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Puerto Rico's minimum wage: Revisiting a price floor with bite


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Figure 1

Distribution of Wages in Puerto Rico in 2006 and 2010.
Distribution of Wages in Puerto Rico in 2006 and 2010.

Figure 2

Distribution of Wages in Puerto Rico in 2000 and 2006.
Distribution of Wages in Puerto Rico in 2000 and 2006.

Figure 3

Distribution of Wages in U.S. States with Subfederal Minimum Wages in 2006 and 2010.
Distribution of Wages in U.S. States with Subfederal Minimum Wages in 2006 and 2010.

Figure 4

Distribution of Wages for Workers Aged 15–24 in Puerto Rico in 2006 and 2010.
Distribution of Wages for Workers Aged 15–24 in Puerto Rico in 2006 and 2010.

Figure 5

Treatment E effects and Placebo Test: Teen Employment (International Donors).Source: (A) Actual vs. Synthetic Control. (B) Placebo Test.
Treatment E effects and Placebo Test: Teen Employment (International Donors).Source: (A) Actual vs. Synthetic Control. (B) Placebo Test.

Figure 6

Path of GDP per Capita in Actual and Synthetic Puerto Rico.
Path of GDP per Capita in Actual and Synthetic Puerto Rico.

Figure 7

Comparisons Between Actual and Synthetic Puerto Rico (GDP Matching).Source: (A) Path of GDP. (B) Path of Teen/Young Adult Employment. (C) Path of Total Employment.
Comparisons Between Actual and Synthetic Puerto Rico (GDP Matching).Source: (A) Path of GDP. (B) Path of Teen/Young Adult Employment. (C) Path of Total Employment.

Figure 8

Bite of the Minimum Wage Across Puerto Rican Industries.
Bite of the Minimum Wage Across Puerto Rican Industries.

Figure 9

Treatment Effects and Placebo Test: Accommodation and Food Industry (Island Industry Donors).Source: (A) Actual vs. Synthetic Control (B) Placebo Test (Donors with >2 × PRI Pre Treatment RMSE Dropped).
Treatment Effects and Placebo Test: Accommodation and Food Industry (Island Industry Donors).Source: (A) Actual vs. Synthetic Control (B) Placebo Test (Donors with >2 × PRI Pre Treatment RMSE Dropped).

Figure 10

Treatment Effects and Placebo Test: Accommodation and Food Industry (USA MSA Donors).Source: (A) Actual vs. Synthetic Control (B) Placebo Test (Donors with >2 × PRI Pre Treatment RMSE Dropped). MSA, metropolitan statistical area; RMSE, root mean squared error.
Treatment Effects and Placebo Test: Accommodation and Food Industry (USA MSA Donors).Source: (A) Actual vs. Synthetic Control (B) Placebo Test (Donors with >2 × PRI Pre Treatment RMSE Dropped). MSA, metropolitan statistical area; RMSE, root mean squared error.

Estimated Own-Wage Elasticities of Employment

ModelGroupMethodDependentMWMWOwn-Wage
VariableElasticityCoverageElasticity
(1)Ages 15–24Synthetic Controlln(employmetpopulation)\ln \left({{{{\rm{employmet}}} \over {{\rm{population}}}}} \right)−0.7476%−0.97
(2)Ages 15–24Triple Differencesln(employmetpopulation)\ln \left({{{{\rm{employmet}}} \over {{\rm{population}}}}} \right)−1.2676%−1.65
(3)Ages 15–24Limited Donorsln(employmetpopulation)\ln \left({{{{\rm{employmet}}} \over {{\rm{population}}}}} \right)−0.3976%−0.51
(4)Ages 15–24(2) & (3)ln(employmetpopulation)\ln \left({{{{\rm{employmet}}} \over {{\rm{population}}}}} \right)−0.4376%−0.56
(5)Ages 15–24GDP Matchingln(employmetpopulation)\ln \left({{{{\rm{employmet}}} \over {{\rm{population}}}}} \right)−0.4976%−0.65
(6)Ages 15–24(2) & (5)ln(employmetpopulation)\ln \left({{{{\rm{employmet}}} \over {{\rm{population}}}}} \right)−0.5576%−0.72
(7)All WorkersSynthetic Controlln(employmetpopulation)\ln \left({{{{\rm{employmet}}} \over {{\rm{population}}}}} \right)−0.2846%−0.60
(8)All WorkersLimited Donorsln(employmetpopulation)\ln \left({{{{\rm{employmet}}} \over {{\rm{population}}}}} \right)−0.2246%−0.49
(9)All WorkersGDP Matchingln(employmetpopulation)\ln \left({{{{\rm{employmet}}} \over {{\rm{population}}}}} \right)−0.2746%−0.59
(10)Restaurant WorkersCross Industryln(employment)−0.6669%−0.95
(11)Restaurant WorkersUSA MSA Donorsln(employmetpopulation)\ln \left({{{{\rm{employmet}}} \over {{\rm{population}}}}} \right)−0.2365%−0.35
(12)Restaurant WorkersUSA MSA Donorsln(employment)−0.1465%−0.22

