| Literature DB >> 30530449 |
Sarah Edney1, Svetlana Bogomolova2, Jillian Ryan3, Tim Olds1, Ilea Sanders1, Carol Maher1.
Abstract
BACKGROUND: The popularity and reach of social media make it an ideal delivery platform for interventions targeting health behaviors, such as physical inactivity. Research has identified a dose-response relationship whereby greater engagement and exposure are positively associated with intervention effects, hence enhancing engagement will maximize the potential of these interventions.Entities:
Keywords: engagement; physical activity; social media
Mesh:
Year: 2018 PMID: 30530449 PMCID: PMC6305879 DOI: 10.2196/10911
Source DB: PubMed Journal: J Med Internet Res ISSN: 1438-8871 Impact factor: 5.428
Number of followers, mean engagement per platform and by platform and brand.
| Platform brand | Followers | Posts, nb | Likes, mean (SD) | Comments/replies, mean (SD) | Shares/retweets, mean (SD) | Engagementa, mean | |
| Fitbit | 1,846,974 | 62 | 18.3 (14.7) | 6.1 (5.8) | 0.5 (2.4) | 24.9 | |
| Garmin | 1,470,340 | 84 | 68.4 (153.1) | 4.7 (15.7) | 5.3 (26.7) | 78.4 | |
| Total | — | 146 | 47.1 (118.9) | 5.3 (12.5) | 3.3 (20.4) | 55.6 | |
| Fitbit | 313,000 | 156 | 84.2 (44.3) | 3.8 (11.5) | 35.6 (17.9) | 123.6 | |
| Garmin | 130,000 | 79 | 29.1 (40.8) | 1.4 (3.4) | 9.2 (14.2) | 39.7 | |
| Total | — | 235 | 65.7 (50.3) | 3.0 (9.7) | 26.7 (20.9) | 95.4 | |
| Fitbit | 415,581 | 58 | 4537.4 (1408.4) | 113.4 (72.4) | — | 4650.8 | |
| Garmin | 260,864 | 70 | 3886.9 (1357.6) | 21.5 (18.6) | — | 3908.3 | |
| Total | — | 128 | 4181.6 (1413.3) | 63.1 (68.2) | — | 4244.8 | |
aTotal engagement is the sum of the mean number of “likes,” “comments,” and “shares” per post.
Figure 1Use of creative elements by Fitbit and Garmin across Facebook, Twitter, and Instagram social media posts. Creative elements appearing in <5% for both Fitbit and Garmin are omitted. Significant differences between Fitbit and Garmin in use of a creative element are included in bold. Creative elements below the identity line are characteristic of Fitbit, while those above the identity line are characteristic of Garmin. The dotted lines connect creative elements that are polar opposites.
Multivariate negative binomial regression analyses of creative elements as predictors of “total engagement.”
| Creative elementsa | Bb | SE | IRRc | |||||
| Intercepta | 4.371 | .117 | .000 | 79.107 | ||||
| New or improved | 0.618 | .094 | .000 | 1.856 | ||||
| Product in image | 0.238 | .075 | .001 | 1.269 | ||||
| Self-improvement | 0.179 | .070 | .010 | 1.196 | ||||
| Aesthetic claims | –0.441 | .115 | .000 | 0.643 | ||||
| Components or contents | –0.595 | .074 | .000 | 0.552 | ||||
| Outdoor wilderness | –0.378 | .108 | .000 | 0.685 | ||||
| Outdoor nature | –0.469 | .121 | .000 | 0.626 | ||||
| Outdoor cityscape | –0.175 | .105 | .096 | 0.840 | ||||
| Indoor setting | –0.109 | .092 | .234 | 0.897 | ||||
| Special offer or event | –0.247 | .079 | .002 | 0.781 | ||||
| Text over image | –0.312 | .100 | .002 | 0.732 | ||||
| Close up image | –0.261 | .081 | .001 | 0.770 | ||||
| Image view through own eyes | 0.033 | .100 | .745 | 1.033 | ||||
| User experience | –0.242 | .106 | .022 | 0.785 | ||||
| Children present | –0.332 | .218 | .128 | 0.718 | ||||
| Exercise or physical activity | 0.111 | .068 | .104 | 1.118 | ||||
aPlatform (Facebook, Twitter, and Instagram) included in the final model as a covariate, only creative elements with a P<.1 and that changed the main effects by 10% were retained in the final model.
bB: beta coefficient.
cIRR: incidence rate ratio (is the exponentiation of the regression coefficient, which equates to the odds ratio).
dReference category: no setting.
eReference category: audience not present.