
Figure 1
Three hypothesised alternative path models of the role of sleep and stress in the relationship between working hours and anxiety symptoms with potential confounders divided into three groups: C1) gender, profession, work experience (years), and shift work; C2) sleep duration on free days, mid-sleep time point, using sleep aid, and presence of hand eczema symptoms; and C3) sleep need and total weekly nap duration
Table 1
Descriptive parameters for sleep timings (hh:mm) and durations (decimal hours) on workdays, free days and across week in our sample of helping workers (N=172)
| Workdays | Free days | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| M | SD | Min | Max | M | SD | Min | Max | P | |
| Bedtime | 23:19 | 00:51 | 21:00 | 01:30 | 23:52 | 01:10 | 21:00 | 05:00 | <0.001 |
| Sleep onset | 23:34 | 00:54 | 21:01 | 01:45 | 24:08 | 01:13 | 21:15 | 05:15 | <0.001 |
| Wake-up time | 06:16 | 00:43 | 03:00 | 08:00 | 7:57 | 01:19 | 4:00 | 13:00 | <0.001 |
| Duration of main sleep | 6.70 | 1.00 | 3.00 | 9.50 | 7.83 | 1.20 | 3.98 | 11.50 | <0.001 |
| Nap duration# | 0.23 | 0.43 | 0.00 | 2.00 | 0.39 | 0.64 | 0.00 | 3.00 | <0.001 |
| Across week / past month | M | SD | Min | Max | |||||
| Duration of main sleep (5*workdays, 2*free days) | 7.02 | 0.90 | 3.71 | 9.50 | |||||
| Subjective sleep quality (1=very bad; 5=excellent) | 3.68 | 0.90 | 1 | 5 | |||||
| Total nap duration# | 0.62 | 0.90 | 0.00 | 4.25 | |||||
| Estimated sleep need | 7.27 | 0.80 | 5.00 | 10.00 | |||||
| Mid-sleep on free days corrected for sleep debt | 3:37 | 1:02 | 24:20 | 8:35 | |||||
Table 2
Correlation coefficients for all variables in path analysis models examining the relationship between working hours and anxiety (N=172)
| AS | WH | SDw | SSQ | PSS | Gender | PR | WE | SWork | SNeed | SDf | Nap | SAid | MSFsc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| WH | −0.090 | |||||||||||||
| SDw | −0.154* | −0.229** | ||||||||||||
| SSQ | −0.434*** | −0.056 | 0.239** | |||||||||||
| PSS | 0.619*** | −0.071 | −0.238** | −0.353*** | ||||||||||
| Gender (1=male, 2=female) | 0.179* | −0.193* | 0.201** | 0.044 | 0.177* | |||||||||
| PR (0=dentists/doctors, 1=psychotherapists) | −0.135 | −0.105 | 0.295*** | 0.042 | −0.182* | 0.137 | ||||||||
| WE (years) | −0.120 | −0.129 | −0.030 | 0.010 | −0.165* | −0.047 | 0.243** | |||||||
| SWork (0=no, 1=yes) | −0.018 | −0.136 | 0.178* | 0.138 | −0.048 | 0.132 | 0.165* | −0.016 | ||||||
| SNeed (decimal hours) | 0.051 | −0.104 | 0.322*** | 0.041 | 0.010 | 0.256*** | 0.121 | −0.108 | 0.141 | |||||
| SDf (decimal hours) | −0.050 | −0.036 | 0.447*** | 0.127 | −0.018 | 0.257*** | 0.089 | −0.124 | 0.058 | 0.438*** | ||||
| Nap (decimal hours) | 0.089 | 0.051 | −0.256*** | −0.033 | 0.060 | −0.268*** | −0.217** | −0.036 | −0.148 | −0.153* | −0.174* | |||
| SAid (0=no, 1=yes) | 0.223** | −0.018 | −0.109 | −0.271*** | 0.216** | −0.035 | 0.103 | 0.078 | −0.047 | −0.005 | −0.178* | −0.053 | ||
| MSFsc | −0.047 | 0.013 | −0.150* | −0.002 | −0.013 | −0.086 | 0.047 | −0.162* | 0.029 | 0.026 | −0.125 | 0.098 | 0.138 | |
| HE (0=no, 1=yes) | −0.080 | 0.096 | −0.059 | 0.008 | 0.033 | −0.186* | −0.119 | −0.020 | 0.209** | −0.086 | −0.202** | 0.005 | 0.026 | 0.013 |
AS – anxiety symptoms; HE – hand eczema; MSFsc – mid-sleep on free days corrected for sleep debt; Nap – total weekly nap time; PR – profession; PSS – perceived stress scale; SAid – sleeping aids; SDf – sleep duration on free days; SDw – sleep duration on workdays; SNeed – sleep need; SSQ – subjective sleep quality; SWork – shift work; WE – work experience; WH – working hours
Table 3
