A Network Analysis-Driven Sequential Mediation Analysis of Students’ Perceived Classroom Comfort and Perceived Faculty Support on the Relationship between Teachers’ Cognitive Presence and Students’ Grit—A Holistic Learning Approach
Abstract
:1. Introduction
2. Theoretical Framework
3. Methods
3.1. Research Design and Methodology
3.2. Participants
3.3. Instruments
4. Results
4.1. Preliminary Investigation
4.2. Network Analysis Results
4.3. Sequential Mediation Analysis Results
5. Discussion and Implications
6. Conclusions and Limitations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Nr. Crt. | Variable | Definition | Abbreviation |
---|---|---|---|
1. | Teaching presence design and organization | decisions on course objectives, schedules, and curricular materials | TPDO |
2. | Teaching presence facilitation | encouraging productive discourse by directing class discussions, posing important questions, identifying areas of agreement, and controlling student involvement | TPF |
3. | Teaching presence direct instruction | practicing intellectual leadership, such as offering feedback or measuring student knowledge, and undertaking evaluative activities, such as providing feedback or assessing student understanding | TPDI |
4. | Social presence affective expression | students convey their personal expressions and beliefs | SPAE |
5. | Social presence open communication | learners gain mutual awareness and recognition skills | SPOC |
6. | Social presence group cohesion | students develop and maintain a sense of group devotion | SPGC |
7. | Cognitive presence triggering event | a topic or challenge is provided, preferably one that would pique the interest of students | CPTG |
8. | Cognitive presence exploration | students strive to comprehend the nature of one particular aspect | CPE |
9. | Cognitive presence integration | the information obtained during the exploration phase becomes consolidated | CPI |
10. | Cognitive presence resolution | based on the work completed during the integration phase, a solution is selected | CPR |
11. | Perceived faculty support | students’ perceived social support from teachers on campus | SBSPFS |
12. | Perceived peer support | peer support is an umbrella terminology for a variety of approaches and techniques, such as peer tutoring, coaching, listening, mentoring and counseling | SPSPPS |
13. | Perceived classroom comfort | students experience comfort in their classes | SBSCC |
14. | Perceived isolation | reflects one’s subjective impression of a lack of network functioning and social resources | SBSPI |
15. | Grit | working tirelessly on tasks and retaining effort and interest over years despite failure or difficulty | Grit |
Independent Sample t-Test | |||||||
---|---|---|---|---|---|---|---|
95% CI for Effect Size | |||||||
Test | Statistic | df | p | Effect Size | Lower | Upper | |
TPDO | Student | −1.854 | 308.000 | 0.065 | −0.260 | −0.536 | 0.016 |
Welch | −1.542 | 81.106 | 0.127 | −0.235 | −0.512 | 0.043 | |
Mann–Whitney | 7357.000 | 0.375 | −0.065 | −0.221 | 0.093 | ||
TPF | Student | −1.947 | 308.000 | 0.052 | −0.273 | −0.549 | 0.003 |
Welch | −1.725 | 85.841 | 0.088 | −0.256 | −0.533 | 0.022 | |
Mann–Whitney | 6922.000 | 0.112 | −0.121 | −0.273 | 0.038 | ||
TPDI | Student | −2.892 | 308.000 | 0.004 | −0.406 | −0.682 | −0.129 |
Welch | −2.447 | 82.302 | 0.017 | −0.371 | −0.650 | −0.089 | |
Mann–Whitney | 6443.000 | 0.016 | −0.182 | −0.330 | −0.025 | ||
SPAE | Student | −2.375 | 308.000 | 0.018 | −0.333 | −0.609 | −0.057 |
Welch | −2.003 | 82.048 | 0.048 | −0.304 | −0.582 | −0.024 | |
Mann–Whitney | 6784.000 | 0.080 | −0.138 | −0.290 | 0.020 | ||
SPOC | Student | −1.510 | 308.000 | 0.132 | −0.212 | −0.487 | 0.064 |
Welch | −1.413 | 90.828 | 0.161 | −0.205 | −0.481 | 0.072 | |
Mann–Whitney | 7026.500 | 0.172 | −0.107 | −0.261 | 0.051 | ||
SPGC | Student | −0.478 | 308.000 | 0.633 | −0.067 | −0.342 | 0.208 |
Welch | −0.473 | 97.225 | 0.637 | −0.067 | −0.342 | 0.209 | |
Mann–Whitney | 7555.000 | 0.613 | −0.040 | −0.197 | 0.118 | ||
CPTG | Student | −1.766 | 308.000 | 0.078 | −0.248 | −0.523 | 0.028 |
Welch | −1.638 | 89.985 | 0.105 | −0.238 | −0.515 | 0.040 | |
Mann–Whitney | 6745.500 | 0.063 | −0.143 | −0.294 | 0.015 | ||
CPE | Student | −1.392 | 308.000 | 0.165 | −0.195 | −0.471 | 0.080 |
