Table 3.
Summary of results for moderator analyses.
Moderator | k | ES | 95% CI | Q | I2 | ||
---|---|---|---|---|---|---|---|
LL | UL | ||||||
OUTCOMES | |||||||
Sleep | |||||||
Location | |||||||
Europe | r | 16 | 0.31 | 0.22 | 0.40 | 0.40a | 94.65 |
USA/Canada | r | 2 | 0.23 | −0.02 | 0.46 | 0.00 | |
Study design | |||||||
Longitudinal | r | 1 | 0.29 | −0.05 | 0.57 | 7.37*a | 0.00 |
CS-one time | r | 9 | 0.39 | 0.29 | 0.49 | 96.54 | |
CS-diary | r | 8 | 0.17 | 0.04 | 0.30 | 33.70 | |
Mean age (years) | b | 17 | 0.02 | −0.01 | 0.04 | 2.20 | |
Females (%) | b | 18 | 0.00 | −0.01 | 0.00 | 2.36 | |
Affective valence | |||||||
Negative | r | 8 | 0.41 | 0.32 | 0.50 | 9.00*a | 96.30 |
Neutral | r | 11 | 0.22 | 0.12 | 0.32 | 56.03 | |
Positive | r | 1 | 0.14 | −0.16 | 0.41 | 0.00 | |
Well-Being | |||||||
Location | |||||||
Europe | r | 11 | 0.31 | 0.23 | 0.37 | 2.65a | 67.51 |
USA/Canada | r | 2 | 0.46 | 0.28 | 0.61 | 94.33 | |
Others | r | 3 | 0.31 | 0.18 | 0.43 | 92.01 | |
Study design | |||||||
Longitudinal | r | 2 | 0.19 | 0.05 | 0.32 | 10.62**a | 78.56 |
CS-one time | r | 11 | 0.30 | 0.24 | 0.36 | 79.53 | |
CS-diary | r | 3 | 0.49 | 0.37 | 0.60 | 87.27 | |
Mean age (years) | b | 14 | −0.01 | −0.02 | 0.01 | 0.78 | |
Females (%) | b | 16 | 0.00 | 0.00 | 0.01 | 2.41 | |
Affective valence | |||||||
Negative | r | 1 | 0.31 | 0.07 | 0.52 | 0.01a | 0.00 |
Neutral | r | 15 | 0.32 | 0.25 | 0.39 | 83.97 | |
Burnout (Exhaustion) | |||||||
Location | |||||||
Europe | r | 18 | −0.38 | −0.44 | −0.32 | 2.29a | 82.27 |
USA/Canada | r | 3 | −0.27 | −0.42 | −0.09 | 91.48 | |
Others | r | 2 | −0.31 | −0.47 | −0.12 | 28.75 | |
Study design | |||||||
Longitudinal | r | 4 | −0.34 | −0.47 | −0.19 | 0.25a | 79.28 |
CS-one time | r | 15 | −0.37 | −0.44 | −0.30 | 89.50 | |
CS-diary | r | 4 | −0.34 | −0.49 | −0.17 | 38.67 | |
Mean age (years) | b | 21 | −0.01 | −0.02 | 0.00 | 1.23 | |
Females (%) | b | 23 | 0.00 | 0.00 | 0.01 | 1.50 | |
Affective valence | |||||||
Negative | r | 3 | −0.53 | −0.64 | −0.39 | 6.29*a | 93.12 |
Neutral | r | 21 | −0.35 | −0.41 | −0.28 | 84.78 | |
Positive | r | 1 | −0.25 | −0.50 | 0.04 | 0.00 | |
Fatigue | |||||||
Location | |||||||
Europe | r | 16 | −0.43 | −0.54 | −0.31 | 0.92a | 97.93 |
USA/Canada | r | 1 | −0.17 | −0.62 | 0.37 | 0.00 | |
Study design | |||||||
Longitudinal | r | 1 | −0.34 | −0.71 | 0.18 | 4.37a | 0.00 |
CS-one time | r | 10 | −0.50 | −0.62 | −0.37 | 98.58 | |
CS-diary | r | 6 | −0.25 | −0.45 | −0.02 | 67.32 | |
Mean age (years) | b | 16 | 0.01 | 0.00 | 0.05 | 0.53 | |
Females (%) | b | 17 | 0.00 | −0.01 | 0.01 | 0.09 | |
Affective valence | |||||||
Negative | r | 5 | −0.56 | −0.70 | −0.39 | 4.16a | 99.17 |
Neutral | r | 13 | −0.36 | −0.48 | −0.23 | 89.58 | |
Positive | r | 1 | −0.25 | −0.64 | 0.24 | 0.00 | |
State Affect | |||||||
Location | |||||||
