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. 2022 Oct 10;10:970370. doi: 10.3389/fpubh.2022.970370

Table 4.

Multilevel estimation results.

Variable Probit (ME) Tobit (sick days)
Basic pay rate (log) 0.205 (0.128) 4.451* (2.400)
Distance from work (miles) 0.014*** (0.005) 0.243*** (0.085)
Distance (squared) −0.000*** (0.000) −0.008*** (0.003)
Permanent contract (yes) 0.095 (0.060) 1.286 (1.194)
More than one job (yes) −0.037 (0.035) −1.076* (0.639)
Years in the role −0.017 (0.011) 0.296 (0.217)
Years in the role (squared) −0.001* (0.001) −0.024 (0.016)
Fixed hours (yes) 0.044 (0.050) 0.889* (0.973)
Hours worked (log) 0.033 (0.020) 1.148*** (0.365)
Female (yes) 0.054 (0.042) 0.905 (0.896)
PA disability (yes) −0.071 (0.070) −0.924 (1.272)
Ethnicity (non-white) 0.039 (0.047) 0.876 (0.941)
Age 0.006 (0.007) 0.093 (0.137)
Age (squared) −0.000 (0.007) −0.002 (0.002)
More than one type of support need (IE) 0.016 (0.033) 0.112 (0.651)
IE learning disability (yes) −0.014 (0.048) −0.030 (0.798)
Funding (ref: direct payment)
Personal Health Budget −0.085 (0.058) −1.961* (1.086)
Self-funded 0.018 (0.041) −0.233 (0.781)
Total number of PAs employed 0.031*** (0.007) 0.520*** (0.161)
IE is 65 years or older −0.043* (0.025) −0.383 (0.470)
JSA allowance (rate of uptake) −0.066 (0.046) −1.498 (0.787)
Total # home care providers −0.002*** (0.000) −0.025* (0.010)
Total # of care homes 0.001*** (0.000) 0.009* (0.005)
Constant −18.476
Wald test 104.91*** 93.73***
Pr>Chi2 0.000 0.000
Variance across LAs (_constant) 1.9e−33 6.6e−33

ME, Marginal effects; IE, Individual employer; PA, Personal Assistant; JSA, Job Seekers Allowance—unemployment benefit. Robust standard errors are in parentheses. ***p < 0.01, **p < 0.05, *p < 0.1. Both models had 1,016 observations.