Variables and measurements
| Variable | Definition | Proxy | Reference |
|---|---|---|---|
| Independent variable | |||
| Device types | The devices individuals use to generate MGC messages on Sina Weibo | −1 = PCs; 1 = Mobile phones | Raphaeli et al. (2017) |
| Social features | The description of social processes, interactions and the quality of interpersonal relationships in the text content of an MGC message | The ratio of social words used in an MGC message compared to the total number of words in that message | Huang et al. (2012) |
| Achievement features | The description of success and the process of pursuing success in the text content of an MGC message | The ratio of achievement-based words used in an MGC message compared to the total number of words in that message | Huang et al. (2012) |
| Dependent variable | |||
| Consumer engagement | The interaction between consumers and MGC | The total number of likes, comments and shares for each MGC record | Pezzuti et al. (2021) |
| Control variable | |||
| Picture | Whether an MGC message contains a picture or pictures | 0 = No; 1 = Yes | Lee et al. (2020) |
| Video | Whether an MGC message contains a video or videos | 0 = No; 1 = Yes | Lee et al. (2020) |
| Word count | The number of words in the text content of an MGC message | The number of words in each minute recorded for the text content of an MGC message | Fieder et al. (2018) |
| First-person pronouns' frequency | The number of first-person pronoun words in the text content of an MGC message | The ratio of first-person pronouns used in an MGC message compared to the total number of words in that message | Labrecque et al. (2020) |
| Second-person pronouns' frequency | The number of second-person pronoun words in the text content of an MGC message | The ratio of second-person pronouns used in an MGC message compared to the total number of words in that message | Labrecque et al. (2020) |
| Third-person pronouns' frequency | The number of third-person pronoun words in the text content of an MGC message | The ratio of third-person used in an MGC message compared to the total number of words in that message | Labrecque et al. (2020) |
| Affective words' frequency | The number of affective words in the text content of an MGC message | The ratio of affective words used in an MGC message compared to the total number of words in that message | Ransbotham et al. (2019) |
| Variable | Definition | Proxy | Reference |
|---|---|---|---|
| Device types | The devices individuals use to generate MGC messages on Sina Weibo | −1 = PCs; 1 = Mobile phones | |
| Social features | The description of social processes, interactions and the quality of interpersonal relationships in the text content of an MGC message | The ratio of social words used in an MGC message compared to the total number of words in that message | |
| Achievement features | The description of success and the process of pursuing success in the text content of an MGC message | The ratio of achievement-based words used in an MGC message compared to the total number of words in that message | |
| Consumer engagement | The interaction between consumers and MGC | The total number of likes, comments and shares for each MGC record | |
| Picture | Whether an MGC message contains a picture or pictures | 0 = No; 1 = Yes | |
| Video | Whether an MGC message contains a video or videos | 0 = No; 1 = Yes | |
| Word count | The number of words in the text content of an MGC message | The number of words in each minute recorded for the text content of an MGC message | |
| First-person pronouns' frequency | The number of first-person pronoun words in the text content of an MGC message | The ratio of first-person pronouns used in an MGC message compared to the total number of words in that message | |
| Second-person pronouns' frequency | The number of second-person pronoun words in the text content of an MGC message | The ratio of second-person pronouns used in an MGC message compared to the total number of words in that message | |
| Third-person pronouns' frequency | The number of third-person pronoun words in the text content of an MGC message | The ratio of third-person used in an MGC message compared to the total number of words in that message | |
| Affective words' frequency | The number of affective words in the text content of an MGC message | The ratio of affective words used in an MGC message compared to the total number of words in that message | |
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