Treatment Effects and Significance for Log Employment in Puerto Rican Accommodation and Food Industry (Puerto Rican Industry Donors)

PeriodEstimated EffectP-Value (One Sided)Adjusted P-Value
Q4 2007−0.05020.2140
Q1 2008−0.06730.0710
Q2 2008−0.05900.2140.071
Q3 2008−0.07640.0710
Q4 2008−0.088700
Q1 2009−0.10490.0710
Q2 2009−0.10440.1420
Q3 2009−0.10810.2140
Q4 2009−0.09980.2850.071
Q1 2010−0.09060.2140.142
Q2 2010−0.08290.2850.142
Q3 2010−0.09160.2140.071
Q4 2010−0.08790.2140.071
Q1 2011−0.07750.2140.071
Q2 2011−0.09010.2850.071
Q3 2011−0.09720.2140.071
Q4 2011−0.08060.3570.071
Q1 2012−0.08680.2140.071
Q2 2012−0.08510.2850.071
Q3 2012−0.07510.2850.071

Weights for Constructing Synthetic Accommodation and Food Industry (Puerto Rican Industry Donors)

IndustryWeight
Education0.06
Health0.587
Professional Services0.187
Retail0.22

Treatment Effects and Significance for Log Teen Employment/Population Ratio in Puerto Rico

PeriodEstimated EffectP-ValueAdjusted P-Value
2007−0.0650.2210.662
2008−0.0820.2050.610
2009−0.1370.1030.558
2010−0.2380.0360.426
2011−0.3500.0100.338
2012−0.3410.0100.359
2013−0.3490.0410.354
2014−0.3430.0520.374
2015−0.3390.0670.400
2016−0.3140.0980.436
2017−0.3000.1030.477

Weights for Constructing Synthetic Puerto Rico (GDP Matching)

CountryWeight
United Arab Emirates0.112
Equatorial Guinea0.149
Ireland0.046
Iraq0.085
South Korea0.312
Lebanon0.190
Norway0.106

Treatment Effects and Significance for Log Employment/Population Ratio in Puerto Rican Accommodation and Food Industry (USA Donors) (Truncated to Quarterly for Space)

PeriodEstimated EffectP-Value (One-Sided)Adjusted P-Value
Jul-07−0.07540.0490.0693
Oct-07−0.08920.0490.049
Jan-08−0.04170.23760.5445
Apr-08−0.08300.06930.2277
Jul-08−0.10500.0390.2079
Oct-08−0.12560.0290.1485
Jan-09−0.08630.10890.3960
Apr-09−0.11100.09900.3168
Jul-09−0.11800.10890.2277
Oct-09−0.09110.13860.3069
Jan-10−0.07600.17820.4158
Apr-10−0.10210.14850.3663
Jul-10−0.12760.07920.2277
Oct-10−0.12200.08910.3267
Jan-11−0.05790.32670.6336
Apr-11−0.09180.17820.4851
Jul-11−0.10580.15840.4158
Oct-11−0.07800.22770.5841
Jan-12−0.07490.24750.6336
Apr-12−0.0980.16830.5049
Jul-12−0.11720.12870.3861
Oct-12−0.07270.27720.6336
Jan-13−0.04160.55440.7425
Apr-13−0.09190.18810.5049
Jul-13−0.11550.13860.3762
Oct-13−0.11570.15840.4059
Jan-14−0.08290.25740.4653
Apr-14−0.13820.13860.3564
Jul-14−0.15790.08910.3168
Oct-14−0.15200.11880.3564

Treatment Effects and Significance for Log Teen Employment/Population Ratio in Puerto Rico (Limited Donor Pool)

PeriodEstimated EffectP-ValueAdjusted P-Value
2007−0.0580.2440.694
2008−0.1010.1780.644
2009−0.1710.1110.550
2010−0.2170.0780.527
2011−0.2630.0440.439
2012−0.1690.1380.605
2013−0.1900.1220.594
2014−0.1530.2220.617
2015−0.1010.3890.783
2016−0.1170.3160.750
2017−0.0480.6560.894

