Influence of usage and demographic variables on social media marketing communications in terms of teenagers’ attitude component phases
| Independent variables | Awareness | Knowledge | Liking | Preference | Intention-to-purchase | Purchase | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M | SE | p | M | SE | p | M | SE | p | M | SE | p | M | SE | p | M | SE | p | |
| Access | ||||||||||||||||||
| Mobile Device | 3.29 | 0.026 | 0.000* | 3.28 | 0.025 | 0.000* | 3.16 | 0.026 | 0.000* | 3.08 | 0.025 | 0.000* | 2.81 | 0.027 | 0.768 | 2.77 | 0.022 | 0.295 |
| PC | 3.12 | 0.039 | (1 & 3)-(2)a | 3.19 | 0.038 | (1 & 3)-(2)a | 3.10 | 0.041 | (1)-(3)a | 2.98 | 0.038 | (1)-(2 & 3)a | 2.85 | 0.051 | 2.79 | 0.042 | ||
| Mobile Device & PC | 3.35 | 0.027 | 3.37 | 0.026 | 3.04 | 0.028 | 3.01 | 0.026 | 2.82 | 0.030 | 2.80 | 0.025 | ||||||
| Length of usage | ||||||||||||||||||
| ≤1 year | 3.14 | 0.031 | 0.000* | 3.16 | 0.030 | 0.000* | 3.08 | 0.034 | 0.817 | 2.98 | 0.031 | 0.192 | 2.94 | 0.040 | 0.000* | 2.83 | 0.033 | 0.002** |
| 2 years | 3.24 | 0.032 | (2, 4, 5)-(1)a | 3.33 | 0.031 | (2, 3, 4, 5)-(1)a | 3.10 | 0.032 | 3.02 | 0.030 | 2.86 | 0.035 | (1)-(4 & 5)a | 2.82 | 0.029 | (1 & 2)-(5)b | ||
| 3 years | 3.22 | 0.031 | 3.26 | 0.030 | 3.11 | 0.031 | 3.04 | 0.029 | 2.85 | 0.034 | 2.79 | 0.028 | ||||||
| 4 years | 3.34 | 0.034 | 3.30 | 0.033 | 3.11 | 0.034 | 3.06 | 0.031 | 2.80 | 0.037 | (2 & 3)-(5)a | 2.79 | 0.030 | |||||
| ≥5 years | 3.32 | 0.034 | 3.33 | 0.033 | 3.09 | 0.034 | 3.02 | 0.032 | 2.69 | 0.037 | 2.71 | 0.030 | ||||||
| Log-on frequency | ||||||||||||||||||
| Daily | 3.29 | 0.023 | 0.180 | 3.29 | 0.022 | 0.451 | 3.13 | 0.023 | 0.183 | 3.04 | 0.022 | 0.346 | 2.87 | 0.026 | 0.143 | 2.82 | 0.022 | 0.107 |
| 2-4 times a week | 3.27 | 0.029 | 3.30 | 0.029 | 3.08 | 0.029 | 3.05 | 0.027 | 2.90 | 0.033 | 2.85 | 0.027 | ||||||
| Once a week | 3.23 | 0.038 | 3.25 | 0.037 | 3.08 | 0.038 | 2.97 | 0.035 | 2.82 | 0.041 | 2.82 | 0.033 | ||||||
| 2-4 times a month | 3.31 | 0.049 | 3.33 | 0.047 | 3.16 | 0.054 | 3.03 | 0.050 | 2.76 | 0.064 | 2.77 | 0.053 | ||||||
| Once a month | 3.16 | 0.063 | 3.23 | 0.061 | 3.04 | 0.065 | 3.02 | 0.061 | 2.80 | 0.069 | 2.70 | 0.056 | ||||||
| Log-on duration | ||||||||||||||||||
| ≤1 h | 3.22 | 0.028 | 0.000* | 3.21 | 0.027 | 0.001* | 2.99 | 0.027 | 0.000* | 2.96 | 0.025 | 0.000* | 2.61 | 0.029 | 0.000* | 2.68 | 0.024 | 0.000* |
