| Literature DB >> 35928408 |
Tehmina Sattar1, Muhammad Imdad Ullah2, Bashir Ahmad3.
Abstract
There is a growing body of literature on the predictors of student academic performance. The current study aims to extend this line of inquiry, and has linked stakeholders' participation, goal directness and classroom context with students' academic outcomes. Using the multistage sampling technique, the researchers collected cross-sectional data from 2,758 high school students. This study has employed regression analysis (simple linear regression and hierarchical linear regression modeling) to test the study hypotheses. The results revealed that learning context produces highest variance in students' engagement (R2 = 59.5%) and their academic performance (R2 = 42%). It is further evident that goal directness has the highest influence on students' academic performance (Std. β = 0.419) while learning climate of the classroom frequently affects their engagement (Std. β = 0.38) in studies. Results also illustrated that students' overall engagement (R = 99.1%: Model-5 = 0.849) and cognitive induction (R2 = 79.2%: Model-5 = 0.792) yield highest variance in their academic performance. Although stakeholders' participation causes low variance in students' academic performance but the role of parents, teachers, peers and students (themselves) remained significant. Further, student engagement mediates the direct relationship (s) of independent and outcomes variable. The findings of the present research could be potentially useful for policymakers and schools to ensure the elevation in students' engagement and their academic performance in studies.Entities:
Keywords: academic performance; engagement; goal directness; learning; participation; stakeholders
Year: 2022 PMID: 35928408 PMCID: PMC9344009 DOI: 10.3389/fpsyg.2022.875174
Source DB: PubMed Journal: Front Psychol ISSN: 1664-1078
FIGURE 1Theoretical framework.
District wise categorization of total schools and sampled schools.
| Multan division | DG Khan division | Bahawalpur division | ||||||
| Districts | Total schools | Sampled schools | Districts | Total schools | Sampled schools | Districts | Total schools | Sampled schools |
| Multan | 326 | 40 | DG Khan | 228 | 29 | Bahawalpur | 594 | 74 |
| Lodhran | 148 | 20 | Muzaffargarh | 234 | 33 | Bahawalnagar | 112 | 19 |
| Khanewal | 304 | 42 | Rajanpur | 114 | 14 | Rahim Yar Khan | 130 | 16 |
| Vehari | 260 | 33 | Layyah | 202 | 27 | |||
| Total schools = 1,083 | Total schools = 778 | Total schools = 836 | ||||||
Total and sampled number of affiliated schools and students from grade 9th and 10th grades.
| High school grade | Number of high school students in accordance with PTR | Number of sections in each class | Total number of schools affiliated from BISE | Total number of students enrolled in each grade from affiliated high schools | Sampled number of schools affiliated with BISE | Sampled number of respondents enrolled in each grade from affiliated high schools |
| 9th | 31 | 3 | 2,652 | 246,636 | 347 | 32,271 |
| 10th | 31 | 3 | 2,652 | 246,636 | 347 | 32,271 |
Response rate.
| Districts within divisions | Questionnaires send | Questionnaire received | Questionnaire remained after exclusion | Response rate |
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| Multan | 379 | 371 | 344 | 90.76 |
| Lodhran | 179 | 155 | 142 | 86.39 |
| Khanewal | 352 | 341 | 328 | 94.03 |
| Vehari | 291 | 282 | 272 | 89.76 |
| Total questionnaires | 1201 | 1149 | 1086 | 90.85 |
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| DG Khan | 268 | 259 | 247 | 91.48 |
| Muzaffargarh | 276 | 252 | 244 | 90.97 |
| Rajanpur | 139 | 121 | 112 | 77.45 |
| Layyah | 229 | 213 | 206 | 89.71 |
| Total questionnaires | 912 | 845 | 809 | 88.69 |
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| Bahawalpur | 683 | 615 | 609 | 87.12 |
| Bahawalnagar | 139 | 113 | 101 | 85.71 |
| Rahim Yar Khan | 188 | 169 | 153 | 77.17 |
| Total questionnaires | 1,010 | 897 | 863 | 85.33 |
Association of socio-demographic variables with students’ engagement and their academic performance (N = 2,758).
