | |