| Literature DB >> 31842383 |
Anna T Rayward1,2, Corneel Vandelanotte3, Kelly Corry3, Anetta Van Itallie3, Mitch J Duncan1,2.
Abstract
Social media campaigns provide broad-reach and convenience for promoting freely-available health programs. However, their effectiveness and subsequent engagement of new users is unknown. This study aimed to assess the reach and new member registration rates resulting from a dedicated 10,000 Steps social media campaign (SMC) and to compare program engagement and time to non-usage attrition of new users from the SMC with other users. SMC reach (using Facebook, Instagram, and display advertisements engagement metrics), new-user numbers, engagement (usage of the website and its features), and time to non-usage attrition were assessed using generalized linear regression, binary logistic regression, and Cox proportion hazards regression models. During the SMC, Instagram and display advertisement impressions, Facebook reach and new daily registrations were significantly higher compared with six weeks and one year prior. There were no between-group differences in the average usage of most website/program features. Risk of non-usage attrition was higher among new users from the SMC than new users from one year prior. The SMC was effective in promoting awareness of the 10,000 Steps program. Further research to identify long-term engagement strategies and the most effective combination of social media platforms for promotion of, and recruitment to, health programs is warranted.Entities:
Keywords: e-Health; physical activity intervention; recruitment; social media
Mesh:
Year: 2019 PMID: 31842383 PMCID: PMC6950002 DOI: 10.3390/ijerph16245076
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1(a) Facebook advertisement examples; (b) Instagram advertisement example; (c) mobile display advertisement examples.
Descriptive summary of demographic characteristics and engagement with the 10,000 Steps program, by social media campaign (SMC) and Year Prior groups and combined.
| Characteristic/Engagement Parameter | Combined | SMC Group a | Same Period Year Prior to SMC Group b |
|---|---|---|---|
| M (SD), n (%) | M (SD), n (%) | M (SD), n (%) | |
| Age | 44.1 (12.2) | 44.6 (12.7) | 42.6 (10.2) |
| Gender | |||
| Female | 1296 (78.2%) | 996 (80.19%) | 300 (72.3%) |
| Male | 325 (21.61%) | 245 (19.7%) | 113 (27.23%) |
| Other | 3 (0.18%) | 1 (0.08%) | 2 (0.48%) |
| Sessions | 17.12 (30.86) | 16.33 (32.06) | 19.11 (27.56) |
| Pages viewed/session | 9.10 (5.32) | 9.03 (5.42) | 9.30 (5.04) |
| Engaged with the website at least once | 1398 (84.4%) | 1000 (80.5%) | 398 (95.9%) |
| Logged steps at least once | 1104 (66.66%) | 764 (61.5%) | 340 (81.9%) |
| Average daily step count | 9626 (4866) | 9456 (4328) | 10,006 (5885) |
| Average number of step entries | 41.95 (43.92) | 42.50 (48.66) | 40.70 (30.79) |
| Challenges | 62 (3.7%) | 54 (4.3%) | 8 (1.9%) |
| Tournaments | 893 (53.9%) | 573 (46.1%) | 320 (77.1%) |
| Friend requests received and accepted | 155 (9.4%) | 112 (9.0%) | 43 (10.4%) |
| Friend requests sent | 107 (6.5%) | 72 (5.8%) | 35 (8.4%) |
Notes: a SMC group = new Queensland 10,000 Steps users from social media campaign (21 January–3 March 2018); b Year Prior group = new Queensland users from the same time the previous year (21 January–3 March 2017).
Total numbers of registrations and social media engagement and reach by time-periods relating to SMC a.
| SMC a Metric | Same Period Year Prior to SMC a | 6 Weeks Before SMC a | During SMC a |
|---|---|---|---|
| Overall registrations | 1712 | 880 | 3141 |
| QLD registrations | 414 | 210 | 1242 |
| All new FB page likes b | |||
| Total | 48 | 42 | 461 |
| Average daily | 1.1 | 1.0 | 11.2 |
| All FB reach c | |||
| Total | 11,591 | 5266 | 391,131 |
| Average daily | 276.0 | 125.4 | 9312.6 |
| All FB engagement d | |||
| Total | 308 | 202 | 4952 |
| Average daily | 7.3 | 4.8 | 120.8 |
| Instagram Impressions | 819,192 | ||
| Display Ad impressions | |||
| Total | 577,023 | ||
| iOS | 170,694 | ||
| Android | 95,434 | ||
| Website Driver | 310,885 | ||
| Display Ad Clicks | |||
| Total | 1477 | ||
| iOS | 393 | ||
| Android | 329 | ||
| Website Driver | 755 |
Notes: a SMC = social media campaign (21 January–3 March 2018); b FB page likes = the number of new people who have liked 10,000 Steps Facebook Page; c FB reach = the number of people who had any content from, or about, the 10,000 Steps Facebook Page enter their screen. This includes posts, check-ins, ads, social information from people who interact with the 10,000 Steps Facebook Page and more; d FB engagement = the number of people who engaged with the 10,000 Steps Facebook Page, including any clicks or stories created.
