Otwarty dostęp

The Role of Data-Driven Instructional Models in the Development of Students’ Critical Thinking Skills in Core Literacy Education

  
17 mar 2025

Zacytuj
Pobierz okładkę

Figure 1.

The theoretical model of students’ critical thinking ability development
The theoretical model of students’ critical thinking ability development

Figure 2.

Normal distribution
Normal distribution

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, x¯±ss\[\bar{x}\pm \text{s}\]) 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
Język:
Angielski
Częstotliwość wydawania:
1 razy w roku
Dziedziny czasopisma:
Nauki biologiczne, Nauki biologiczne, inne, Matematyka, Matematyka stosowana, Matematyka ogólna, Fizyka, Fizyka, inne