Fit statistics of tested models of the (indirect) relationship between working hours and anxiety symptoms
| Model | χ | Pχ2 | CFI | TLI | RMSEA (90% CI) | PRMSEA | SRMR | AIC | BIC$ |
|---|---|---|---|---|---|---|---|---|---|
| 0: parallel mediators | 6.331 (10) | 0.7867 | 1.000 | 1.000 | 0.000 (0.000, 0.055) | 0.935 | 0.022 | 4315.777 | 4314.638 |
| A: stress → sleep | 66.160 (14) | <0.001 | 0.765 | 0.000 | 0.147 (0.113, 0.184) | <0.001 | 0.054 | 4367.606 | 4366.542 |
| B: sleep → stress | 24.445 (14) | 0.0405 | 0.953 | 0.798 | 0.066 (0.014, 0.108) | 0.246 | 0.036 | 4325.891 | 4324.827 |
| B1: sleep → stress → sleep | 9.956 (14) | 0.7654 | 1.000 | 1.000 | 0.000 (0.000, 0.052) | 0.944 | 0.027 | 4311.402 | 4310.338 |
| B2: SDw → PSS | 10.345 (14) | 0.7366 | 1.000 | 1.000 | 0.000 (0.000, 0.054) | 0.934 | 0.028 | 3853.865 | 3853.029 |
[i] PSS – perceived stress scale; SDw – sleep duration on workdays; $ – sample-size adjusted BIC (n*=(n+2)/24). Note: In all models the effects of potential confounders were controlled for as described in the Methods section. In Model B2, sleep quality was added to the confounders’ list for mediators and the outcome

Figure 2
Results of the path analysis for model with parallel mediators and direct effect (Model 0; N=168). The confounding effects of gender, profession, work experience, shift work, sleep need, sleep duration on free days, total weekly nap duration, mid-sleep time point, using sleep aid, and presence of hand eczema symptoms (not shown) were controlled for as described in Methods section. Unstandardised coefficients and significances are shown (*P<0.05; **P<0.01; ***P<0.001)

Figure 3
Results of the path analyses for the two models with the best fit (Models B1 and B2; N=168). The confounding effects of gender, profession, work experience, shift work, sleep need, sleep duration on free days, total weekly nap duration, mid-sleep time point, using sleep aid, and presence of hand eczema symptoms (not shown) were controlled for as described in Methods section. Unstandardised coefficients and significances are shown (*P<0.05; **P<0.01; ***P<0.001)
Table 4
Direct, indirect, and total effects in the two models with the best fit (N=168)
| Model and effects | β | S.E. | P-value | Bootstrap 95% CI |
|---|---|---|---|---|
| Model B1: sleep→stress→sleep | ||||
| Direct effects | ||||
| WH→SDw | −0.186 | 0.070 | 0.007 | [−0.321, −0.045] |
| SDw→SSQ | 0.145 | 0.098 | 0.138 | [−0.047, 0.325] |
| PSS→SSQ | −0.298 | 0.072 | <0.001 | [−0.444, −0.159] |
| SDw→PSS | −0.270 | 0.074 | <0.001 | [−0.418, −0.133] |
| PSS→AS | 0.488 | 0.074 | <0.001 | [0.332, 0.630] |
| SSQ→AS | −0.243 | 0.063 | <0.001 | [−0.373, −0.123] |
| Indirect effects | ||||
| WH→SDw→SSQ→AS | 0.007 | 0.005 | 0.214 | [−0.002, 0.018] |
| WH→SDw→PSS→AS | 0.025 | 0.011 | 0.024 | [0.006, 0.048] |
| WH→SDw→PSS→SSQ→AS | 0.004 | 0.002 | 0.103 | [0.001, 0.009] |
| Total indirect effects | 0.035 | 0.014 | 0.015 | [0.008, 0.065] |
| Model B2: sleep duration→stress | ||||
| Direct effects | ||||
| WH→SDw | −0.180 | 0.069 | 0.009 | [−0.313, −0.047] |
| SDw→PSS | −0.211 | 0.072 | 0.003 | [−0.352, −0.072] |
| PSS→AS | 0.489 | 0.074 | <0.001 | [0.332, 0.630] |
| Indirect (total indirect) effect | ||||
| WH→SDw→PSS→AS | 0.019 | 0.009 | 0.047 | [0.004, 0.040] |
[i] AS – anxiety symptoms; CI – confidence interval; PSS – perceived stress scale; SDw – sleep duration on workdays; SE – standard error; SQ – subjective sleep quality; WH – working hours. Note: In both models the effects of potential confounders were controlled for as described in the Methods section. Additionally, in Model B2, sleep quality was added to the confounder list for SDw, PSS, and the outcome