Panel A. Fuzzy RDD | ||||||||
---|---|---|---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
Δp5 | Δ(p50-p5) | Δp10 | Δ(p50-p10) | Δp15 | Δ(p50-p15) | Δp20 | Δ(p50-p20) | |
Treatment effect | 0.0805 | -0.0865 | 0.0695 | -0.0755 | 0.0710 | -0.0770 | 0.0289 | -0.0349 |
(0.0373) | (0.0481) | (0.0400) | (0.0532) | (0.0566) | (0.0721) | (0.0285) | (0.0453) | |
** | ** | * | ||||||
Constant | -0.0286 | 0.0501 | -0.0082 | 0.0296 | -0.0248 | 0.0463 | -0.0109 | 0.0324 |
(0.0221) | (0.0296) | (0.0205) | (0.0297) | (0.0327) | (0.0419) | (0.0165) | (0.0259) | |
Relative time effects | Linear | Linear | Linear | Linear | Linear | Linear | Linear | Linear |
Observations | 62 | 62 | 62 | 62 | 62 | 62 | 62 | 62 |
R-squared | 0.0875 | 0.1217 | 0.2290 | 0.2353 | 0.1727 | 0.1858 | 0.0644 | 0.1265 |
Panel A. Fuzzy RDD1 | ||||||||
---|---|---|---|---|---|---|---|---|
Employment growth | Change in employment growth | |||||||
Baseline | Controls | Bandwidth | Falsification | Baseline | Controls | Bandwidth | Falsification | |
Treatment dummy | -0.0953 | -0.0511 | -0.0976 | -0.1574 | -0.1217 | -0.1540 | ||
(0.0446) | (0.0163) | (0.0566) | (0.0548) | (0.0189) | (0.0523) | |||
** | *** | * | *** | *** | *** | |||
Constant | -0.1042 | -0.0963 | -0.1078 | -0.1950 | -0.1350 | -0.1701 | ||
(0.0388) | (0.0053) | (0.0523) | non-available | (0.0380) | (0.0123) | (0.0327) | non-available | |
** | *** | ** | *** | *** | *** | |||
Relative time effects | Linear | Linear | Linear | Linear | Linear | Linear | ||
Observations | 62 | 62 | 76 | 62 | 62 | 76 | ||
R-squared | 0.3976 | 0.3472 | 0.4975 | 0.6579 | 0.5452 | 0.6898 |
All | Non-affiliated | Affiliated | ||||
---|---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (3) | (4) | |
Balancing variables | linear | quadratic | linear | quadratic | linear | quadratic |
Representativeness, 2010 | 0.0815 | −0.0080 | 0.0923 | −0.0183 | 0.0220 | 0.0303 |
- share of workforce in afffiliated firms | (0.1143) | (0.0574) | (0.1422) | (0.0617) | (0.0695) | (0.0510) |
Employment growth, 2009-2010 | 0.0865 | 0.0975 | 0.0953 | 0.1045 | 0.0813 | 0.0844 |
(0.0155) | (0.0080) | (0.0195) | (0.0106) | (0.0099) | (0.0076) | |
*** | *** | *** | *** | *** | *** | |
Log employment, 2010 | −0.2195 | −0.1584 | −0.4327 | −0.3626 | 0.5093 | 0.1547 |
(0.6026) | (0.6073) | (0.6009) | (0.6273) | (0.7890) | (0.5082) | |
Log average firm size, 2010 | −1.2418 | −1.4115 | −1.2439 | −1.3098 | −1.5805 | −1.6135 |
- number of workers per firm | (0.3004) | (0.1840) | (0.2429) | (0.2017) | (0.2265) | (0.1765) |
*** | *** | *** | *** | *** | *** | |
Log average wage, 2010 | −0.0510 | −0.0812 | −0.0530 | −0.0603 | −0.1147 | −0.1120 |
- within job title and year | (0.0870) | (0.0956) | (0.0852) | (0.0875) | (0.0901) | (0.0758) |
Log median wage, 2010 | 0.0040 | −0.0092 | −0.0127 | −0.0059 | −0.0243 | −0.0035 |
- within job title and year | (0.0764) | (0.0828) | (0.0775) | (0.0781) | (0.0824) | (0.0605) |
Export intensity, 2010 | −0.4642 | −0.4553 | −0.4072 | −0.3808 | −0.5818 | −0.6151 |
(0.0523) | (0.0494) | (0.0579) | (0.0583) | (0.0466) | (0.0264) | |
*** | *** | *** | *** | *** | *** | |
Log labour productivity, 2010 | 0.1753 | −0.0735 | 0.2313 | 0.0320 | −0.2217 | −0.1636 |
(0.4604) | (0.5252) | (0.4727) | (0.5360) | (0.3814) | (0.2627) |
Agreement sector | Date agreement | Date extension |
---|---|---|
Metallurgic industry | 9/8/2010 | 12/22/2010 |
Agriculture, fishing and forestry | 9/22/2010 | 1/10/2011 |
Car sale | 10/8/2010 | 1/10/2011 |
Viana do Castelo retail | 10/8/2010 | 12/29/2010 |
Clinical analysis labs | 11/8/2010 | 2/28/2011 |
Wine trade sector | 11/22/2010 | 2/28/2011 |
Football clubs (players) | 12/15/2010 | 3/22/2011 |
Cork industry, North, Office workers | 12/29/2010 | 4/26/2011 |
Wine industry, cellars | 1/10/2011 | 4/26/2011 |
Textile industry | 1/24/2011 | |
Hotels and restaurants, Centre and South | 1/24/2011 | 5/23/2011 |
