Table 3.
Improvements in outcome measures | Psychological well-being | Quality of sleep | Work-related stress | Productivity | |
T1 outcomes, range | 0-100 | 0-6 | 0-6 | 0-6 | |
T1, mean (SD) | 54.27 (19.06) | 3.22 (1.19) | 3.03 (1.35) | 3.85 (1.01) | |
Demographic effects, estimated coefficients (% change with respect to T1) | |||||
|
Age in years | 0.069 (0.1)a | 0.007 (0.2)a | 0.004 (0.1)a | 0.001 (0.0) |
|
Female | 1.595 (2.9)a | 0.022 (0.7) | 0.055 (1.8) | 0.031 (0.8) |
Module effects, estimated coefficients (% change with respect to T1) | |||||
|
Physical activity | 3.17 (5.8)a | 0.140 (4.3)a | 0.052 (1.7) | 0.137 (3.6)a |
|
Heart age | 2.24 (4.1)a | 0.103 (3.2)a | 0.099 (3.3)a | 0.075 (1.9)a |
|
Sleep | 3.10 (5.7)a | 0.263 (8.2)a | 0.157 (5.2 )a | 0.131 (3.4)a |
|
Nutrition | 3.26 (6.0)a | 0.154 (4.8)a | 0.132 (4.4)a | 0.131 (3.4)a |
|
Balance | 3.21 (5.9)a | 0.222 (6.9)a | 0.205 (6.8)a | 0.160 (4.2)a |
Feature effects, estimated coefficients (% change with respect to T1) | |||||
|
Connections | 2.965 (5.5)a | 0.172 (5.3)a | 0.124 (4.1)a | 0.114 (3.0)a |
|
Mini-challenge | 3.012 (5.6)a | 0.108 (3.4)a | 0.131 (4.3)a | 0.125 (3.2)a |
|
Trophies | 2.479 (4.6)a | 0.133 (4.1)a | 0.146 (4.8)a | 0.071 (1.8)a |
|
Community sharing | 2.02 (3.7) | 0.209 (6.5)a | 0.195 (6.4)a | 0.062 (1.6) |
Text topics, estimated coefficients (% change with respect to T1) | |||||
|
#2 | −0.158 (0.3) | −0.142 (4.4)a | −0.026 (0.9) | 0.031 (0.8) |
|
#3 | 1.938 (3.6)a | 0.127 (3.9)a | 0.063 (2.1) | 0.079 (2.1) |
|
#15 | 2.224 (4.1)a | 0.110 (3.4)a | 0.024 (0.8) | 0.076 (2.0) |
|
#20 | 2.806 (5.2)a | 0.160 (5.0)a | 0.213 (7.0)a | 0.103 (2.7) |
|
#23 | −2.116 (3.9)a | −0.062 (1.9) | −0.180 (5.9)a | −0.054 (1.4) |
aP<.001.