Activity, Motor, Social Isolation
Conditions
Keywords
incentives
Brief summary
A randomized controlled trial will test the effectiveness of social incentives relative to traditional incentives in promoting walking behavior among college students (N=200). Participants who are rewarded for walking together will be compared to those who are rewarded for walking even when alone. Research participants will download activity tracking apps (Fitbit app and AWARE app) that provide activity and location data. Participants will be consented and then randomized to one of two incentive schemes for walking. Over a 2-week intervention period, the standard incentive group will earn $2 per day when they meet their walking goal regardless of whether they walk alone or with others. The social incentive group will earn $1 per day when they reach their walking goal plus an additional $1 when they walk at least 2000 steps with their walking partner. The incentive scheme will be in place for 2-weeks, preceded by a 1-week baseline period and followed by a 2-week follow-up period.
Detailed description
The objective of the study is to test whether social incentives that encourage physical activity with another person are more effective than incentives for individual exercise. Physical inactivity and social isolation are growing epidemics linked to increased morbidity and mortality particularly among aging Americans. This research aims to address both problems by encouraging co-productive physical activities among college students. Co-productive physical activity mean anything involving physical activity that two people can do together, e.g., walking their dogs or shopping together. Additionally, in light of the COVID-19 pandemic, walking together in this study means either walking while communicating digitally or over the phone, or by physically walking together while wearing a mask, staying 6 feet apart, and following the recommendations from health professionals. A small randomized controlled trial will test the effectiveness of social incentives relative to traditional incentives in promoting walking behavior. Participants who are rewarded for walking together will be compared to those who are rewarded for walking even when alone. The results will indicate whether social incentives are more motivating than traditional incentives for walking behavior.
Interventions
Receiving half the monetary incentive conditional on meeting a step goal and half the monetary incentive conditional on walking together
Receiving the full monetary incentive conditional on meeting a step goal and not conditional on walking together
Sponsors
Study design
Masking description
The primary outcome is steps walked, as assessed via the Fitbit app, which is blind to study condition.
Intervention model description
Two group, between-subjects design
Eligibility
Inclusion criteria
* Age 18+ * Able to read and understand English-language surveys * Own either iPhone or Android smartphones * Willing to carry the smart phone during the study period and to respond to daily texts or emails from the study team * Registered for the study as a dyad (friend pairs), with one member of the dyad a Carnegie Mellon University student
Exclusion criteria
• Contraindications for increased physical activity
Design outcomes
Primary
| Measure | Time frame | Description |
|---|---|---|
| Change in Score on University of California Los Angeles (UCLA) Loneliness Scale (Survey Measure) | week 5 | 20-item scale measuring subjective feelings of loneliness and social isolation. Minimum score = 0; maximum score = 60; higher scores indicate more loneliness. We computed the difference in score from baseline (beginning of week 1) to end of study (end of week 5). |
| Change in Mean Daily Steps Walked From Baseline Period (Week 1) to Follow-up Period (Weeks 4-5) | week 4-5 | Change in mean daily steps walked from baseline to follow-up period, as recorded on the FitBit app |
| Mean Number of Days Met Daily Step Goal During Intervention Period (Weeks 2-3) Minus Mean Number of Days Met Same Level of Walking in Baseline Period (Week 1) | week 2-3 | Mean number of days when an individual's number of steps walked was at or above daily goal during the intervention period (weeks 2 & 3) minus the mean number of days the individual's number of step's walking was at or above that same level during the baseline period (week 1) |
| Mean Number of Days Met Daily Step Goal During Follow-up Period (Weeks 4-5) Minus Mean Number of Days Met Same Level of Walking in Baseline Period (Week 1) | week 4-5 | Mean number of days when an individual's number of steps walked was at or above daily goal during the follow-up period (weeks 4 & 5) minus the mean number of days the individual's number of step's walking was at or above that same level during the baseline period (week 1) |
| Change in Mean Daily Steps Walked From Baseline Period (Week 1) to Intervention Period (Weeks 2 and 3) | week 2-3 | Change in mean daily steps walked from baseline (week 1) to intervention period (weeks 2 and 3), as recorded on the FitBit app |
Secondary
| Measure | Time frame | Description |
|---|---|---|
| Fraction of Days Participant Walked Together With Partner (Self Report) During Follow-up Period (Weeks 4-5) | week 4-5 | Fraction of days with self report of walking at least 2,000 steps with another participant during follow-up period (weeks 3-5) |
| Proportion of Days Participant Walked Together With Partner (Coded) | week 2-3 | A machine learning (ML) algorithm will compare the walking records from the Aware app of each dyad of participants and assess whether they walked together on each day |
| Fraction of Days Participant Walked Together With Partner (Self Report) During Intervention Period (Weeks 2-3) | week 2-3 | Fraction of days with self report of walking at least 2,000 steps with another participant during intervention period (weeks 2-3) |
Countries
United States
Participant flow
Recruitment details
Note: all number shown here represent individual participants (not dyads).