| 2 h | 3.33 | 0.030 | (2 & 3)-(1)a | 3.28 | 0.029 | (3)-(1)a | 3.04 | 0.032 | (3, 4, 5)-(1)a | 3.00 | 0.029 | (3 & 5)-(1)a | 2.82 | 0.033 | (2, 3, 4, 5)-(1)a | 2.78 | 0.027 | (2, 3, 4, 5)-(1)a |
| 3 h | 3.32 | 0.032 | 3.34 | 0.031 | 3.12 | 0.034 | 3.06 | 0.031 | 2.84 | 0.037 | 2.79 | 0.031 | ||||||
| 4 h | 3.15 | 0.038 | (2)-(4 & 5)a | 3.28 | 0.037 | 3.15 | 0.042 | (5)-(2)a | 3.03 | 0.039 | 2.92 | 0.049 | 2.82 | 0.041 | (5)-(2)a | |||
| ≥5 h | 3.22 | 0.038 | 3.27 | 0.036 | 3.19 | 0.037 | 3.08 | 0.035 | 2.94 | 0.044 | 2.88 | 0.036 | ||||||
| Profile update incidence | ||||||||||||||||||
| Daily | 3.33 | 0.032 | 0.000* | 3.29 | 0.031 | 0.009** | 3.08 | 0.033 | 0.006** | 3.02 | 0.030 | 0.001* | 2.88 | 0.036 | 0.000* | 2.85 | 0.030 | 0.000* |
| 2-4 times a week | 3.30 | 0.033 | (1, 2, 3)-(4)a | 3.31 | 0.032 | (2 & 3)-(4)b | 3.16 | 0.033 | (2)-(4)b | 3.08 | 0.031 | (2)-(5)a | 2.89 | 0.036 | (1, 2, 3, 4)-(5)a | 2.85 | 0.030 | (1)-(3 & 5)a |
| Once a week | 3.27 | 0.032 | 3.32 | 0.031 | 3.13 | 0.032 | 3.03 | 0.030 | 2.84 | 0.036 | 2.76 | 0.030 | ||||||
| 2-4 times a month | 3.08 | 0.034 | 3.20 | 0.032 | 3.05 | 0.037 | 3.05 | 0.035 | 2.84 | 0.043 | 2.77 | 0.035 | (2)-(3 & 5)a | |||||
| Once a month | 3.27 | 0.032 | 3.27 | 0.031 | 3.07 | 0.031 | 2.95 | 0.029 | 2.69 | 0.034 | 2.71 | 0.028 | ||||||
| Gender | ||||||||||||||||||
| Male | 3.24 | 0.026 | 0.616 | 3.28 | 0.025 | 0.722 | 3.07 | 0.027 | 0.002** | 3.02 | 0.026 | 0.965 | 2.82 | 0.031 | 0.441 | 2.79 | 0.025 | 0.717 |
| Female | 3.26 | 0.026 | 3.27 | 0.025 | 3.13 | 0.027 | (2)-(1)b | 3.02 | 0.025 | 2.84 | 0.030 | 2.79 | 0.025 | |||||
| Age | ||||||||||||||||||
| 13-14 years | 3.21 | 0.035 | 0.169 | 3.23 | 0.034 | 0.003** | 3.07 | 0.033 | 0.303 | 3.02 | 0.031 | 0.101 | 2.82 | 0.036 | 0.386 | 2.79 | 0.029 | 0.966 |
| 15-16 years | 3.26 | 0.027 | 3.27 | 0.026 | (3)-(1 & 2)b | 3.10 | 0.028 | 3.01 | 0.026 | 2.81 | 0.031 | 2.79 | 0.025 | |||||
| 17-18 years | 3.28 | 0.026 | 3.33 | 0.025 | 3.12 | 0.028 | 3.05 | 0.026 | 2.85 | 0.031 | 2.79 | 0.026 | ||||||
| Population group | ||||||||||||||||||
| White | 3.12 | 0.037 | 0.000* | 3.13 | 0.036 | 0.000* | 2.95 | 0.033 | 0.000* | 2.95 | 0.031 | 0.000* | 2.61 | 0.037 | 0.000* | 2.69 | 0.030 | 0.000* |
| Black | 3.27 | 0.025 | (2 & 3)-(1)a | 3.29 | 0.024 | (2, 3, 4)-(1)a | 3.24 | 0.026 | (2 & 3)-(1)a | 3.12 | 0.024 | (2 & 3)-(1)a | 3.00 | 0.033 | (2 & 3)-(1)a | 2.82 | 0.027 | (3)-(1)a |
| Colored | 3.37 | 0.026 | 3.38 | 0.025 | 3.19 | 0.025 | 3.06 | 0.023 | 3.00 | 0.028 | 2.89 | 0.023 | ||||||