| Agentic engagement | Behavioral engagement | Emotional engagement | Cognitive engagement | Students overall engagement | Academic performance | |
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| Male | 23.26 ± 6.308 | 20.12 ± 5.652 | 17.29 ± 5.516 | 34.36 ± 9.463 | 41.60 ± 6.244 | 40.49 ± 3.681 |
| Female | 18.71 ± 5.686 | 25.27 ± 6.918 | 20.63 ± 7.285 | 39.73 ± 11.116 | 57.78 ± 9.390 | 59.90 ± 7.176 |
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| Less than 5 members | 23.32 ± 6.603 | 20.80 ± 5.628 | 19.41 ± 6.677 | 36.14 ± 10.538 | 70.95 ± 7.858 | 55.12 ± 6.730 |
| 5–10 members | 26.88 ± 7.887 | 22.77 ± 6.364 | 21.88 ± 7.563 | 34.48 ± 8.167 | 74.06 ± 8.771 | 49.69 ± 5.295 |
| More than 10 members | 22.34 ± 6.449 | 25.23 ± 7.820 | 17.45 ± 5.521 | 32.01 ± 7.724 | 68.64 ± 6.813 | 45.98 ± 4.851 |
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| Nuclear | 27.55 ± 6.445 | 23.59 ± 6.769 | 19.07 ± 6.693 | 38. 68 ± 6.272 | 76.25 ± 8.448 | 52.62 ± 6.289 |
| Extended | 23.52 ± 5.258 | 25.08 ± 6.626 | 18.07 ± 5.523 | 37.41 ± 12.491 | 71.23 ± 7.572 | 48.42 ± 5.189 |
| Joint | 22.72 ± 5.345 | 26.54 ± 7.705 | 21.60 ± 6.832 | 35.70 ± 9.929 | 73.81 ± 7.782 | 51.56 ± 5.262 |
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| Illiterate/equivalent | 20.52 ± 5.657 | 21.36 ± 5.596 | 17.19 ± 5.760 | 35.63 ± 9.940 | 70.06 ± 36.610 | 48.07 ± 4.574 |
| Primary/equivalent | 20.70 ± 5.754 | 22.03 ± 5.884 | 18.62 ± 5.660 | 37.97 ± 9.653 | 71.14 ± 36.837 | 49.95 ± 4.724 |
| Secondary/equivalent | 21.59 ± 6.464 | 23.46 ± 6.665 | 19.37 ± 6.447 | 38.04 ± 10.300 | 72.50 ± 38.697 | 51.51 ± 5.265 |
| Tertiary/equivalent | 21.79 ± 6.521 | 22.11 ± 6.723 | 19.07 ± 6.327 | 38.34 ± 10.584 | 71.35 ± 37.286 | 50.34 ± 5.350 |
| Any other | 20.79 ± 5.754 | 21.43 ± 6.219 | 18.51 ± 6.166 | 35.52 ± 9.340 | 71.12 ± 36.685 | 49.73 ± 4.668 |
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| Illiterate/equivalent | 20.35 ± 5.336 | 22.22 ± 6.508 | 18.38 ± 6.612 | 35.01 ± 9.266 | 72.28 ± 35.199 | 49.43 ± 4.598 |
| Primary/equivalent | 20.48 ± 5.555 | 22.96 ± 5.858 | 19.27 ± 6.741 | 35.14 ± 9.658 | 73.96 ± 36.982 | 50.73 ± 4.901 |
| Secondary/equivalent | 20.57 ± 5.685 | 23.34 ± 6.794 | 19.57 ± 6.955 | 37.46 ± 10.312 | 77.68 ± 37.969 | 51.52 ± 5.725 |
| Tertiary/equivalent | 21.47 ± 6.485 | 21.74 ± 6.617 | 17.44 ± 5.762 | 38.37 ± 10.642 | 79.07 ± 39.942 | 55.47 ± 6.384 |
| Any other | 19.33 ± 5.233 | 22.80 ± 5.665 | 17.72 ± 5.824 | 35.78 ± 9.235 | 71.77 ± 34.813 | 49.97 ± 4.399 |
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| Father | 21.83 ± 6.997 | 22.66 ± 6.625 | 17.24 ± 5.794 | 38.11 ± 11.852 | 76.22 ± 43.522 | 48.81 ± 5.954 |
| Mother | 20.17 ± 6.792 | 23.47 ± 6.729 | 19.71 ± 6.835 | 36.53 ± 10.144 | 75.21 ± 42.332 | 46.20 ± 4.744 |