Participants by arm
| Arm | Count |
|---|---|
| Regular Incentive During the two-week intervention period, the standard incentive group will earn $2 per day when they meet their step goal, and this reward is earned regardless of whether they walk alone or with others.
Standard Incentive: Receiving the full monetary incentive conditional on meeting a step goal and not conditional on walking together | 56 |
| Social Incentive During the two-week intervention period, he social incentive group will earn $1 per day when they meet their step goal and an additional $1 if they walk 2,000 steps together with another study participant.
Social Incentive: Receiving half the monetary incentive conditional on meeting a step goal and half the monetary incentive conditional on walking together | 70 |
| Total | 126 |
Withdrawals & dropouts
| Period | Reason | FG000 | FG001 |
|---|---|---|---|
| Overall Study | Dyad partner did not join study or did not walk >0 steps | 32 | 14 |
Baseline characteristics
| Characteristic | Regular Incentive | Social Incentive | Total |
|---|---|---|---|
| Age, Continuous | 21.77 years STANDARD_DEVIATION 8.34 | 20.16 years STANDARD_DEVIATION 5.67 | 20.87 years STANDARD_DEVIATION 7 |
| Ethnicity (NIH/OMB) Hispanic or Latino | 5 Participants | 2 Participants | 7 Participants |
| Ethnicity (NIH/OMB) Not Hispanic or Latino | 51 Participants | 68 Participants | 119 Participants |
| Ethnicity (NIH/OMB) Unknown or Not Reported | 0 Participants | 0 Participants | 0 Participants |
| Race (NIH/OMB) American Indian or Alaska Native | 0 Participants | 0 Participants | 0 Participants |
| Race (NIH/OMB) Asian | 31 Participants | 48 Participants | 79 Participants |
| Race (NIH/OMB) Black or African American | 2 Participants | 2 Participants | 4 Participants |
| Race (NIH/OMB) More than one race | 2 Participants | 4 Participants | 6 Participants |
| Race (NIH/OMB) Native Hawaiian or Other Pacific Islander | 0 Participants | 0 Participants | 0 Participants |
| Race (NIH/OMB) Unknown or Not Reported | 2 Participants | 2 Participants | 4 Participants |
| Race (NIH/OMB) White | 19 Participants | 14 Participants | 33 Participants |
| Sex/Gender, Customized Gender female | 35 Participants | 44 Participants | 79 Participants |
| Sex/Gender, Customized Gender male | 21 Participants | 20 Participants | 41 Participants |
| Sex/Gender, Customized Gender other | 0 Participants | 5 Participants | 5 Participants |
| Sex/Gender, Customized Gender prefer not to answer | 0 Participants | 1 Participants | 1 Participants |
Adverse events
| Event type | EG000 affected / at risk | EG001 affected / at risk |
|---|---|---|
| deaths Total, all-cause mortality | 0 / 88 | 0 / 84 |
| other Total, other adverse events | 0 / 88 | 0 / 84 |
| serious Total, serious adverse events | 0 / 88 | 0 / 84 |
Outcome results
Change in Mean Daily Steps Walked From Baseline Period (Week 1) to Follow-up Period (Weeks 4-5)
Change in mean daily steps walked from baseline to follow-up period, as recorded on the FitBit app
Time frame: week 4-5
Population: Numbers refer to individuals (not dyads).