| Indian/Asian | 3.24 | 0.056 | 3.31 | 0.054 | 3.02 | 0.061 | 2.97 | 0.057 | 2.70 | 0.057 | 2.76 | 0.047 | ||||||
| Independent variables | Awareness | Knowledge | Liking | Preference | Intention-to-purchase | Purchase | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M | SE | M | SE | M | SE | M | SE | M | SE | M | SE | |||||||
| Mobile Device | 3.29 | 0.026 | 0.000 | 3.28 | 0.025 | 0.000 | 3.16 | 0.026 | 0.000 | 3.08 | 0.025 | 0.000 | 2.81 | 0.027 | 0.768 | 2.77 | 0.022 | 0.295 |
| PC | 3.12 | 0.039 | (1 & 3)-(2) | 3.19 | 0.038 | (1 & 3)-(2) | 3.10 | 0.041 | (1)-(3) | 2.98 | 0.038 | (1)-(2 & 3) | 2.85 | 0.051 | 2.79 | 0.042 | ||
| Mobile Device & PC | 3.35 | 0.027 | 3.37 | 0.026 | 3.04 | 0.028 | 3.01 | 0.026 | 2.82 | 0.030 | 2.80 | 0.025 | ||||||
| ≤1 year | 3.14 | 0.031 | 0.000 | 3.16 | 0.030 | 0.000 | 3.08 | 0.034 | 0.817 | 2.98 | 0.031 | 0.192 | 2.94 | 0.040 | 0.000 | 2.83 | 0.033 | 0.002 |
| 2 years | 3.24 | 0.032 | (2, 4, 5)-(1) | 3.33 | 0.031 | (2, 3, 4, 5)-(1) | 3.10 | 0.032 | 3.02 | 0.030 | 2.86 | 0.035 | (1)-(4 & 5) | 2.82 | 0.029 | (1 & 2)-(5) | ||
| 3 years | 3.22 | 0.031 | 3.26 | 0.030 | 3.11 | 0.031 | 3.04 | 0.029 | 2.85 | 0.034 | 2.79 | 0.028 | ||||||
| 4 years | 3.34 | 0.034 | 3.30 | 0.033 | 3.11 | 0.034 | 3.06 | 0.031 | 2.80 | 0.037 | (2 & 3)-(5) | 2.79 | 0.030 | |||||
| ≥5 years | 3.32 | 0.034 | 3.33 | 0.033 | 3.09 | 0.034 | 3.02 | 0.032 | 2.69 | 0.037 | 2.71 | 0.030 | ||||||
| Daily | 3.29 | 0.023 | 0.180 | 3.29 | 0.022 | 0.451 | 3.13 | 0.023 | 0.183 | 3.04 | 0.022 | 0.346 | 2.87 | 0.026 | 0.143 | 2.82 | 0.022 | 0.107 |
| 2-4 times a week | 3.27 | 0.029 | 3.30 | 0.029 | 3.08 | 0.029 | 3.05 | 0.027 | 2.90 | 0.033 | 2.85 | 0.027 | ||||||
| Once a week | 3.23 | 0.038 | 3.25 | 0.037 | 3.08 | 0.038 | 2.97 | 0.035 | 2.82 | 0.041 | 2.82 | 0.033 | ||||||
| 2-4 times a month | 3.31 | 0.049 | 3.33 | 0.047 | 3.16 | 0.054 | 3.03 | 0.050 | 2.76 | 0.064 | 2.77 | 0.053 | ||||||
| Once a month | 3.16 | 0.063 | 3.23 | 0.061 | 3.04 | 0.065 | 3.02 | 0.061 | 2.80 | 0.069 | 2.70 | 0.056 | ||||||
| ≤1 h | 3.22 | 0.028 | 0.000 | 3.21 | 0.027 | 0.001 | 2.99 | 0.027 | 0.000 | 2.96 | 0.025 | 0.000 | 2.61 | 0.029 | 0.000 | 2.68 | 0.024 | 0.000 |
| 2 h | 3.33 | 0.030 | (2 & 3)-(1) | 3.28 | 0.029 | (3)-(1) | 3.04 | 0.032 | (3, 4, 5)-(1) | 3.00 | 0.029 | (3 & 5)-(1) | 2.82 | 0.033 | (2, 3, 4, 5)-(1) | 2.78 | 0.027 | (2, 3, 4, 5)-(1) |
| 3 h | 3.32 | 0.032 | 3.34 | 0.031 | 3.12 | 0.034 | 3.06 | 0.031 | 2.84 | 0.037 | 2.79 | 0.031 | ||||||
