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Table 5 The effects of the 2013 PES reform: difference-in-differences regression coefficients, alternative specifications (dependent variable: unemployment rate)

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

Independent variable

(1) Time period 2012–2014

(2) Time period 2012–2015

(3) Time period 2012–2016

(4) Time period 2012–2017

Treated municipality

0.556* (0.269)

0.372 (0.204)

0.349 (0.236)

0.310 (0.246)

Lapland region

1.086*** (0.294)

0.442 (0.255)

−0.358 (0.357)

−0.557 (0.303)

Long-term unemployed pilot project in 2012–2015

−0.106 (0.165)

−0.076 (0.172)

0.151 (0.191)

0.159 (0.205)

Recipient of mass layoff support in 2013–15

−0.029 (0.233)

0.236 (0.223)

  

Recipient of mass layoff support in 2015

 

2.249 (1.264)

  

Recipient of mass layoff support in 2016–17

  

0.083 (0.421)

−0.566* (0.241)

PES office closure in 2016–17

  

0.441 (0.282)

−0.072 (0.211)

Constant

2.175*** (0.101)

2.956*** (0.108)

2.576*** (0.110)

1.106*** (0.110)

N

303

303

304

304

R-sq

0.058

0.074

0.019

0.023

  1. Dependent variable: unemployment rate (%)
  2. All equations are estimated with two years of data, i.e. the first and the last year of each period. Heteroscedasticity-robust standard errors in parentheses. Statistical significance is denoted as: *p ≤ 0.05; **p ≤ 0.01; ***p ≤ 0.001