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A Study of Online Behavioural Data Analysis and Teaching Intervention Strategies for College English Learners

Hui Zhang

Hui Zhang

School of Foreign Languages, Sichuan University Jinjiang CollegeMeishan, China
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Zhang, Hui
  
Feb 03, 2025
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Published Online: Feb 03, 2025
Received: Oct 01, 2024
Accepted: Jan 06, 2025
DOI: https://doi.org/10.2478/amns-2025-0017
Keywords
© 2025 Hui Zhang, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.

Figure 1.

Student interaction network diagram
Student interaction network diagram

Figure 2.

The course page browsing frequency chart
The course page browsing frequency chart

Figure 3.

List of course page browsing times statistics
List of course page browsing times statistics

Figure 4.

The course page is less than 1,000
The course page is less than 1,000

Figure 5.

The course page is more than 1,000
The course page is more than 1,000

Figure 6.

The course studies the overall time distribution
The course studies the overall time distribution

Figure 7.

The overall discussion of the situation statistics
The overall discussion of the situation statistics

Figure 8.

English learners behavior clustering
English learners behavior clustering

Figure 9.

English learner online behavior data clustering results
English learner online behavior data clustering results

Students and students interaction two dimensional matrices

S1 S2 S3 S4 S5 S6 …… T
S1 0 1 0 0 1 0 …… 2
S2 0 0 2 1 0 0 …… 4
S3 2 0 0 0 1 0 …… 6
S4 1 2 0 0 0 0 …… 4
S5 0 0 1 0 1 0 …… 2
S6 1 1 0 0 0 1 …… 3
…… …… …… …… …… …… …… …… ……
T 2 3 3 4 3 2 …… 0

Relative proximity to central analysis

English learner Short cut Proximity center English learner Short cut Proximity center
18 224 0.29 23 231 0.272
30 224 0.29 39 231 0.272
10 224 0.29 47 231 0.272
33 224 0.29 44 291 0.262
13 225 0.289 25 231 0.272
22 225 0.289 38 231 0.272
5 225 0.289 45 232 0.271
1 225 0.289 53 232 0.271
32 226 0.288 48 232 0.271
17 227 0.286 58 232 0.271
12 226 0.286 56 233 0.27
15 227 0.286 46 253 0.27
60 227 0.286 37 233 0.27
16 227 0.286 40 233 0.27
34 227 0.286 49 2353 0.27
20 227 0.286 28 293 0.27
29 228 0.285 59 234 0.269
31 228 0.285 54 234 0.269
36 228 0.285 50 235 0.267
55 228 0.285 42 236 0.266
19 228 0.285 43 238 0.264
3 228 0.285 52 239 0.263
27 228 0.285 57 299 0.263
18 224 0.29 23 231 0.272
30 224 0.29 39 231 0.272
10 224 0.29 47 231 0.272
33 224 0.29 44 291 0.262
13 225 0.289 25 231 0.272
22 225 0.289 38 231 0.272

Online learning behavior characteristics

Feature category Behavior characteristics Code
Course access Online completion learning OCD
Online submission task OCN
After class PT
After class PMN
Video viewing Online view ST
Online learning LWT
Job performance Whether homework is repeated SVN
Job submission moment OCPN
Is the assignment submitted OCRN
Finish your homework online OTPN
Interaction situation Reply online OTRN
Interactive online learning LIN
After class PPN
After-school reply PRN

Relative point center analysis

English learner Point of point Point of entry Point center English learner Point of point Point of entry Point center
2 20 49 0.57 56 10 9 0.15
14 19 31 0.41 6 7 11 0.14
26 27 14 0.34 39 12 6 0.14
4 26 11 0.3 45 13 5 0.14
11 17 20 29.01 52 9 9 0.14
8 20 11 0.25 61 10 8 0.14
13 14 17 0.25 26 10 7 0.14
18 14 17 0.25 29 9 8 0.14
24 25 16 0.25 37 8 9 0.14
22 18 12 23.01 42 8 9 0.14
33 15 15 0.24 47 6 11 0.14
5 19 10 0.24 24 5 11 0.13
30 13 15 0.23 40 7 8 0.12
10 15 12 0.23 54 9 6 0.12
15 13 14 0.22 36 6 8 0.11
20 20 7 0.22 46 7 7 0.11
32 13 20 0.22 48 8 6 0.11
21 16 10 0.21 49 8 6 0.11
27 13 14 0.21 57 5 9 0.11
1 20 5 0.2 59 8 6 0.11
12 13 13 0.2 38 6 7 0.1
19 13 2 0.2 41 6 7 0.1
16 16 10 0.19 50 6 7 0.1
3 12 11 0.19 55 9 4 0.1
17 11 11 0.18 60 6 7 0.1
7 12 9 0.17 51 7 5 0.09
9 10 11 0.17 43 4 5 0.07
31 8 13 0.27 44 3 4 0.05
34 12 9 0.17 53 4 3 0.05

Relative intermediate analysis

English learner Betweenners Relative central degree English learner Betweenners Relative central degree
2 50.226 0.029 31 9.327 0.001
4 29.1 0.018 55 8.853 0.006
24 29.257 0.016 20 8.46 0.006
14 24.383 0.015 21 7.71 0.005
50 22.433 0.014 29 7.26 0.005
18 20.583 0.013 51 7.21 0.005
10 20.3 0.012 39 5.677 0.004
26 20.133 0.012 23 5.51 0.004
13 19.85 0.012 25 5.427 0.004
8 18.526 0.011 48 5.343 0.004
33 16.38 0.01 35 5.26 0.004
22 16.217 0.01 53 5.177 0.004
5 15.6 0.01 44 4.627 0.004
17 15.183 0.01 45 4.593 0.004
52 14.993 0.009 93 4.51 0.004
11 14.693 0.009 47 4.127 0.003
16 14.267 0.009 40 2.927 0.003
34 14.217 0.009 56 2.01 0.002
12 14.1 0.009 58 2.427 0.002
60 13.68 0.009 49 2.377 0.002
36 12.68 0.008 59 2.32 0.002
15 12.183 0.008 37 2.26 0.002
1 11.017 0.007 54 2.01 0.002
27 10.633 0.007 28 1.577 0.002
41 10.183 0.007 50 1.653 0.002
19 9.767 0.006 46 1.593 0.002
6 9.66 0.006 42 0.76 0.001
9 9.6 0.006 43 0.01 0.001
7 9.6 0.006 52 0.01 0.001

Density analysis

1 2 3
Avg Value Std Dev Avg Wed Degree
0.207 0.658 12.393
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