| Arm | Measure | Value (LEAST_SQUARES_MEAN) | Dispersion |
|---|---|---|---|
| Regular Incentive | Change in Mean Daily Steps Walked From Baseline Period (Week 1) to Follow-up Period (Weeks 4-5) | 7.33 steps per day | Standard Deviation 271.25 |
| Social Incentive | Change in Mean Daily Steps Walked From Baseline Period (Week 1) to Follow-up Period (Weeks 4-5) | 159.76 steps per day | Standard Deviation 240.34 |
Change in Mean Daily Steps Walked From Baseline Period (Week 1) to Intervention Period (Weeks 2 and 3)
Change in mean daily steps walked from baseline (week 1) to intervention period (weeks 2 and 3), as recorded on the FitBit app
Time frame: week 2-3
Population: Numbers refer to individuals (not dyads).
| Arm | Measure | Value (LEAST_SQUARES_MEAN) | Dispersion |
|---|---|---|---|
| Regular Incentive | Change in Mean Daily Steps Walked From Baseline Period (Week 1) to Intervention Period (Weeks 2 and 3) | 483.95 steps per day | Standard Deviation 324.64 |
| Social Incentive | Change in Mean Daily Steps Walked From Baseline Period (Week 1) to Intervention Period (Weeks 2 and 3) | 283.77 steps per day | Standard Deviation 344.89 |
Change in Score on University of California Los Angeles (UCLA) Loneliness Scale (Survey Measure)
20-item scale measuring subjective feelings of loneliness and social isolation. Minimum score = 0; maximum score = 60; higher scores indicate more loneliness. We computed the difference in score from baseline (beginning of week 1) to end of study (end of week 5).
Time frame: week 5
Population: Numbers refer to individuals (not dyads).
| Arm | Measure | Value (LEAST_SQUARES_MEAN) | Dispersion |
|---|---|---|---|
| Regular Incentive | Change in Score on University of California Los Angeles (UCLA) Loneliness Scale (Survey Measure) | -0.01 score on a scale | Standard Deviation 0.08 |
| Social Incentive | Change in Score on University of California Los Angeles (UCLA) Loneliness Scale (Survey Measure) | 0.02 score on a scale | Standard Deviation 0.09 |
Mean Number of Days Met Daily Step Goal During Follow-up Period (Weeks 4-5) Minus Mean Number of Days Met Same Level of Walking in Baseline Period (Week 1)
Mean number of days when an individual's number of steps walked was at or above daily goal during the follow-up period (weeks 4 & 5) minus the mean number of days the individual's number of step's walking was at or above that same level during the baseline period (week 1)
Time frame: week 4-5
Population: Numbers refer to individuals (not dyads).
| Arm | Measure | Value (LEAST_SQUARES_MEAN) | Dispersion |
|---|---|---|---|
| Regular Incentive | Mean Number of Days Met Daily Step Goal During Follow-up Period (Weeks 4-5) Minus Mean Number of Days Met Same Level of Walking in Baseline Period (Week 1) | -0.04 days | Standard Deviation 0.04 |
| Social Incentive | Mean Number of Days Met Daily Step Goal During Follow-up Period (Weeks 4-5) Minus Mean Number of Days Met Same Level of Walking in Baseline Period (Week 1) | -0.02 days | Standard Deviation 0.05 |
Mean Number of Days Met Daily Step Goal During Intervention Period (Weeks 2-3) Minus Mean Number of Days Met Same Level of Walking in Baseline Period (Week 1)
Mean number of days when an individual's number of steps walked was at or above daily goal during the intervention period (weeks 2 & 3) minus the mean number of days the individual's number of step's walking was at or above that same level during the baseline period (week 1)
Time frame: week 2-3
Population: Numbers refer to individuals (not dyads).
