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. 2022 Mar 8;42:100950. doi: 10.1016/j.tmp.2022.100950

Table 5.

Kano model analysis results.

Attribute M O A I R Q Kano CS CD Sum
Before the event
B1. Event information 48.84 15.03 22.25 9.83 2.31 1.73 M 0.39 −0.67 −0.28
B2. Online ticketing system 26.59 32.37 23.99 13.01 2.60 1.45 O 0.59 −0.61 −0.03
B3. Hygiene/sanitation information 34.68 9.83 23.99 28.32 2.02 1.16 M 0.35 −0.46 −0.11
B4. Event safety information 38.73 8.38 17.63 32.37 2.31 0.58 M 0.27 −0.49 −0.22
B5. Contact information 25.43 7.80 16.18 45.95 2.89 1.73 I 0.25 −0.35 −0.10
During the event
D1. Location 31.21 8.09 13.58 42.20 3.47 1.45 I 0.23 −0.41 −0.19
D2. Parking 47.11 21.39 12.14 15.61 2.60 1.16 M 0.35 −0.71 −0.36
D3. Admission fee 29.77 39.60 15.32 11.27 3.18 0.87 O 0.57 −0.72 −0.15
D4. On-site ticket sales 29.19 39.88 11.27 15.90 2.02 1.73 O 0.53 −0.72 −0.19
D5. Access control system 28.03 37.86 12.72 16.18 3.76 1.45 O 0.53 −0.70 −0.16
D6. Security screening 12.14 12.43 17.92 53.47 2.89 1.16 I 0.32 −0.26 0.06
D7. Health/safety services 41.33 8.09 15.61 32.66 1.73 0.58 M 0.24 −0.42 −0.17
D8. Information desk 26.01 10.40 21.97 36.42 3.47 1.73 I 0.34 −0.38 −0.04
D9. Way finding 18.79 8.09 10.69 58.09 3.18 1.16 I 0.20 −0.28 −0.08
D10. Security personnel 36.42 9.54 19.94 31.21 2.31 0.58 M 0.30 −0.47 −0.17
D11. Uniqueness 20.23 25.14 45.38 8.09 0.87 0.29 A 0.71 −0.46 0.25
D12. Entertainment 31.79 28.03 25.14 13.01 0.58 1.45 M 0.54 −0.61 −0.07
D13. Amusement 16.18 22.54 47.40 11.27 1.73 0.87 A 0.72 −0.40 0.32
D14. Food 13.87 47.98 18.21 16.47 3.18 0.29 O 0.69 −0.64 0.04
D15. Healthy food options 9.54 11.56 52.02 19.08 6.65 1.16 A 0.69 −0.23 0.46
D16. Food prices 21.68 46.24 17.63 9.25 4.34 0.87 O 0.67 −0.72 −0.04
D17. Kiosks 16.47 9.25 52.60 15.90 4.34 1.45 A 0.66 −0.27 0.38
D18. Restrooms 58.09 9.25 10.40 16.47 4.91 0.87 M 0.21 −0.71 −0.51
D19. Handwashing options 47.40 7.23 12.43 26.59 5.20 1.16 M 0.21 −0.58 −0.37
D20. Atmosphere/ambiance 19.65 23.70 40.46 13.01 2.31 0.87 A 0.66 −0.45 0.21
D21. Fair grounds 29.77 12.14 19.36 34.10 3.18 1.45 I 0.33 −0.44 −0.11
D22. Rest areas 15.90 8.09 50.29 20.52 2.89 2.31 A 0.62 −0.25 0.36
D23. Design 28.32 8.38 32.37 27.75 2.31 0.87 A 0.42 −0.37 0.05
D24. Signage 20.81 45.95 8.96 21.68 2.02 0.58 O 0.56 −0.68 −0.12
D25. Crowd control 26.88 8.67 17.05 41.04 3.76 2.60 I 0.27 −0.38 −0.10
D26. Organization 22.54 39.02 21.39 12.72 2.89 1.45 O 0.63 −0.64 −0.01
D27. Event implementation 35.26 36.13 10.40 16.47 1.45 0.29 O 0.47 −0.73 −0.25
D28. Event staff 48.55 11.56 29.48 8.09 1.73 0.58 M 0.42 −0.62 −0.20
D29. Security 41.62 11.85 15.03 27.17 2.89 1.45 M 0.28 −0.56 −0.28
D30. First aid/EMT 30.92 8.09 19.08 38.73 2.60 0.58 I 0.28 −0.40 −0.12
D31. Hydration stations 28.32 11.27 34.68 21.68 3.18 0.87 A 0.48 −0.41 0.07
D32. Facility maintenance 29.77 8.09 21.39 35.26 4.05 1.45 I 0.31 −0.40 −0.09
D33. Cleaning/disinfection 35.55 4.62 24.57 30.92 3.18 1.16 M 0.31 −0.42 −0.11
D34. Physical distancing 30.64 7.80 18.50 39.60 2.60 0.87 I 0.27 −0.40 −0.13
D35. Daily event information 28.03 8.96 17.63 43.06 2.02 0.29 I 0.27 −0.38 −0.11
D36. Waste management 26.59 44.80 13.58 9.54 3.76 1.73 O 0.62 −0.76 −0.14
D37. Safety 58.67 7.23 19.08 12.14 2.31 0.58 M 0.27 −0.68 −0.41



After the event
A1. Multiple exits 8.67 14.16 27.17 45.66 3.47 0.87 I 0.43 −0.24 0.19
A2. Safe controlled crowd 34.39 8.09 23.41 29.19 3.76 1.16 M 0.33 −0.45 −0.12
A3. Security personnel 38.73 9.54 16.18 30.06 4.05 1.45 M 0.27 −0.51 −0.24
A4. Well-lit parking lot 36.43 11.27 22.54 26.88 2.60 0.29 M 0.34 −0.49 −0.14
A5. Shuttle service 13.01 9.25 52.60 20.52 2.89 1.73 A 0.64 −0.23 0.41
A6. Updated information 29.19 3.18 23.12 43.06 0.87 0.58 I 0.27 −0.33 −0.06

Proportions of respondents who fall into each category are shown in the table: M = Must-be, O=One-dimensional, A = Attractive, I=Indifferent, R = Reverse, Q = Questionable results.