Characteristics of Puerto Rican Workers

GroupCount% Male% EmployedAverage Hourly Earnings ($)% Making $7.25/h or less
Puerto Ricans (2006)34,74647.1829.9211.3446
Ages 15–244,90051.7823.536.5676
Accommodation and Food82250.49N/A7.3869
Puerto Ricans (2010)36,03247.1529.2612.2135
Ages 15–244,98251.4519.418.3658
Accommodation and Food84251.61N/A8.7755
All Americans (2006)2,969,74148.6146.8421.4912
Ages 15–243,80,23351.1745.7610.1930
Accommodation and Food1,16,91741.92N/A11.4541
All Americans (2010)3,061,69248.6344.8721.9210
Ages 15–243,85,91251.3740.1010.7224
Accommodation and Food1,12,86443.81N/A11.9832

Pre-Treatment Log Employment in Actual and Synthetic Accommodation and Food Industry (USA Donors)

PeriodAccommodation and FoodSynthetic Accommodation and Food
Jan 20033.913.91
Jun 20033.943.94
Jan 20043.983.97
Jun 20043.963.98
Jan 20054.004.00
Jun 20054.013.99
Jan 20063.973.98
Jun 20063.973.98
Jan 20073.963.96
Jun 20073.963.98

Treatment Effects and Significance for Log Total Employment/Population Ratio in Puerto Rico (Limited Donor Pool)

PeriodEstimated EffectP-ValueAdjusted P-Value
2007−0.0370.2940.567
2008−0.0590.2390.478
2009−0.0970.1330.378
2010−0.1130.1060.367
2011−0.1060.1280.439
2012−0.0840.1830.500
2013−0.0750.2500.561
2014−0.0920.2060.494
2015−0.0870.2170.522
2016−0.0830.2390.511
2017−0.0890.2280.522

Treatment Effects and Significance for Log Teen Employment/Population Ratio in Puerto Rico (Placebo Treatment Date of 2000)

PeriodEstimated EffectP-ValueAdjusted P-Value
2001−0.0310.3230.810
2002−0.0460.3790.795
2003−0.0470.4670.851
2004−0.0610.3540.800
2005−0.0810.3380.784
2006−0.1520.1070.677

Bite of the Minimum Wage Across Groups

Group% Earning 7.25/h or less in 2006 (%)% Earning 7.25/h or less in 2010 (%)
All Puerto Ricans4635
Puerto Ricans Aged 15–247658
Accommodation and Food Workers6955
Accommodation and Food Workers (San Juan)6550
Retail Workers6247
Education Workers2017
Health Workers4337
Manufacturing Workers3925
Professional Services Workers3746

Weights for Constructing Synthetic Puerto Rico (Limited Donor Pool)

CountryWeight
Barbados0.48
Comoros0.422
Sri Lanka0.083
United States0.015

Pre-Treatment Log Employment/Population Ratio in Actual and Synthetic Accommodation and Food Industry (USA Donors)

PeriodAccommodation and FoodSynthetic Accommodation and Food
Jan 20030.6630.654
Jun 20030.6920.707
Jan 20040.7320.711
Jun 20040.7080.735
Jan 20050.7490.696
Jun 20050.7380.735
Jan 20060.7650.723
Jun 20060.7230.750
Jan 20070.7100.756
Jun 20070.7100.798

Weights for Constructing Synthetic Puerto Rico

CountryWeight
Suriname0.349
Norway0.328
Macedonia0.16
Gabon0.16
Lesotho0.003

Treatment Effects and Significance for Log Total Employment/Population in Puerto Rico

PeriodEstimated EffectP-ValueAdjusted P-Value
2007−0.0430.3120.451
2008−0.0630.1790.410
2009−0.1140.0460.267
2010−0.1320.0410.282
2011−0.1240.0460.312
2012−0.1080.0970.369
2013−0.1010.1380.431
2014−0.1190.1020.364
2015−0.1110.1440.405
2016−0.0970.2010.451
2017−0.0970.2000.451

Treatment Effects and Significance for Log Employment in Puerto Rican Accommodation and Food Industry (Placebo Treatment Date of Q4 2000)