Welch | −1.386 | 97.832 | 0.169 | −0.195 | −0.471 | 0.082 | |
Mann–Whitney | 6776.000 | 0.076 | −0.139 | −0.291 | 0.019 | ||
CPI | Student | −1.254 | 308.000 | 0.211 | −0.176 | −0.451 | 0.100 |
Welch | −1.204 | 93.563 | 0.232 | −0.172 | −0.448 | 0.104 | |
Mann–Whitney | 7099.500 | 0.197 | −0.098 | −0.252 | 0.061 | ||
CPR | Student | −2.148 | 308.000 | 0.033 | −0.301 | −0.577 | −0.025 |
Welch | −1.941 | 87.555 | 0.056 | −0.286 | −0.563 | −0.007 | |
Mann–Whitney | 6781.500 | 0.073 | −0.139 | −0.290 | 0.020 | ||
SBSPPS | Student | −0.021 | 308.000 | 0.983 | −0.003 | −0.278 | 0.272 |
Welch | −0.021 | 100.915 | 0.983 | −0.003 | −0.278 | 0.272 | |
Mann–Whitney | 7721.000 | 0.813 | −0.019 | −0.176 | 0.139 | ||
SBSCC | Student | 0.182 | 308.000 | 0.855 | 0.026 | −0.249 | 0.301 |
Welch | 0.197 | 109.245 | 0.845 | 0.027 | −0.249 | 0.302 | |
Mann–Whitney | 7759.500 | 0.857 | −0.014 | −0.172 | 0.144 | ||
SBSPI | Student | −0.069 | 308.000 | 0.945 | −0.010 | −0.285 | 0.265 |
Welch | −0.067 | 94.371 | 0.947 | −0.010 | −0.285 | 0.265 | |
Mann–Whitney | 7847.000 | 0.969 | −0.003 | −0.161 | 0.155 | ||
SBSPFS | Student | 0.275 | 308.000 | 0.784 | 0.039 | −0.237 | 0.314 |
Welch | 0.282 | 101.939 | 0.778 | 0.039 | −0.236 | 0.314 | |
Mann–Whitney | 8000.000 | 0.842 | 0.016 | −0.142 | 0.174 | ||
Grit | Student | −0.854 | 308.000 | 0.394 | −0.120 | −0.395 | 0.155 |
Welch | −0.864 | 99.852 | 0.389 | −0.121 | −0.396 | 0.155 | |
Mann–Whitney | 7349.500 | 0.413 | −0.066 | −0.222 | 0.092 |
Centrality Measures per Variable | ||||
---|---|---|---|---|
Network | ||||
Variable | Betweenness | Closeness | Strength | Expected Influence |
TPDO | −0.636 | −0.755 | −0.559 | −0.006 |
TPF | −0.274 | −0.579 | 1.530 | 1.054 |
TPDI | 0.451 | −0.292 | 0.169 | 0.363 |
SPAE | −1.239 | −0.408 | −0.615 | −0.035 |
SPOC | 0.330 | 0.739 | 0.574 | 0.529 |
SPGC | 0.209 | 0.860 | 0.664 | 0.572 |
CPTG | 1.416 | 1.567 | 0.477 | 0.519 |
CPE | 0.330 | 0.831 | 0.453 | 0.419 |
CPI | −0.153 | 1.147 | 1.366 | 0.971 |
CPR | −1.239 | −0.016 | −0.029 | 0.263 |
SBSPPS | −1.239 | −0.571 | −0.757 | −1.153 |
SBSCC | 1.778 | 0.365 | 0.217 | 0.388 |
SBSPI | −1.239 | −2.259 | −2.403 | −2.410 |
SBSPFS | 1.296 | 0.502 | 0.123 | 0.340 |
Grit | 0.209 | −1.132 | −1.210 | −1.813 |
Total Effect (CPTG→Grit) | Direct Effect (CPTG→Grit) | Relationship | Indirect Effect | Confidence Intervals | t | Conclusion | |
---|---|---|---|---|---|---|---|
Lower Bound | Upper Bound | ||||||
0.2088 p < 0.0001 | 0.1061 p < 0.0469 | H1: CPTG → SBSPFS → SBSCC → Grit | 0.069 | 0.0321 | 0.1123 | 3.399 | Partial mediation |
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Dughi, T.; Rad, D.; Runcan, R.; Chiș, R.; Vancu, G.; Maier, R.; Costin, A.; Rad, G.; Chiș, S.; Uleanya, C.; et al. A Network Analysis-Driven Sequential Mediation Analysis of Students’ Perceived Classroom Comfort and Perceived Faculty Support on the Relationship between Teachers’ Cognitive Presence and Students’ Grit—A Holistic Learning Approach. Behav. Sci. 2023, 13, 147. https://doi.org/10.3390/bs13020147
Dughi T, Rad D, Runcan R, Chiș R, Vancu G, Maier R, Costin A, Rad G, Chiș S, Uleanya C, et al. A Network Analysis-Driven Sequential Mediation Analysis of Students’ Perceived Classroom Comfort and Perceived Faculty Support on the Relationship between Teachers’ Cognitive Presence and Students’ Grit—A Holistic Learning Approach. Behavioral Sciences. 2023; 13(2):147. https://doi.org/10.3390/bs13020147
Chicago/Turabian StyleDughi, Tiberiu, Dana Rad, Remus Runcan, Roxana Chiș, Gabriela Vancu, Roxana Maier, Alina Costin, Gavril Rad, Sabin Chiș, Chinaza Uleanya, and et al. 2023. "A Network Analysis-Driven Sequential Mediation Analysis of Students’ Perceived Classroom Comfort and Perceived Faculty Support on the Relationship between Teachers’ Cognitive Presence and Students’ Grit—A Holistic Learning Approach" Behavioral Sciences 13, no. 2: 147. https://doi.org/10.3390/bs13020147
APA StyleDughi, T., Rad, D., Runcan, R., Chiș, R., Vancu, G., Maier, R., Costin, A., Rad, G., Chiș, S., Uleanya, C., & Mihaela, M. C. (2023). A Network Analysis-Driven Sequential Mediation Analysis of Students’ Perceived Classroom Comfort and Perceived Faculty Support on the Relationship between Teachers’ Cognitive Presence and Students’ Grit—A Holistic Learning Approach. Behavioral Sciences, 13(2), 147. https://doi.org/10.3390/bs13020147