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Table 7 The effects of the PES reform: fixed effects panel data regression estimates, treatment groups by driving time to the nearest PES office

From: Effects of face-to-face counselling on unemployment rate and duration: evidence from a Public Employment Service reform

Independent variable

(1) Dependent variable: unemployment rate (%)

(2) Dependent variable: unemployment duration (weeks)

(3) Dependent variable: difference in unemployment rate (%)

(4) Dependent variable: difference in unemployment duration (weeks)

Year 2014 × ref-near

0.195 (0.290)

1.367 (0.898)

−0.073 (0.150)

1.058 (0.901)

Year 2015 × ref-near

0.181 (0.328)

2.130 (1.412)

−0.171 (0.250)

1.652 (1.302)

Year 2016 × ref-near

0.293 (0.408)

3.712 (2.294)

−0.142 (0.336)

2.950 (2.426)

Year 2017 × ref-near

0.566 (0.366)

4.390 (2.418)

0.059 (0.390)

3.439 (2.676)

Year 2014 × ref-mean

0.578* (0.248)

0.642 (0.862)

0.506 (0.270)

0.709 (0.578)

Year 2015 × ref-mean

0.461 (0.236)

1.736 (1.061)

0.394 (0.268)

1.840 (1.096)

Year 2016 × ref-mean

0.237 (0.216)

2.322 (1.362)

0.176 (0.308)

2.347 (1.452)

Year 2017 × ref-mean

0.221 (0.209)

2.006 (1.372)

0.177 (0.387)

2.048 (1.674)

Year 2014 × ref-far

−0.023 (0.498)

1.807 (1.574)

0.204 (0.217)

1.015 (0.736)

Year 2015 × ref-far

0.353 (0.682)

3.303* (1.643)

0.687 (0.424)

2.336* (1.028)

Year 2016 × ref-far

−0.122 (0.617)

4.891** (1.671)

0.319 (0.304)

3.633* (1.546)

Year 2017 × ref-far

−0.336 (0.556)

2.635 (1.583)

0.224 (0.394)

1.182 (1.619)

Constant

10.042*** (0.073)

40.794*** (0.403)

−1.307*** (0.043)

−1.544*** (0.231)

Year indicators

Yes

Yes

Yes

Yes

Municipality fixed effects

Yes

Yes

Yes

Yes

Municipality-specific trends

No

No

Yes

Yes

N

3,657

3,657

3,344

3,344

R-sq

0.653

0.600

0.647

0.417

  1. Municipality-clustered standard errors in parentheses. Interaction terms year∙reform are differenced in models 3 and 4. Statistical significance is denoted as: * p ≤ 0.05; ** p ≤ 0.01; *** p ≤ 0.001