PeriodEstimated EffectP-Values (One Sided)Adjusted P-Values
Q1 2001−0.01110.2850.642
Q2 20010.00790.6420.714
Q3 2001−0.01030.2140.642
Q4 2001−0.01830.2140.571
Q1 2002−0.04910.2140.142
Q2 2002−0.05670.3570.214
Q3 2003−0.03520.3570.428
Q4 2003−0.04370.4280.357
Q1 2004−0.03560.4280.428
Q2 2004−0.04390.4280.428
Q3 2004−0.04170.3570.571
Q4 2004−0.05240.4280.357
Q1 2005−0.03040.3570.571
Q2 2005−0.04500.2850.428
Q3 2005−0.06490.4280.285
Q4 2005−0.04130.3570.500
Q1 2006−0.03370.3570.571
Q2 2006−0.02180.3570.714
Q3 2006−0.01170.3570.857
Q4 2006−0.00640.50.857
Q1 2007−0.01200.3570.785

Indicators in Puerto Rico vs. Synthetic Puerto Rico

IndicatorPuerto RicoSynthetic Puerto Rico
GDP Growth (%)3.712.18
GDP per capita ($)29,04325,731
Male Teen Population (%)9.08.4
Female Teen Population (%)8.28.1

Indicators in Puerto Rico vs. Synthetic Puerto Rico (GDP Matching)

IndicatorPuerto RicoSynthetic Puerto Rico
GDP per capita in 199122579.0923501.23
GDP per capita in 199526027.2325976.47
GDP per capita in 200031005.1830950.21
GDP per capita in 200333147.7932690.81
GDP per capita in 200535375.335005.24
GDP per capita in 200734820.7735557.17
GDP per capita in 200933892.8534206.46
GDP per capita in 201033924.0633746.06
GDP per capita in 201134195.6534173.33
GDP per capita in 201334913.6334731.05
GDP per capita in 201535314.4335581.21
GDP per capita in 201735403.0135840.44

Treatment Effects and Significance for Log Employment in Puerto Rican Accommodation and Food Industry (USA Donors) (Truncated to Quarterly for Space)

PeriodEstimated EffectP-Value (One-Sided)Adjusted P-Value
Jul-07−0.0080.670.72
Oct-07−0.0260.290.31
Jan-08−0.0130.600.65
Apr-08−0.0630.080.04
Jul-08−0.0410.220.23
Oct-08−0.0330.410.43
Jan-09−0.0610.220.24
Apr-09−0.0390.330.36
Jul-09−0.0290.470.53
Oct-09−0.0110.730.76
Jan-10−0.0360.460.48
Apr-10−0.0460.370.41
Jul-10−0.0540.310.34
Oct-10−0.0350.50.54
Jan-11−0.0510.390.41
Apr-11−0.0400.540.58
Jul-11−0.0260.690.75
Oct-11−0.0050.930.94
Jan-12−0.0460.510.54
Apr-12−0.0420.500.54
Jul-12−0.0260.680.71
Oct-120.0160.830.87
Jan-13−0.0270.730.79
Apr-13−0.0310.610.63
Jul-13−0.030.620.65
Oct-13−0.0080.880.91
Jan-14−0.0510.500.5
Apr-14−0.0610.390.38
Jul-14−0.0540.430.48
Oct-14−0.0720.380.36

Pre-Treatment Log Employment in Actual and Synthetic Accommodation and Food Industry (Puerto Rican Industry Donors)

PeriodAccommodation & FoodSynthetic Accommodation & Food
Q1 19953.7727613.814832
Q3 19973.9721773.97396
Q1 20004.117414.117964
Q3 20024.1494644.150361
Q1 20054.2398874.227708

Weights for Constructing Synthetic Accommodation and Food Industry (USA Donors)

MSAWeightA&F MW Coverage (%)
Trenton, NJ0.4430
Tampa-St. Petersburg, FL0.10637
Miami-Ft. Lauderdale, FL0.44432
Tucson, AZ0.00743

Indicators in Puerto Rico vs. Synthetic Puerto Rico (Limited Donor Pool)

IndicatorPuerto RicoSynthetic Puerto Rico
GDP Growth3.392.15
GDP per capita29,417.359,061.07
Male Teen Population8.989.41
Female Teen Population8.128.96
Male Young Adult Population8.238.68
Female Young Adult Population7.718.31
ln(EmploymentPopulation)\ln \left({{{{\rm{Employment}}} \over {{\rm{Population}}}}} \right) in 19913.363.37
ln(EmploymentPopulation)\ln \left({{{{\rm{Employment}}} \over {{\rm{Population}}}}} \right) in 19953.393.41
ln(EmploymentPopulation)\ln \left({{{{\rm{Employment}}} \over {{\rm{Population}}}}} \right) in 20003.493.43
ln(EmploymentPopulation)\ln \left({{{{\rm{Employment}}} \over {{\rm{Population}}}}} \right) in 20053.333.37