Perceptions of “Sports for All” Instructor Competence in the Republic of Korea: A Big Data Analysis Approach
Abstract
:1. Introduction
2. Materials and Methods
2.1. Data Collection
2.2. Study Procedure
2.3. Statistical Analysis
2.4. Research Integrity
3. Results
3.1. Word Frequency, TF–IDF, and Degree Centrality Analyses
3.2. Semantic Network Analysis
3.3. Sentiment Analysis
3.4. Big Data Analysis Categorization
4. Discussion
4.1. Instructor License for Sports for All
4.2. Sports for All Instructor Competence
4.3. Competency Training and Sentiment Analysis
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Rank | Word | Frequency | Word | TF–IDF | Word | DC |
---|---|---|---|---|---|---|
1 | Sport instructor | 3552 | Sport | 1123.12 | Sport instructor | 0.199 |
2 | License | 1177 | PE | 1066.25 | License | 0.101 |
3 | Sport | 1003 | Qualification | 1037.35 | Sport | 0.087 |
4 | PE | 926 | Acquisition | 1017.75 | Exercise | 0.077 |
5 | Qualification | 887 | License | 1009.31 | PE | 0.071 |
6 | Acquisition | 802 | Coaching | 934.03 | Education | 0.068 |
7 | Coaching | 665 | Qualified training | 930.42 | Qualification | 0.066 |
8 | Exercise | 647 | Exercise | 928.43 | Competence | 0.063 |
9 | Professional | 635 | Coach | 904.86 | Professional | 0.059 |
10 | Coach | 614 | Test | 857.70 | Test | 0.055 |
11 | Test | 582 | Written test | 854.34 | Sports for all | 0.054 |
12 | Sports for all | 570 | Sports for all | 854.27 | Coach | 0.054 |
13 | Competence | 562 | Education | 827.10 | Acquisition | 0.051 |
14 | Written test | 550 | Administrative work | 798.48 | Coaching | 0.048 |
15 | Health | 505 | Health | 793.98 | Instructor | 0.046 |
16 | Qualified training | 500 | Professional | 780.77 | Trainer | 0.046 |
17 | Education | 499 | Instructor | 687.63 | Health | 0.045 |
18 | Administrative work | 389 | Senior | 653.45 | Connection | 0.044 |
19 | Senior | 367 | Competence | 653.18 | Notice | 0.043 |
20 | Connection | 326 | Employment | 650.00 | Employment | 0.042 |
21 | Administration | 320 | Trainer | 647.97 | Written test | 0.040 |
22 | Development competence | 310 | Practice | 622.68 | Practice | 0.039 |
23 | Instructor | 309 | Connection | 617.48 | Bodybuilding | 0.033 |
24 | Employment | 301 | Society | 611.89 | Center | 0.032 |
25 | Disability | 297 | Disability | 598.09 | Study | 0.031 |
26 | Practice | 289 | Administration | 578.47 | Sport event | 0.031 |
27 | Trainer | 276 | Swimming | 565.62 | Department | 0.031 |
28 | Youth | 275 | Development competence | 559.33 | Pass | 0.030 |
29 | Notice | 262 | Notice | 555.71 | Principles of PE | 0.030 |
30 | Society | 258 | Bodybuilding | 532.42 | Administration | 0.029 |
31 | Manager | 246 | Youth | 529.28 | Qualified training | 0.029 |
32 | Bodybuilding | 237 | Principles of PE | 519.76 | Major | 0.028 |
33 | Center | 223 | Center | 515.76 | Get a job | 0.027 |
34 | Object | 221 | Sport event | 515.18 | Matter | 0.027 |
35 | Sport event | 206 | Manager | 512.66 | Fitness | 0.026 |
36 | Swimming | 205 | Department | 495.91 | Program | 0.026 |
37 | Principles of PE | 195 | Holder | 479.84 | Swimming | 0.026 |
38 | Department | 195 | Object | 465.64 | Subject | 0.026 |
39 | Holder | 186 | Rehabilitation | 457.81 | Holder | 0.025 |
40 | Practice-oral test | 180 | Fitness | 456.10 | Student | 0.025 |
41 | Rehabilitation | 179 | Oral test | 437.36 | Guide | 0.024 |
42 | Psychological training | 167 | Subject | 431.16 | Senior | 0.024 |
43 | Condition | 165 | Practice-oral test | 415.28 | Career | 0.023 |
44 | Age | 163 | Study | 409.41 | Society | 0.023 |
45 | Oral test | 158 | Psychological training | 394.05 | Development competence | 0.023 |
46 | Fitness | 156 | Condition | 391.32 | Take test | 0.023 |
47 | Subject | 148 | Take test | 389.53 | Work | 0.022 |
48 | Take test | 143 | Age | 388.57 | Disability | 0.022 |
49 | Institution | 138 | Sport instructor | 383.63 | Association | 0.022 |
50 | Pass | 133 | Program | 380.71 | School | 0.021 |
51 | Major | 129 | Pass | 358.60 | Athlete | 0.021 |
52 | Guide | 127 | Major | 357.43 | Job | 0.020 |
53 | Career | 124 | Institution | 348.10 | Idea | 0.020 |
54 | Matter | 107 | Guide | 331.23 | Oral test | 0.020 |
55 | Get a job | 105 | Get a job | 315.53 | Graduation | 0.020 |
56 | Athlete | 102 | Career | 313.84 | Rehabilitation | 0.019 |
57 | Student | 99 | Matter | 308.37 | Individual | 0.019 |
58 | Special treatment | 93 | Athlete | 297.69 | Special treatment | 0.017 |
59 | Work | 89 | Industry | 290.96 | Game | 0.017 |
60 | Development | 89 | Work | 288.02 | Industry | 0.017 |
61 | Association | 88 | Association | 278.94 | Development | 0.016 |
62 | Industry | 87 | Special treatment | 278.91 | Duty | 0.016 |
63 | Reward | 86 | Development | 276.10 | Manager | 0.016 |
64 | Game | 86 | Safety | 275.45 | Schedule | 0.016 |
65 | Safety | 85 | Reward | 270.91 | Career path | 0.016 |
66 | Graduation | 83 | Job | 269.28 | Institution | 0.014 |
67 | Idea | 83 | Game | 269.21 | Object | 0.014 |
68 | Qualifying examination | 81 | Student | 269.07 | Facilities | 0.013 |