Europe | r | 19 | 0.28 | 0.21 | 0.35 | 3.51a | 81.99 |
USA/Canada | r | 4 | 0.18 | 0.08 | 0.28 | 0.00 | |
Others | r | 1 | 0.48 | 0.35 | 0.60 | 0.00 | |
Study design | |||||||
CS-one time | r | 5 | 0.35 | 0.22 | 0.48 | 1.75 | 90.17 |
CS-diary | r | 19 | 0.25 | 0.17 | 0.33 | 74.98 | |
Mean age (years) | b | 24 | −0.01 | −0.02 | 0.01 | 0.41 | |
Females (%) | b | 23 | 0.00 | 0.00 | 0.01 | 1.60 | |
Affective valence | |||||||
Negative | r | 6 | 0.38 | 0.26 | 0.50 | 17.05*** | 87.51 |
Neutral | r | 19 | 0.29 | 0.22 | 0.36 | 61.74 | |
Positive | r | 5 | −0.02 | −0.18 | 0.13 | 92.60 | |
Work Motivation | |||||||
Location | |||||||
Europe | r | 9 | 0.10 | 0.02 | 0.17 | 13.00**a | 64.63 |
USA/Canada | r | 1 | −0.24 | −0.42 | −0.04 | 0.00 | |
Others | r | 1 | −0.08 | −0.25 | 0.09 | 0.00 | |
Study design | |||||||
Longitudinal | r | 2 | 0.06 | −0.16 | 0.28 | 1.14a | 0.00 |
CS-one time | r | 6 | 0.00 | −0.14 | 0.13 | 94.25 | |
CS-diary | r | 3 | 0.13 | −0.09 | 0.34 | 83.22 | |
Mean age (years) | b | 9 | 0.00 | −0.02 | 0.01 | 0.13 | |
Females (%) | b | 11 | 0.02 | 0.01 | 0.02 | 17.69*** | |
Affective valence | |||||||
Neutral | r | 11 | 0.04 | −0.06 | 0.13 | 0.00 | 90.29 |
ANTECEDENTS | |||||||
Job Demands | |||||||
Location | |||||||
Europe | r | 44 | −0.25 | −0.30 | −0.21 | 0.02 | 88.01 |
USA/Canada | r | 7 | −0.25 | −0.36 | −0.13 | 43.96 | |
Others | r | 9 | −0.26 | −0.35 | −0.17 | 91.08 | |
Study design | |||||||
Longitudinal | r | 3 | −0.32 | −0.47 | −0.15 | 1.11a | 90.59 |
CS-one time | r | 35 | −0.26 | −0.31 | −0.21 | 92.31 | |
CS-diary | r | 22 | −0.23 | −0.30 | −0.16 | 74.64 | |
Mean age (years) | b | 55 | 0.00 | −0.01 | 0.01 | 0.02 | |
Females (%) | b | 59 | 0.00 | 0.00 | 0.00 | 0.83 | |
Affective valence | |||||||
Negative | r | 12 | −0.32 | −0.40 | −0.24 | 4.80a | 93.18 |
Neutral | r | 49 | −0.24 | −0.29 | −0.20 | 80.81 | |
Positive | r | 4 | −0.14 | −0.29 | 0.01 | 98.57 | |
Quantitative Demands | |||||||
Location | |||||||
Europe | r | 23 | −0.29 | −0.35 | −0.24 | 1.49 | 83.46 |
USA/Canada | r | 5 | −0.21 | −0.33 | −0.09 | 69.29 | |
Others | r | 5 | −0.26 | −0.36 | −0.16 | 85.99 | |
Study design | |||||||
Longitudinal | r | 3 | −0.37 | −0.50 | −0.22 | 3.55a | 85.52 |
CS-one time | r | 20 | −0.28 | −0.34 | −0.23 | 90.49 | |
CS-diary | r | 10 | −0.21 | −0.30 | −0.11 | 47.86 | |
Mean age (years) | b | 29 | −0.01 | −0.02 | 0.00 | 3.23 | |
Females (%) | b | 33 | 0.00 | 0.00 | 0.00 | 0.25 | |
Affective valence | |||||||
Negative | r | 5 | −0.33 | −0.45 | −0.20 | 1.88a | 69.41 |
Neutral | r | 28 | −0.27 | −0.33 | −0.21 | 81.55 | |
Positive | r | 3 | −0.18 | −0.35 | 0.01 | 98.94 | |
Social Conflicts | |||||||
Location | |||||||
Europe | r | 7 | −0.24 | −0.38 | −0.08 | 0.30a | 96.70 |
USA/Canada | r | 2 | −0.23 | −0.50 | 0.08 | 65.69 | |
Others | r | 3 | −0.31 | −0.51 | −0.08 | 93.04 | |
