Table 1
Descriptive statistics.
| Variables | Mean | SD | min | max |
|---|---|---|---|---|
| Real wage (cent) in current job | 452 | 261 | 1 | 1858 |
| Real wage (cent) in new single job offer | 517 | 267 | 9 | 1636 |
| Real wage (cent) in new second job offer | 434 | 239 | 39 | 1623 |
| Real wage (cent) in post unemployment job offer | 409 | 212 | 67 | 1644 |
| Weekly working hours in current job (one job) | 36.6 | 11.7 | 0 | 168 |
| Weekly working hours in current jobs (two jobs) | 62.1 | 19.5 | 0 | 168 |
| Weekly working hours in new single job | 39.1 | 8.77 | 1 | 168 |
| Weekly working hours in new second job | 29.8 | 13.7 | 1 | 140 |
| Weekly working hours in post unemployment job | 35.0 | 11.0 | 1 | 144 |
| Weekly leisure hours | 127 | 16.0 | 0 | 168 |
| Duration (week) for employment spell (one job) | 106 | 133 | 1 | 1346 |
| Duration (week) for employment spell (two jobs) | 34.2 | 47.1 | 1 | 630 |
| Duration (week) for unemployment spell | 49.5 | 65.6 | 1 | 631 |
| Previous work experience (week) | 391 | 197 | 1 | 1646 |
| Number of jobs held prior to change in job status | 7.25 | 4.67 | 1 | 36 |
| Age | 29.2 | 3.13 | 25 | 35 |
| Female (dummy) | 0.50 | 0.50 | 0 | 1 |
| White (dummy) | 0.51 | 0.50 | 0 | 1 |
| Black (dummy) | 0.28 | 0.45 | 0 | 1 |
| Married (dummy) | 0.32 | 0.47 | 0 | 1 |
| Parenthood (dummy) | 0.72 | 0.45 | 0 | 4 |
| Net worth (thousand dollars) | 61 | 136 | −300 | 600 |
| Non high school qualification or lower (dummy) | 0.15 | 0.35 | 0 | 1 |
| Industry - public sector (dummy) | 0.22 | 0.41 | 0 | 1 |
| Industry- professional services (dummy) | 0.21 | 0.41 | 0 | 1 |
| Real interest rate (percent) | 1.80 | 1.90 | 0.50 | 6.02 |
Table 2
Estimated conditional reservation wages (cent). The proportion of observed accepted wages w′ smaller than the estimated ξ (percent). Estimated offer acceptance rates for single job offers, second job offers, and post-unemployment offers.
| q | 0.2 | 0.5 | 1 | 2 | 3 | 5 |
|---|---|---|---|---|---|---|
| Estimated conditional reservation wages, | 57 | 82 | 113 | 158 | 191 | 231 |
| Pr(w′ < ξ) - in percent | 0.6 | 0.7 | 1.0 | 1.6 | 2.3 | 3.4 |
| Acceptance probability of single job offers, | 0.89 | 0.87 | 0.78 | 0.61 | 0.41 | 0.20 |
| Acceptance probability of second job offers, | 0.86 | 0.84 | 0.76 | 0.60 | 0.53 | 0.24 |
| Acceptance probability of post-unemployment offers, | 0.93 | 0.90 | 0.85 | 0.72 | 0.54 | 0.20 |

Figure 1
Histograms for working hours in single job.
Table 3
Observed offered wages and estimated conditional reservation wages for different types of job, measured in cent q = 2.
| Job types | Observed offered wage | Estimated reservation wage | ||||
|---|---|---|---|---|---|---|
| Single | Second | Post-unemployment | Single | Second | Post-unemployment | |
| Mean | 517 | 434 | 408 | 218 | 154 | 125 |
| Median | 446 | 355 | 338 | 206 | 139 | 124 |
| S.D. | 268 | 239 | 212 | 121 | 113 | 53 |

Figure 2
Offered wages and reservation wages - Fitted truncated models and histograms.

Figure 3
Fitted distributions for working time.
Table 4
Estimated job offer rates λj, separation rates δj, and acceptance rates Pj in percent.
| Job types | Job offer rates, λj | Job separation rates, δj | Job acceptance rates, Pj | |||||
|---|---|---|---|---|---|---|---|---|
| Single | Second | Post-unemp | Job 1 | Job 2 | Single | Second | Post-unemp | |
| Mean | 0.78 | 0.55 | 2.18 | 1.24 | 1.71 | 61.0 | 59.8 | 72.4 |
| 1 percentile | 0.18 | 0.10 | 1.16 | 0.14 | 0.40 | 5.58 | 7.02 | 21.6 |
| 99 percentile | 7.36 | 5.86 | 7.62 | 14.1 | 5.31 | 98.9 | 98.9 | 99.7 |
Table 5
Wage rate w1 (cent), estimated value of leisure a (cent), adjustment factor B and E, wage elasticity of optimal leisure time ɛl,w1 and ɛl,w2, actual working hours h1 (weekly hour), estimated optimal working hours (weekly hour), and the difference between h1 and (weekly hour).
| w1 | a | B | E | ɛl,w1 | ɛl,w2 | h1 | |||
|---|---|---|---|---|---|---|---|---|---|
| Mean | 445 | 1680 | 1.02 | 0.67 | −0.26 | −0.40 | 39.0 | 46.5 | −7.50 |
| S.D. | 239 | 410 | 0.01 | 0.11 | 0.12 | 0.22 | 8.39 | 17.4 | 17.7 |
| 1 percentile | 126 | 1101 | 1.00 | 0.40 | −0.71 | −1.27 | 12 | 14.4 | −57.9 |
| 99 percentile | 1345 | 3152 | 1.08 | 0.92 | −0.08 | −0.10 | 65 | 97.1 | 27.7 |