| Arm | Measure | Value (LEAST_SQUARES_MEAN) | Dispersion |
|---|---|---|---|
| Regular Incentive | Mean Number of Days Met Daily Step Goal During Intervention Period (Weeks 2-3) Minus Mean Number of Days Met Same Level of Walking in Baseline Period (Week 1) | 0.03 days | Standard Deviation 0.05 |
| Social Incentive | Mean Number of Days Met Daily Step Goal During Intervention Period (Weeks 2-3) Minus Mean Number of Days Met Same Level of Walking in Baseline Period (Week 1) | 0.01 days | Standard Deviation 0.05 |
Fraction of Days Participant Walked Together With Partner (Self Report) During Follow-up Period (Weeks 4-5)
Fraction of days with self report of walking at least 2,000 steps with another participant during follow-up period (weeks 3-5)
Time frame: week 4-5
Population: Numbers refer to individuals (not dyads).
| Arm | Measure | Value (LEAST_SQUARES_MEAN) | Dispersion |
|---|---|---|---|
| Regular Incentive | Fraction of Days Participant Walked Together With Partner (Self Report) During Follow-up Period (Weeks 4-5) | 0.135 proportion of days | Standard Error 0.077 |
| Social Incentive | Fraction of Days Participant Walked Together With Partner (Self Report) During Follow-up Period (Weeks 4-5) | 0.408 proportion of days | Standard Error 0.086 |
Fraction of Days Participant Walked Together With Partner (Self Report) During Intervention Period (Weeks 2-3)
Fraction of days with self report of walking at least 2,000 steps with another participant during intervention period (weeks 2-3)
Time frame: week 2-3
Population: Numbers refer to individuals (not dyads).
| Arm | Measure | Value (LEAST_SQUARES_MEAN) | Dispersion |
|---|---|---|---|
| Regular Incentive | Fraction of Days Participant Walked Together With Partner (Self Report) During Intervention Period (Weeks 2-3) | 0.138 proportion of days | Standard Error 0.065 |
| Social Incentive | Fraction of Days Participant Walked Together With Partner (Self Report) During Intervention Period (Weeks 2-3) | 0.535 proportion of days | Standard Error 0.07 |
Proportion of Days Participant Walked Together With Partner (Coded)
A machine learning (ML) algorithm will compare the walking records from the Aware app of each dyad of participants and assess whether they walked together on each day
Time frame: week 2-3
Population: Participants with step data available for algorithm estimate
| Arm | Measure | Value (MEAN) | Dispersion |
|---|---|---|---|
| Regular Incentive | Proportion of Days Participant Walked Together With Partner (Coded) | 0.5564 proportion of days walked together | Standard Error 0.06213 |
| Social Incentive | Proportion of Days Participant Walked Together With Partner (Coded) | 0.7091 proportion of days walked together | Standard Error 0.06306 |
Proportion of Days Participant Walked Together With Partner (Coded)
A machine learning (ML) algorithm will compare the walking records from the Aware app of each dyad of participants and assess whether they walked together on each day
Time frame: week 4-5
Population: Participants with step data available for algorithm estimate
| Arm | Measure | Value (MEAN) | Dispersion |
|---|---|---|---|
| Regular Incentive | Proportion of Days Participant Walked Together With Partner (Coded) | 0.5444 proportion of days walked together | Standard Error 0.07536 |
| Social Incentive | Proportion of Days Participant Walked Together With Partner (Coded) | 0.6583 proportion of days walked together | Standard Error 0.08425 |