| Any other male | 19.74 ± 7.541 | 21.95 ± 5.825 | 16.45 ± 5.581 | 36.72 ± 10.543 | 68.89 ± 40.382 | 45.38 ± 5.787 |
| Any other female | 19.52 ± 5.881 | 22.52 ± 6.627 | 17.06 ± 6.272 | 34.73 ± 9.552 | 64.62 ± 38.237 | 43.31 ± 4.456 |
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| Multan | 26.38 ± 6.547 | 26.82 ± 6.692 | 22.53 ± 5.775 | 28.82 ± 6.957 | 98.94 ± 18.510 | 54.65 ± 6.623 |
| DG Khan | 24.02 ± 6.209 | 27.77 ± 6.627 | 23.63 ± 5.812 | 22.50 ± 5.528 | 87.34 ± 14.602 | 50.78 ± 5.043 |
| Bahawalpur | 21.97 ± 5.559 | 25.96 ± 5.618 | 28.49 ± 4.194 | 19.49 ± 4.247 | 82.42 ± 12.747 | 47.83 ± 3.761 |
Bivariate relationship between stakeholders’ participation (i.e., parents, teachers, peers, and students) along with goal directness and learning climate of the classroom with students’ academic performance through their engagement in learning context (N = 2,758).
| Stakeholders participation with students’ academic performance (Path A) | Stakeholders participation with students’ overall engagement (Path B) | ||||||||||
| Predictors | Variables usage | R2 |
| Std. |
| Variables usage | Variables usage | R2 |
| Std. |
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| M1 (PI) | PI + PD→AP | 0.114 | 37.808 | 0.116 | 6.149 | M1 (PI) | PI + PD→SOE | 0.210 | 3.539 | 0.036 | 3.881 |
| M2 (ASAE) | PC + PO + PC→AP | 0.305 | 14.977 | 0.074 | 3.870 | M2 (ASAE) | PC + PO + PC→SOE | 0.473 | 41.634 | 0.271 | 4.762 |
| M3 (LCC) | LCC→AP | 0.420 | 43.131 | 0.140 | 4.431 | M3 (LCC) | LCC→SOE | 0.595 | 38.725 | 0.523 | 3.216 |
| M4 (TPS) | TPS + TAS + PPS + PAS→AP | 0.108 | 19.123 | 0.083 | 4.373 | M4 (TPS) | TPS + TAS + PPS + PAS→SOE | 0.168 | 74.040 | 0.410 | 3.602 |
| M5 (SPBS) | TMG + CPAGS + AN + CB→AP | –0.110 | 10.118 | −0.060 | –3.181 | M5 (SPBS) | TMG + CPAGS + AN + CB→SOE | –0.115 | 42.334 | −0.123 | –6.506 |
M = Module, U. Std. β stands for unstandardized coefficient, Std. β stands for standardized coefficient. *Represents that the relationship is significant at < 0.05 level, **represents that the relationship is significant at < 0.01 level, ***represents that the relationship is significant at < 0.001 level. M1: PI; PD, parental Involvement; parental discussion; M2: ASAE, antecedents of students’ academic engagement; PC, prescription clarity; PO, personal obligation; PC, personal control; M3: LCC, learning climate of the classroom; M4: TPS, teachers personal support; TAS, teachers academic support; PPS, peer personal support; PAS, peer academic support; M5: SPBS, students perceptions; beliefs and strategies; TMG, teachers mastery goals; CPAGS, classroom performance approach goal structure; AN, academic novelty; CB, cheating behavior; AP, academic performance; SOE, students overall engagement.