Figure 4
Histogram for the dierences between actual and optimal working hours, Δh.
Table 6
Estimated values of leisure a (cent), actual working hours h (weekly hours), estimated optimal working hours (weekly hour), and their difference Δh. Different values of q used in quantile regression.
| a | Δh | overworked group | underworked group | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| h1 | Δh | h1 | Δh | |||||||
| q = 0.2 | 1595 | 46.6 | −7.6 | 0.36 | 41.7 | 32.4 | 9.3 | 37.5 | 54.7 | −17.2 |
| q = 0.5 | 1655 | 46.6 | −7.6 | 0.36 | 41.7 | 32.9 | 8.8 | 37.5 | 54.6 | −17.1 |
| q = 1 | 1655 | 46.8 | −7.8 | 0.36 | 41.7 | 32.6 | 9.1 | 37.5 | 54.7 | −17.2 |
| q = 2 | 1680 | 46.5 | −7.5 | 0.37 | 41.5 | 33.1 | 8.5 | 37.5 | 54.4 | −16.9 |
| q = 3 | 1681 | 47.5 | −8.7 | 0.34 | 41.2 | 33.5 | 7.8 | 37.5 | 54.8 | −17.2 |
| q = 5 | 1693 | 48.0 | −9.2 | 0.34 | 41.1 | 33.8 | 7.3 | 37.5 | 55.2 | −17.7 |
Table 7
Estimated parameter for the value of leisure (measured in e−6), the estimated partial effect - mean, minimum and maximum (measured in cent).
| Variables | αk | The partial effect | ||
|---|---|---|---|---|
| mean | min | max | ||
| Constant | −857** | −2594 | −30665 | −793 |
| Previous work experience (weeks) | 0.06 | 0.19 | 0.06 | 2.31 |
| Number of previous jobs held | −8.90** | −27.0 | −318 | −8.23 |
| Age (years) | 10.5** | 31.8 | 9.69 | 375 |
| Female (dummy) | −27.4* | −83.1 | −980 | −25.3 |
| White (dummy) | 17.7 | 53.6 | 16.3 | 632 |
| Black (dummy) | −69.5** | −210 | −2486 | −64.3 |
| Married (dummy) | 4.76 | 14.4 | 4.40 | 170 |
| Parenthood (dummy) | −17.2* | −52.2 | −615 | −15.9 |
| Net worth (thousands dollar) | 0.30** | 0.92 | 0.28 | 10.8 |
| Non high school qualification or lower (dummy) | −146** | −440 | −5202 | −134 |
| Industry - public sector (dummy) | 115** | 348 | 106 | 4124 |
| Industry- professional services (dummy) | 63.2** | 191 | 58.4 | 2258 |
Table 8
Estimated value of leisure a (cent), wage elasticity of optimal leisure time ɛl,w1 and ɛl,w2, actual working hours h1 (weekly hour), estimated optimal hours (weekly hour), working hours mismatches (weekly hour). q = 2. Dierent values of .
| a | ɛl,w1 | ɛl,w2 | h1 | Δh | overwork | underwork | |||
|---|---|---|---|---|---|---|---|---|---|
| Δh | Δh | ||||||||
| 1680 | −0.26 | −0.40 | 39.0 | 46.5 | 8.5 | −16.9 | |||
| 1508 | −0.28 | −0.51 | 39.0 | 42.1 | 9.0 | −13.7 | |||
| 1485 | −0.32 | −0.59 | 39.0 | 38.3 | 0.6 | 0.53 | 9.9 | −10.1 |

Figure 5
Histograms for the preferred hours and actual hours, original data. SD = 0.

Figure 6
Histograms for the preferred hours and actual hours, simulated data. SD = 4.
Table 9
Actual working hours h1 (weekly hour), estimated optimal hours (weekly hour), (weekly hour). q = 2. Different SD.
| h1 | Δh | overwork group | underwork group | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| h1 | Δh | h1 | Δh | |||||||
| SD = 0 | 39.0 | 46.5 | −7.5 | 0.37 | 41.5 | 33.1 | 8.5 | 37.5 | 54.4 | −16.9 |
| SD = 2 | 39.8 | 46.5 | −7.1 | 0.37 | 40.5 | 33.3 | 7.2 | 38.8 | 54.3 | −15.6 |
| SD = 4 | 39.8 | 46.5 | −6.7 | 0.38 | 40.5 | 34.0 | 6.4 | 39.4 | 54.0 | −14.5 |
| SD = 8 | 40.7 | 46.5 | −5.8 | 0.38 | 42.8 | 36.2 | 6.6 | 39.3 | 52.8 | −13.5 |