The Role of Data-Driven Instructional Models in the Development of Students’ Critical Thinking Skills in Core Literacy Education
17 mar 2025
O artykule
Data publikacji: 17 mar 2025
Otrzymano: 17 paź 2024
Przyjęty: 28 sty 2025
DOI: https://doi.org/10.2478/amns-2025-0177
Słowa kluczowe
© 2025 Min Zhang, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
Figure 1.

Figure 2.

Data drive teaching mode key elements indicator
Observation dimension | Observation index |
---|---|
Physical space Active space | Multimedia resources |
Cognitive construction tool | |
Ac evaluation tool | |
Observation dimension Physical space Active space | Learning task |
Learning support | |
Learning community | |
Learning evaluation | |
Observation dimension | Incentive will |
Atmosphere experience |
The analysis of critical thinking and data driving mode of students
Project | Open mind | Thirst for knowledge | Cognitive maturity | Systematization | Look for the truth | Analytical ability | Self-confidence | Total score |
---|---|---|---|---|---|---|---|---|
Active space | 0.046 | 0.157*** | 0.033 | 0.122** | 0.068 | 0.042 | 0.052 | 0.113** |
Physical space | 0.017 | 0.176*** | -0.008 | 0.173** | 0.092* | 0.081 | 0.078 | 0.132** |
Psychological space | 0.041 | 0.174*** | 0.043 | 0.166** | 0.121** | 0.054 | 0.058 | 0.132** |
Total score | 0.278 | 0.192** | 0.036 | 0.174** | 0.097* | 0.063 | 0.072 | 0.151** |
Overall student statistics
Categories | Project | N | Percentage(%) |
---|---|---|---|
School | Elite school | 78 | 26 |
Quality | 131 | 43.67 | |
General | 91 | 30.33 | |
Gender | Male | 135 | 45 |
Female | 165 | 55 | |
Grade | A high | 178 | 59.33 |
High two | 122 | 40.67 | |
Home | Countryside | 145 | 48.33 |
City | 155 | 51.67 | |
Disciplines | Liberal arts | 198 | 66 |
Science | 102 | 34 |
University critical thinking is different in gender
Male(N=35) | Fmale(N=165) | T value | Sig | |||
---|---|---|---|---|---|---|
M | SD | M | SD | |||
Seek the truth | 37.81 | 6.836 | 36.13 | 4.751 | 2.084* | 0.041 |
Liberation thought | 38.99 | 5.41 | 37.21 | 4.677 | 1.137 | 0.277 |
Analytical ability | 38.93 | 6.011 | 39.18 | 5.777 | 0.522* | 0.639 |
systematization | 35.75 | 4.863 | 36.02 | 4.712 | .344 | 0.769 |
self-confidence | 38.91 | 6.398 | 36.11 | 5.493 | 2.566* | 0.011 |
Thirst for knowledge | 39.85 | 5.675 | 41.42 | 6.576 | -1.349 | 0.16 |
Cognitive maturity | 35.95 | 7.004 | 38.21 | 5.863 | -2.441* | 0.011 |
Total score | 266.19 | 35.21 | 264.28 | 27.212 | -.431 | .598 |
Students’ critical thinking majors
Science(N=102) | Liberal arts(N=198) | T value | Sig | |||
---|---|---|---|---|---|---|
M | SD | M | SD | |||
Seek the truth | 37.12 | 6.845 | 35.84 | 5.648 | 2.145* | 0.041 |
Liberation thought | 38.36 | 5.879 | 37.64 | 5.267 | 1.137 | 0.077 |
Analytical ability | 39.69 | 6.711 | 38.44 | 6.171 | 2.084* | 0.039 |
systematization | 36.08 | 5.715 | 35.84 | 5.071 | 1.123 | 0.169 |
self-confidence | 36.56 | 7.313 | 37.84 | 5.857 | -.566 | 0.011 |
Thirst for knowledge | 41.16 | 7.56 | 40.26 | 6.253 | 1.441 | 0.061 |
Cognitive maturity | 38.12 | 7.878 | 37.27 | 6.185 | 1.349 | 0.076 |
Total score | 267.09 | 25.421 | 263.13 | 32.534 | 1.898* | 0.018 |
The dimensions of each dimension and the percentage of critical thinking
Project | Score(score, |
Each dimensional score distribution [n(%)] | |||
---|---|---|---|---|---|
Negative thinking(≤30 score) | Ambiguity(31~39 score) | Positive thinking(≥40 score) | Positive thinking(≥50 score) | ||
Seek the truth | 43.25±6.09 | 32(18.2) | 48(31.2) | 78(49.3) | 11(6.2) |
Liberation thought | 51.45±2.99 | 4(2.1) | 37(24.2) | 115(71.3) | 11(6.2) |
Analytical ability | 51.24±1.13 | 4(2.1) | 48(31.2) | 97(62.1) | 16(9.6) |
systematization | 48.26±2.56 | 11(6.3) | 67(42.7) | 78(49.3) | 11(6.2) |
self-confidence | 43.52±5.72 | 22(12.2) | 79(48.51) | 61(38.3) | 9(5.8) |
Thirst for knowledge | 52.23±5.28 | 6(2.3) | 46(38.5) | 82(51.3) | 35(21.4) |
Cognitive maturity | 48.94±3.26 | 17(10.2) | 51(30.2) | 89(56.4) | 13(7.8) |
Total score | 293.14±30.6 | 0(0.0) | 67(42.8) | 96(52.9) | 4(2.1) |
Colinear diagnosis
Dimension | Eigenvalue | Conditional index | Common linear statistics | |
---|---|---|---|---|
Authorized value | Coefficient of variance expansion | |||
1 | 0.012 | 19.231 | 0.523 | 1.231 |
2 | 0.031 | 17.452 | 0.532 | 1.892 |
3 | 0.022 | 19.224 | 0.611 | 1.593 |
Regression analysis
Model | Non-standard error factor | Standard coefficientBeta | T | significance | |
---|---|---|---|---|---|
B | Standard error | ||||
Constants | 1.088 | 0.142 | 8.314 | <0.001 | |
Active space | 0.182 | 0.041 | 0.232 | 5.232 | <0.001 |
Physical space | 0.145 | 0.038 | 0.193 | 5.088 | <0.001 |
Psychological space | 0.121 | 0.036 | 0.095 | 3.145 | 0.032 |
R2 | 0.296 | ||||
F | 53.052 | ||||
P | <0.001 | ||||
Dependent variables: the total score of critical thinking in students |