Bivariate relationship between students’ overall engagement (agentic, behavioral, emotional and cognitive) and their academic performance in high schools (N = 2,758).
| Students engagement with academic performance (Path C) | ||||||
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| SOE | SAE, SBE, SEE, SCE→AP | 0.991 | 33.804 | 0.302 | 4.623 | 0.000*** |
| SOE | SAE→AP | 0.756 | 62.740 | 0.236 | 2.757 | 0.000*** |
| SOE | SBE→AP | 0.676 | 34.803 | 0.276 | 5.051 | 0.000*** |
| SOE | SEE→AP | 0.771 | 22.051 | 0.267 | 6.562 | 0.000*** |
| SOE | SCE→AP | 0.792 | 20.412 | 0.205 | 2.973 | 0.000*** |
SOE, students overall engagement; SAE, students agentic engagement; SBE, students behavioral engagement; SEE, students emotional engagement; SCE, student’s cognitive engagement.
Multivariate linear hierarchical regression modeling (HLRM) about stakeholders’ participation (i.e., parents, teachers, peers, and students) along with goal directness and learning climate of the classroom with students’ academic performance through their engagement in high schools (N = 2,758).
| Stakeholders participation with students’ academic performance in HLRM (Path A) | Stakeholders participation with students’ academic performance in HLRM (Path B) | ||||||||||||
| Modules | Variables | Std. β | Sig. | ANOVA, F value, | Collinearity statistics | Modules | Variables | Std. β | Sig. | ANOVA, F value, | Collinearity statistics | ||
| Tol. | VIF | Tol. | VIF | ||||||||||
| M1 | PI + PD | 0.116 | 0.000** | 60.471, | 1.000 | 1.000 | M1 | PI + PD | 0.035 | 0.062** | 60.471, | 1.000 | 1.000 |
| M2 | PI + PD | 0.128 | 0.000** | 21.401, | 0.997 | 1.003 | M2 | PI + PD | 0.155 | 0.002** | 45.935, | 0.997 | 1.003 |
| ASAE (PC + PO + PC) | 0.542 | 0.026*** | 0.997 | 0.003 | ASAE (PC + PO + PC) | 0.374 | 0.000*** | 0.997 | 1.003 | ||||
| M3 | PI + PD | 0.214 | 0.000*** | 26.815, | 0.996 | 1.004 | M3 | PI + PD | 0.138 | 0.015* | 84.461, | 0.996 | 1.004 |
| ASAE (PC + PO + PC) | 0.416 | 0.009*** | 0.906 | 1.103 | ASAE (PC + PO + PC) | 0.239 | 0.000*** | 0.906 | 1.103 | ||||
| LCC | 0.320 | 0.000*** | 0.908 | 1.101 | LCC | 0.449 | 0.000*** | 0.908 | 1.101 | ||||
| M4 | PI + PD | 0.112 | 0.000* | 20.295, | 0.978 | 1.022 | M4 | PI + PD | 0.120 | 0.207ns | 64.549, | 0.978 | 1.022 |
| ASAE (PC + PO + PC) | 0.525 | 0.015** | 0.902 | 1.108 | ASAE (PC + PO + PC) | 0.229 | 0.000*** | 0.902 | 1.108 | ||||
| LCC | 0.410 | 0.000** | 0.679 | 1.472 | LCC | 0.365 | 0.000*** | 0.679 | 1.472 | ||||
| PTS (TPS + TAS + PTS + PAS) | 0.009 | 0.390ns | 0.703 | 1.423 | PTS (TPS + TAS + PTS + PAS) | 0.166 | 0.000* | 0.703 | 1.423 | ||||
| M5 | PI + PD | 0.102 | 0.000* | 19.398, | 0.978 | 1.022 | M5 | PI + PD | 0.020 | 0.206 ns | 51.838, | 0.978 | 1.022 |
| ASAE (PC + PO + PC) | 0.419 | 0.008** | 0.883 | 1.132 | ASAE (PC + PO + PC) | 0.210 | 0.000*** | 0.883 | 1.132 | ||||
| LCC | 0.319 | 0.000** | 0.672 | 1.488 | LCC | 0.380 | 0.000** | 0.672 | 1.488 | ||||
| PTS (TPS + TAS + PTS + PAS) | 0.217 | 0.006* | 0.702 | 1.424 | PTS (TPS + TAS + PTS + PAS) | 0.162 | 0.000*** | 0.702 | 1.424 | ||||
| SPBS (TMG + CPAGS + AN + CB) | -0.174 | 0.000* | 0.974 | 1.027 | SPBS (TMG + CPAGS + AN + CB) | -0.126 | 0.000* | 0.974 | 1.027 | ||||
Multivariate linear hierarchical regression modeling (HLRM) about students’ overall engagement (AE + BE + EE + CE) with their academic performance in high schools (N = 2,758).
