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. 2023 Feb 6:1–19. Online ahead of print. doi: 10.1057/s41270-023-00209-7

Table 8.

Summary of hypotheses and results

Hypothesis Result
H1 Sentiment of brand tweets positively impacts store visits Brand sentiment has an inconclusive impact on foot traffic with no influence in the preferred model but a positive relationship in other models
H2 Disagreement of brand tweets negatively impacts store visits More disagreement on social media leads to more foot traffic, indicating that greater disagreement represents higher brand engagement through diverse posts
H3 Subjectivity of brand tweets negatively impacts store visits The subjectivity of social media posts has no measurable impact on retail foot traffic
H4 Popularity of a brand positively impacts store visits More tweets about a brand leads to more store visits
H5 Number of likes for brand tweets positively impacts store visits There is higher foot traffic when a brand get more likes; however, the effects are not as large compare to the per-tweet effects in H4
H6 Number of followers for a user tweeting about a brand positively impacts store visits As the number of followers per tweet mentioning a brand increases, there is virtually no impact on retail visits
H7 Recency in days from brand tweets positively impacts store visits Time has a nonlinear effect where social media activity is less impactful in the same day, more impactful after a few days, and insignificant within a week