Study design | |||||||
CS-one time | r | 7 | −0.27 | −0.40 | −0.12 | 0.13 | 96.77 |
CS-diary | r | 5 | −0.23 | −0.40 | −0.04 | 90.70 | |
Mean age (years) | b | 12 | 0.01 | −0.01 | 0.03 | 1.74 | |
Females (%) | b | 11 | 0.00 | 0.00 | 0.01 | 0.06 | |
Affective valence | |||||||
Negative | r | 3 | −0.47 | −0.56 | −0.37 | 22.35***a | 94.15 |
Neutral | r | 9 | −0.16 | −0.24 | −0.08 | 60.28 | |
Working Time | |||||||
Location | |||||||
Europe | r | 24 | −0.18 | −0.23 | −0.13 | 0.91 | 72.46 |
USA/Canada | r | 6 | −0.13 | −0.22 | −0.04 | 81.80 | |
Study design | |||||||
Longitudinal | r | 3 | −0.19 | −0.33 | −0.04 | 2.12a | 91.71 |
CS-one time | r | 17 | −0.14 | −0.20 | −0.08 | 80.70 | |
CS-diary | r | 10 | −0.22 | −0.30 | −0.13 | 63.16 | |
Mean age (years) | b | 29 | 0.01 | 0.00 | 0.02 | 1.08 | |
Females (%) | b | 30 | 0.00 | 0.00 | 0.00 | 0.02 | |
Affective valence | |||||||
Negative | r | 4 | −0.09 | −0.21 | 0.03 | 1.76a | 0.00 |
Neutral | r | 28 | −0.17 | −0.22 | −0.13 | 80.03 | |
Positive | r | 2 | −0.20 | −0.34 | −0.04 | 52.45 | |
Job Resources | |||||||
Location | |||||||
Europe | r | 14 | 0.08 | 0.00 | 0.16 | 2.03 | 66.64 |
USA/Canada | r | 5 | 0.09 | −0.05 | 0.22 | 94.17 | |
Others | r | 5 | 0.18 | 0.06 | 0.29 | 89.73 | |
Study design | |||||||
Longitudinal | r | 2 | 0.13 | −0.09 | 0.34 | 0.22a | 0.00 |
CS-one time | r | 18 | 0.11 | 0.03 | 0.18 | 93.69 | |
CS-diary | r | 4 | 0.07 | −0.11 | 0.24 | 42.63 | |
Mean age (years) | b | 21 | 0.00 | −0.01 | 0.01 | 0.19 | |
Females (%) | b | 23 | 0.00 | 0.00 | 0.00 | 0.74 | |
Affective valence | |||||||
Negative | r | 5 | 0.15 | 0.05 | 0.24 | 6.72*a | 0.00 |
Neutral | r | 19 | 0.07 | 0.02 | 0.13 | 77.75 | |
Positive | r | 3 | 0.25 | 0.12 | 0.37 | 97.09 | |
Job control | |||||||
Location | |||||||
Europe | r | 13 | 0.06 | 0.00 | 0.12 | 4.27a | 60.31 |
USA/Canada | r | 3 | −0.07 | −0.21 | 0.07 | 0.00 | |
Others | r | 4 | 0.10 | 0.01 | 0.19 | 89.79 | |
Study design | |||||||
Longitudinal | r | 2 | 0.04 | −0.09 | 0.18 | 0.94a | 71.45 |
CS-one time | r | 16 | 0.07 | 0.02 | 0.11 | 74.74 | |
CS-diary | r | 2 | −0.03 | −0.21 | 0.16 | 9.21 | |
Mean age (years) | b | 17 | 0.00 | −0.01 | 0.01 | 0.00 | |
Females (%) | b | 20 | 0.00 | 0.00 | 0.00 | 0.44 | |
Affective valence | |||||||
Negative | r | 3 | 0.11 | 0.00 | 0.21 | 1.29a | 77.22 |
Neutral | r | 17 | 0.05 | 0.00 | 0.10 | 72.76 | |
Positive | r | 2 | 0.11 | −0.05 | 0.25 | 0.00 | |
Work Related-Activities | |||||||
Location | |||||||
Europe | r | 14 | −0.28 | −0.35 | −0.20 | 3.05a | 80.41 |
USA/Canada | r | 3 | −0.42 | −0.54 | −0.28 | 39.49 | |
Study design | |||||||
CS-one time | r | 7 | −0.34 | −0.44 | −0.23 | 0.78 | 91.96 |
CS-diary | r | 10 | −0.27 | −0.37 | −0.17 | 38.32 | |
Mean age (years) | b | 17 | 0.01 | −0.01 | 0.01 | 0.03 | |
Females (%) | b | 17 | 0.00 | −0.01 | 0.00 | 1.13 | |