Costs, impressions, and reach associated with development and delivery of the 10,000 Steps program SMC a.
| Item | Total Cost | Cost per Click | Cost per Thousand Impressions b | Clicks | Click through Rate c |
|---|---|---|---|---|---|
| Total cost | $29,062.10 | ||||
| Development costs | $4950.23 | ||||
| Advertisement delivery | $24,111.87 | ||||
| $11,668.13 d | $1.35 | $37.16 | 8656 | 1.84% | |
| Instagram e | $5000.00 | - | $6.11 | - | - |
| Display ads | $7500.00 | $5.11 | $13.09 | 1477 | 0.26% |
Note: a SMC = social media campaign; b Impression = a single view of an ad by one individual; c Click through rate = clicks per impression; d Facebook total costs include marketing promotion, adserving and optimization costs; e Instagram did not have a “call to action” option at the time of the social media campaign.
Means and differences in daily registrations a to 10,000 Steps Program between time-periods relating to SMC b.
| Registration Period | Queensland Daily Signups | ||
|---|---|---|---|
| M (95% CI) e | Between-Group |
| |
| Reference category: | 29.57 (23.15, 35.99) | ||
| 6 weeks prior to SMC c | 5.00 (3.03, 6.97) | −24.57 (−31.28, −17.86) | <0.001 |
| Same period 1 year prior to SMC d | 9.86 (7.20, 12.51) | −19.71 (−26.66, −12.77) | <0.001 |
Notes: a Daily registrations in Queensland only; b SMC = social media campaign, n = 1242; c 6 weeks prior to SMC, n = 210, d Year prior to SMC, n = 415; e M (95% CI) = mean (95% confidence interval); f Alpha = 0.05; model based on generalized linear regression using negative binomial family and identity link (since data right skewed).
Associations between groups a for participating in Challenges, Tournaments, and receiving and sending friend requests.
| Reference Category: SMC b Group | SMC b Group vs. Year Prior Group | |
|---|---|---|
| OR (95% CI) |
| |
| Participating in individual Challenges c | 0.43 (0.20, 0.91) | 0.03 |
| Participating in team Tournaments d | 3.90 (3.03, 5.04) | <0.001 |
| Receiving and accepting friend requests e | 1.09 (0.75, 1.58) | 0.67 |
| Sending friend requests e | 1.43 (0.93, 2.19) | 0.10 |
| Ever logging steps | 2.86 (2.17, 3.76) | <0.001 |
Notes: a Groups examined: SMC group and Year prior to SMC group; b SMC = social media campaign; c adjusted for Tournaments; d adjusted for Challenges; e adjusted for Tournaments and Challenges.
Means and differences between groups a,b in website usage, step counts, and steps entries.
| Engagement Metric | SMC c Group | Year Prior to SMC Group | Between-Group |
|
|---|---|---|---|---|
| M (95% CI) d | M (95% CI) d | M (95% CI) d | ||
| Sessions f | 16.27 (14.88, 17.67) | 17.00 (14.88, 17.66) | 0.73 (−1.11, 2.58) | 0.44 |
| Pages per session f | 9.02 (8.69, 9.35) | 9.31 (8.69, 9.35) | 0.29 (−0.28, 0.86) | 0.31 |
| Daily step count g | 9454.86 | 10,008.37 | 553.52 | 0.12 |
| Total step entries | 41.84 (38.87, 44.81) | 40.07 (37.43, 42.71) | −1.77 (−5.61, 2.07) | 0.37 |
Notes: a Groups examined: SMC group and Year prior to SMC group; b SMC group website usage, step counts and steps entries from 21 January to 31 December 2018, Year prior to SMC group website usage, step counts and steps entries from 21 January to 31 December 2017; c SMC = social media campaign; d M (95% CI) = mean (95% confidence interval); e Alpha 0.05; f model based on generalized linear regression using negative binomial family and identity link, adjusted for Challenges and Tournament counts; g model based on generalized linear regression using Poisson family and identity link, adjusted for Challenges and Tournament counts.
Cox proportion hazard risks for non-usage-attrition, by group and by participation in Challenges and Tournaments.
| Group/Challenge or Tournament Category | HR (95% CI) |
|
|---|---|---|
| Year Prior group a | Reference | |
| SMC group b (unadjusted) c | 1.39 (1.24, 1.56) | <0.001 |
| SMC group b (adjusted) d | 1.14 (1.01, 1.28) | 0.03 |
| Participated in Challenge | Reference | |
| Did not participate in Challenge | 3.70 (2.82, 4.85) | <0.001 |
| Participated in Tournament | Reference | |
| Did not participate in Tournament | 3.02 (2.70, 3.37) | <0.001 |
Notes: a Year Prior group = new Queensland users from the same time as social media campaign period one year prior, n = 415; b SMC group = new Queensland users from social media campaign period, n = 1242; c unadjusted model; d model adjusted for participation in Challenges and Tournaments.
Figure 2(a) Kaplan–Meier estimates of the survival distribution for time to non-usage attrition by group; (b) Cox proportional hazards regression curve of the survival distribution for time to non-usage attrition by group based on the model adjusted for Challenges and Tournaments (Table 7; HR = 1.14, 95% CI: 1.01, 1.28).
Survival time by group of users of the 10,000 Steps Program (n = 1657).
| User Group | Percentage of Group Still Using Platform | ||
|---|---|---|---|
| 75% | 50% | 25% | |
| SMC group a | 0 day | 15 days | 30 days |
| Year Prior group b | 7 days | 29 days | 43 days |
| Both groups combined | 0 day | 21 days | 35 days |
Notes: a SMC group n = 1242; b Year Prior group n = 415.