69 | Job | 79 | Welfare | 263.85 | Youth | 0.013 |
70 | Schedule | 78 | Qualifying examination | 262.60 | Physical | 0.012 |
71 | School | 78 | Graduation | 259.28 | Safety | 0.012 |
72 | Welfare | 76 | Idea | 257.39 | Reward | 0.011 |
73 | Career path | 75 | Schedule | 254.64 | Qualifying examination | 0.011 |
74 | Duty | 74 | School | 251.29 | Welfare | 0.011 |
75 | Physical | 70 | Physical | 246.84 | Administrative work | 0.010 |
76 | Individual | 66 | Career path | 245.51 | Practice-oral test | 0.005 |
77 | Facilities | 66 | Duty | 236.66 | Athletic association | 0.004 |
78 | Athletic association | 65 | Facilities | 220.94 | Psychological training | 0.001 |
79 | Study | 64 | Athletic association | 219.84 | Age | 0.001 |
80 | Program | 62 | Individual | 218.84 | Condition | 0.001 |
No | Group | Word |
---|---|---|
1 | Necessary field and ability | Professional, center, youth, principles of physical education, program, education, development, student, heath, manager, welfare, sport, disability, institution, senior, exercise, society, rehabilitation, department, industry |
2 | Necessary competence | Practice-oral test, qualified training, psychological training, administrative work, coaching, study, acquisition, condition, age, development competence, competence, object, administration, job, written test, qualification |
3 | Acquisition field | License, subject, sport instructor, qualifying examination, career path, get a job, sport event, schedule |
4 | Acquisition purpose | Physical, sports for all, graduation, association, individual, physical education, guide, major, connection, athlete, school |
5 | Sports institution | Game, athletic association, matter, coach, notice, duty |
6 | Qualification examination | Oral test, practice, test, pass |
7 | Necessary institution | Employment, work, career, special treatment, instructor, safety, reward, swimming, holder, facilities |
8 | Job | Bodybuilding, trainer, take test, fitness, sports for all |
Division | Contents | Rate (%) | |
---|---|---|---|
Positive | 677/894 | 73.89 | |
Negative | 217/894 | 26.11 | |
Positive word | Frequency | Negative word | Frequency |
Good | 127 | Sadness | 76 |
Recommendation | 58 | Hard | 8 |
Thanks | 35 | Sorry | 7 |
Excellent | 30 | Blame oneself | 5 |
Happiness | 26 | Concern | |
Special | 23 | Difficult | |
Satisfaction | 18 | Lack | 4 |
Wish | 16 | No idea | |
Fresh | 15 | Hard | |
Fine | Give up | ||
Growth | Depressed | ||
Stable | 14 | Heavy | |
Smile | Inconvenience | ||
Best | 13 | Not much | 3 |
Expectation | Hate | ||
Innovative | 11 | Nervous |
Title | CONCOR Factor | Word |
---|---|---|
Qualification system for sport instructor | Acquisition field, acquisition purpose, qualification examination, necessary institution, job | License, subject, sport instructor, qualifying examination, career path, get a job, sport event, schedule, physical, sports for all, graduation, association, individual, physical education, guide, major, connection, athlete, school, oral test, practice, test, pass, employment, work, career, special treatment, instructor, safety, reward, swimming, holder, facilities, bodybuilding, trainer, take test, fitness, sports for all |
Coaching competence | Necessary field and ability, necessary competence | Professional, center, youth, principles of physical education, program, education, development, student, health, manager, welfare, sport, disability, institution, senior, exercise, society, rehabilitation, department, industry, practice oral test, qualified training, psychological training, administrative work, coaching, study, acquisition, condition, age, development competence, competence, object, administration, job, written test, qualification |
Development competence | Sports institution | Game, athletic association, matter, coach, notice, duty |
Emotion | Positive, negative | Good, recommendation, thanks, excellent, happiness, special, satisfaction, wish, fresh, fine, growth, stable, smile, best, expectation, innovative, sadness, hard, sorry, blame oneself, concern, difficult, lack, no idea, hard, give up, depressed, heavy, inconvenience, not much, hate, nervous |
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Jang, J.; So, W.-Y. Perceptions of “Sports for All” Instructor Competence in the Republic of Korea: A Big Data Analysis Approach. Sustainability 2023, 15, 14788. https://doi.org/10.3390/su152014788
Jang J, So W-Y. Perceptions of “Sports for All” Instructor Competence in the Republic of Korea: A Big Data Analysis Approach. Sustainability. 2023; 15(20):14788. https://doi.org/10.3390/su152014788
Chicago/Turabian StyleJang, Jusun, and Wi-Young So. 2023. "Perceptions of “Sports for All” Instructor Competence in the Republic of Korea: A Big Data Analysis Approach" Sustainability 15, no. 20: 14788. https://doi.org/10.3390/su152014788
APA StyleJang, J., & So, W. -Y. (2023). Perceptions of “Sports for All” Instructor Competence in the Republic of Korea: A Big Data Analysis Approach. Sustainability, 15(20), 14788. https://doi.org/10.3390/su152014788