| 4 h | 3.15 | 0.038 | (2)-(4 & 5) | 3.28 | 0.037 | 3.15 | 0.042 | (5)-(2) | 3.03 | 0.039 | 2.92 | 0.049 | 2.82 | 0.041 | (5)-(2) | |||
| ≥5 h | 3.22 | 0.038 | 3.27 | 0.036 | 3.19 | 0.037 | 3.08 | 0.035 | 2.94 | 0.044 | 2.88 | 0.036 | ||||||
| Daily | 3.33 | 0.032 | 0.000 | 3.29 | 0.031 | 0.009 | 3.08 | 0.033 | 0.006 | 3.02 | 0.030 | 0.001 | 2.88 | 0.036 | 0.000 | 2.85 | 0.030 | 0.000 |
| 2-4 times a week | 3.30 | 0.033 | (1, 2, 3)-(4) | 3.31 | 0.032 | (2 & 3)-(4) | 3.16 | 0.033 | (2)-(4) | 3.08 | 0.031 | (2)-(5) | 2.89 | 0.036 | (1, 2, 3, 4)-(5) | 2.85 | 0.030 | (1)-(3 & 5) |
| Once a week | 3.27 | 0.032 | 3.32 | 0.031 | 3.13 | 0.032 | 3.03 | 0.030 | 2.84 | 0.036 | 2.76 | 0.030 | ||||||
| 2-4 times a month | 3.08 | 0.034 | 3.20 | 0.032 | 3.05 | 0.037 | 3.05 | 0.035 | 2.84 | 0.043 | 2.77 | 0.035 | (2)-(3 & 5) | |||||
| Once a month | 3.27 | 0.032 | 3.27 | 0.031 | 3.07 | 0.031 | 2.95 | 0.029 | 2.69 | 0.034 | 2.71 | 0.028 | ||||||
| Male | 3.24 | 0.026 | 0.616 | 3.28 | 0.025 | 0.722 | 3.07 | 0.027 | 0.002 | 3.02 | 0.026 | 0.965 | 2.82 | 0.031 | 0.441 | 2.79 | 0.025 | 0.717 |
| Female | 3.26 | 0.026 | 3.27 | 0.025 | 3.13 | 0.027 | (2)-(1) | 3.02 | 0.025 | 2.84 | 0.030 | 2.79 | 0.025 | |||||
| 13-14 years | 3.21 | 0.035 | 0.169 | 3.23 | 0.034 | 0.003 | 3.07 | 0.033 | 0.303 | 3.02 | 0.031 | 0.101 | 2.82 | 0.036 | 0.386 | 2.79 | 0.029 | 0.966 |
| 15-16 years | 3.26 | 0.027 | 3.27 | 0.026 | (3)-(1 & 2) | 3.10 | 0.028 | 3.01 | 0.026 | 2.81 | 0.031 | 2.79 | 0.025 | |||||
| 17-18 years | 3.28 | 0.026 | 3.33 | 0.025 | 3.12 | 0.028 | 3.05 | 0.026 | 2.85 | 0.031 | 2.79 | 0.026 | ||||||
| White | 3.12 | 0.037 | 0.000 | 3.13 | 0.036 | 0.000 | 2.95 | 0.033 | 0.000 | 2.95 | 0.031 | 0.000 | 2.61 | 0.037 | 0.000 | 2.69 | 0.030 | 0.000 |
| Black | 3.27 | 0.025 | (2 & 3)-(1) | 3.29 | 0.024 | (2, 3, 4)-(1) | 3.24 | 0.026 | (2 & 3)-(1) | 3.12 | 0.024 | (2 & 3)-(1) | 3.00 | 0.033 | (2 & 3)-(1) | 2.82 | 0.027 | (3)-(1) |
| Colored | 3.37 | 0.026 | 3.38 | 0.025 | 3.19 | 0.025 | 3.06 | 0.023 | 3.00 | 0.028 | 2.89 | 0.023 | ||||||
| Indian/Asian | 3.24 | 0.056 | 3.31 | 0.054 | 3.02 | 0.061 | 2.97 | 0.057 | 2.70 | 0.057 | 2.76 | 0.047 | ||||||
Notes:
Wald’s Chi-square test showed a significant difference at p < 0.001
Wald’s Chi-square test showed a significant difference at p < 0.05
Bonferroni correction pairwise comparisons’ mean difference is significant at the 0.001 level
Bonferroni correction pairwise comparisons’ mean difference is significant at the 0.05 level
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