Aveiro retail | 2/22/2011 | 5/23/2011 |
Ropes industry | 2/28/2011 | |
Chemical and pharmaceutical retail | 2/28/2011 | 5/30/2011 |
Wood | 3/9/2011 | |
Pharmaceutical products retail | 3/29/2011 | |
Merchandising firms | 3/29/2011 | |
Viseu retail | 4/8/2011 | |
Wheat | 4/8/2011 | |
Coffee | 4/8/2011 | |
Driving schools | 4/8/2011 | |
Fish preserve industry | 4/26/2011 | |
Bread manufacturing, Lisbon | 4/26/2011 | |
Guarda, retail | 4/29/2011 | |
Poultry, slaughter | 5/9/2011 | |
Farming | 5/9/2011 | |
Meat, retail, South | 5/16/2011 | |
Retail storehouses | 5/23/2011 | |
Bread manufacturing | 5/23/2011 | |
Fishing | 5/30/2011 | |
Non-alcoholic beverages | 5/30/2011 | |
Cement | 6/8/2011 | |
Shoe manufacturing | 7/15/2011 | |
Farming, Abrantes | 7/15/2011 | |
Farming, Beja | 7/22/2011 | |
Construction sector | 8/8/2011 | |
Private schools | 8/16/2011 | |
Clothing | 8/16/2011 | |
Textile industry | 8/16/2011 |
Panel A. Results on the role of representativeness by affiliation status | ||||
---|---|---|---|---|
Fuzzy | Sharp | |||
(1) | (2) | (1) | (2) | |
ΔE | ΔΔE | ΔE | ΔΔE | |
Treatment effect * | −0.1278 | −0.1757 | −0.0822 | −0.0974 |
non-affiliated firms | (0.0424) | (0.0621) | (0.0354) | (0.0386) |
*** | *** | ** | ** | |
Treatment effect * | 0.3415 | 0.3383 | −0.0780 | −0.0531 |
affiliated firms | (0.1412) | (0.1542) | (0.0427) | (0.0454) |
** | ** | * | ||
Representativeness * | −0.2729 | −0.1284 | −0.3197 | −0.0297 |
non-affiliated firms | (0.1469) | (0.1888) | (0.1690) | (0.1893) |
Representativeness * | * 0.1770 | 0.0388 | * 0.0805 | −0.0691 |
affiliated firms | (0.0797) | (0.1047) | (0.0594) | (0.0769) |
** | ||||
Treatment dummy * | 0.3024 | 0.1296 | 0.2443 | −0.1178 |
non-affiliated firms * | (0.1603) | (0.2129) | (0.1706) | (0.2044) |
representativeness | * | |||
Treatment dummy * | −0.5177 | −0.2431 | −0.1288 | −0.0233 |
affiliated firms * | (0.2553) | (0.2887) | (0.1087) | (0.0989) |
representativeness | * | |||
Affiliated firms | −0.2098 | −0.2005 | 0.0079 | −0.0016 |
(0.0866) | (0.0741) | (0.0428) | (0.0406) | |
** | ** | |||
Constant | −0.0025 | −0.0467 | −0.0265 | −0.0740 |
(0.0390) | (0.0341) | (0.0332) | (0.0304) | |
** | ||||
Relative time effects | linear | linear | linear | linear |
Observations | 62 | 62 | 58 | 58 |
R-squared | 0.5042 | 0.6747 | 0.5587 | 0.7248 |
Panel A. Employment growth (ΔE2011)1 | ||||||||
---|---|---|---|---|---|---|---|---|
Fuzzy RDD | Sharp RDD | |||||||
Baseline | Controls | Bandwidth | Falsification | Baseline | Controls | Bandwidth | Falsification | |
Non-affiliated firms | -0.1121 | -0.1395 | -0.1114 | -0.0536 | -0.0515 | -0.0071 | 0.0684 | |
(0.0470) | (0.0574) | (0.0592) | (0.0329) | (0.0248) | (0.0311) | (0.1080) | ||
** | ** | * | ** | |||||
Affiliated firms | 0.179 | 0.1172 | 0.0087 | -0.0980 | -0.0982 | -0.061 | -0.0280 | |
(0.0712) | (0.0876) | (0.0962) | (0.0204) | (0.0326) | -0.0292 | (0.0336) | ||
** | *** | *** | ** | |||||
Constant | -0.0544 | -0.0587 | -0.0527 | non-available | -0.0786 | -0.0975 | -0.0722 | -0.0978 |
(0.0180) | (0.0275) | (0.0300) | (0.0156) | (0.0187) | -0.0269 | (0.1082) | ||
** | ** | * | *** | *** | ** | |||
Relative time effects | linear | linear | linear | linear | linear | linear | linear | |
Observations | 62 | 62 | 76 | 58 | 58 | 72 | 46 | |
R-squared | 0.4157 | 0.3802 | 0.5026 | 0.4579 | 0.414 | 0.5432 | 0.5393 |
Panel A. Employment growth (ΔE2011) | ||||
---|---|---|---|---|
Fuzzy | Sharp | |||
(1) | (2) | (1) | (2) | |
Treatment dummy | −0.0953 | −0.0500 | −0.0578 | −0.0420 |
(0.0446) | (0.0591) | (0.0262) | (0.0262) | |
** | ** | |||
Constant | −0.1042 | −0.1358 | −0.1226 | −0.1293 |
(0.0388) | (0.0274) | (0.0313) | (0.0236) | |
** | *** | *** | *** | |
Relative time effects | Linear | Quadratic | Linear | Quadratic |
Observations | 62 | 62 | 62 | 62 |
R-squared | 0.3976 | 0.4037 | 0.4290 | 0.4359 |