Affective valence | |||||||
Negative | r | 2 | −0.29 | −0.49 | −0.06 | 0.03a | 85.71 |
Neutral | r | 15 | −0.31 | −0.38 | −0.23 | 83.18 | |
Age | |||||||
Location | |||||||
Europe | r | 31 | −0.03 | −0.07 | 0.01 | 0.64a | 59.19 |
USA/Canada | r | 9 | −0.01 | −0.08 | 0.06 | 72.22 | |
Others | r | 3 | 0.01 | −0.09 | 0.11 | 0.00 | |
Study design | |||||||
Longitudinal | r | 1 | −0.04 | −0.23 | 0.16 | 0.12a | 0.00 |
CS-one time | r | 21 | −0.02 | −0.06 | 0.03 | 77.24 | |
CS-diary | r | 21 | −0.03 | −0.09 | 0.03 | 49.99 | |
Mean age (years) | b | 42 | 0.00 | −0.01 | 0.00 | 0.48 | |
Females (%) | b | 41 | 0.00 | 0.00 | 0.00 | 1.09 | |
Affective valence | |||||||
Negative | r | 6 | 0.05 | −0.02 | 0.11 | 7.89*a | 48.80 |
Neutral | r | 37 | −0.03 | −0.06 | −0.00 | 50.53 | |
Positive | r | 4 | 0.05 | −0.02 | 0.12 | 31.37 | |
Gender | |||||||
Location | |||||||
Europe | r | 32 | 0.02 | −0.03 | 0.06 | 2.61a | 74.80 |
USA/Canada | r | 9 | 0.04 | −0.04 | 0.12 | 71.37 | |
Others | r | 3 | 0.13 | 0.00 | 0.24 | 0.00 | |
Study design | |||||||
Longitudinal | r | 1 | 0.13 | −0.13 | 0.37 | 1.09a | 0.00 |
CS-one time | r | 23 | 0.02 | −0.03 | 0.07 | 85.89 | |
CS-diary | r | 20 | 0.05 | −0.02 | 0.12 | 33.99 | |
Mean age (years) | b | 42 | 0.00 | −0.01 | 0.01 | 0.44 | |
Females (%) | b | 43 | 0.00 | 0.00 | 0.00 | 0.63 | |
Affective valence | |||||||
Negative | r | 4 | −0.03 | −0.16 | 0.10 | 1.15a | 91.83 |
Neutral | r | 40 | 0.03 | −0.01 | 0.08 | 75.76 | |
Positive | r | 3 | −0.02 | −0.16 | 0.13 | 92.27 | |
Negative Affectivity/Neuroticism | |||||||
Location | |||||||
Europe | r | 11 | −0.26 | −0.41 | −0.11 | 1.00a | 97.34 |
USA/Canada | r | 5 | −0.14 | −0.37 | 0.10 | 0.00 | |
Others | r | 1 | −0.08 | −0.54 | 0.43 | 0.00 | |
Study design | |||||||
Longitudinal | r | 3 | −0.19 | −0.46 | 0.12 | 4.51a | 89.10 |
CS-one time | r | 6 | −0.38 | −0.55 | −0.18 | 98.90 | |
CS-diary | r | 8 | −0.09 | −0.28 | 0.10 | 0.00 | |
Mean age (years) | b | 17 | −0.01 | −0.04 | 0.01 | 1.68 | |
Females (%) | b | 16 | 0.01 | 0.00 | 0.01 | 4.58* | |
Affective valence | |||||||
Negative | r | 7 | −0.40 | −0.50 | −0.29 | 27.32***a | 96.65 |
Neutral | r | 12 | −0.16 | −0.25 | −0.05 | 68.90 | |
Positive | r | 4 | 0.13 | −0.04 | 0.29 | 0.00 |
CS, cross-sectional; r, correlation coefficient; b, unstandardized regression weight of the slope (meta-regression); k, number of independent effect sizes; ES, effect size; 95% CI, 95% confidence interval of ES; LL, lower limit of the 95% CI; UL, upper limit of the 95% CI; Q, results of the Q-test for moderator effects; I2, (VarianceBetween/VarianceTotal) × 100% (only for subgroups of moderators).
p ≤ 0.05;
p ≤ 0.01;
p ≤ 0.001.
Moderator effects should be not interpreted or with caution as there are fewer than five studies in one or more subgroups of the moderator.