| Students’ engagement with Academic performance (Path C) | ||||||
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| M1 | AE | 0.436 | 0.000*** | 11.898, | 1.000 | 1.000 |
| M2 | AE | 0.338 | 0.000*** | 17.465, | 0.987 | 1.103 |
| BE | 0.245 | 0.000*** | 0.997 | 1.033 | ||
| M3 | AE | 0.442 | 0.000*** | 78.444, | 0.966 | 1.104 |
| BE | 0.378 | 0.000*** | 0.916 | 2.103 | ||
| EE | 0.309 | 0.000*** | 0.908 | 2.171 | ||
| M4 | AE | 0.353 | 0.001*** | 64.329, | 0.743 | 1.308 |
| BE | 0.207 | 0.000*** | 0.868 | 2.758 | ||
| EE | 0.495 | 0.009*** | 0.791 | 1.433 | ||
| CE | 0.778 | 0.000*** | 0.937 | 1.234 | ||
| M5 | AE | 0.415 | 0.005*** | 88.565, | 0.692 | 2.271 |
| BE | 0.371 | 0.000*** | 0.625 | 1.637 | ||
| EE | 0.535 | 0.000*** | 0.795 | 2.614 | ||
| CE | 0.782 | 0.000*** | 0.941 | 1.603 | ||
| SOE | 0.849 | 0.000*** | 0.753 | 1.028 | ||
Response variable: academic performance (AP), M1: agentic engagement, M2: M1 + behavioral engagement, M3: M1 + M2 + emotional engagement, M4: M1 + M2 + M3 + cognitive engagement, M5: M1 + M2 + M3 + M4 + students overall engagement.
Mediation effects between predictors related with stakeholders’ participation, goal directness and learning climate of the classroom with students’ academic performance through their engagement in studies as mediation variable (N = 2,758).
| Path A (indirect effect IV→MV) | Path B (indirect effect MV→DV) | Path C (direct effect IV→DV) | Path D (IV→DV by controlling MV) Direct effect through CMV | Mediation effect | ||
| PI→SOE | 0.319 < 0.001 | SOE→AP | 0.642 < 0.001 | 0.096 < 0.001 | PI→AP by CMV with SOE | Mediation |
| ASAE→SOE | 0.316 < 0.001 | SOE→AP | 0.642 < 0.001 | 0.109 < 0.001 | ASAE→AP by CMV with SOE | Mediation |
| LCC→SOE | 0.386 < 0.001 | SOE→AP | 0.642 < 0.001 | 0.107 < 0.001 | LCC→AP by CMV with SOE | Mediation |
| PTS→SOE | 0.277 < 0.001 | SOE→AP | 0.642 < 0.001 | 0.035 < 0.001 | PTS→AP by CMV with SOE | Mediation |
| SPBS→SOE | 0.266 < 0.01 | SOE→AP | 0.642 < 0.001 | –0.040 < 0.01 | SPBS→AP by CMV with SOE | Mediation |
Response variable: academic performance (AP). CMV, controlling mediation variable; IV, independent variable; MV, mediation variable; DV, dependent variable; Ns, not significantmeta.