Racial Disparities in Florida Welfare Reform

 

A Study of Income Levels for Black, Hispanic, and White Post-Welfare Recipients

 

 

 

 

 

 

 

 

 

Robert E. Beneckson M.S.

Senior Researcher

e-mail: rb4@bigfoot.com@bigfoot.com

Marvin Dunn Ph.D.

Mentor

Anjenys Gonzalez B.S.

Community Organizer

Clara Marichal M.L.A.

Research Assistant

 

Racial Disparities in Florida Welfare Reform

 

 

Introduction

 

One area of concern that has arisen with the passage of the Personal Responsibility and Work Opportunities Reconciliation Act (PRWORA) of 1996 is the potential for racial disparities in the implementation of the law. Around the country some researchers have begun to look into this question, but the focussed work on racial disparities is still in the early stages.

Susan Gooden, Ph.D. of the Center for Public Administration and Policy (CPAP) of Virginia Tech studied 223 female welfare recipients in the Culpeper region of Virginia on various dimensions of employment status and found among other things that, "In general, blacks earn less than whites, are less likely to be employed full time and are over-represented in lower paying occupations."

Clark, Jarmon, and Langley studied 140 welfare leavers in five rural Florida counties and found, "Significant racial differences in employment and income were noted in our data. First, whites were more likely than Blacks to be currently employed (49.3% vs. 32.7%). Second, Black workers earned significantly less per hour than did White workers, and Blacks had household incomes that were two-thirds of White respondents."

Both these studies looked at relatively small samples in a few counties and have made important contributions to the research on racial disparities in welfare reform. One example of a larger scale study is the Urban Institute’s study of general racial and ethnic disparities (not confined to welfare recipients) that used the data from the 1997 National Survey of America’s Families (NSAF) and studied poverty, family structure, child support, food and housing hardship, health status and insurance coverage, and found that "black, Hispanic and Native American families face hardship that is not tied to income alone….over one-half of low income blacks, Hispanics, and Native Americans experienced hardship. Even at higher incomes, blacks, Hispanics and Native Americans are nearly twice as likely to experience food hardships as whites."

With these studies in mind, and with our interest in studying the results of the devolution of welfare delivery to the states rather than the federal government, we set out to study income levels of former welfare recipients in Florida.

 

 

Methodology

 

We attempted to discover what objective data obtained from the Florida Education and Training Placement Information Program (which tracks income information for all recipients who leave welfare for all 67 counties in Florida) would reveal about potential differences in income level between racial groups who left welfare during the same time period. The data sample began in the first quarter of 1998 and followed the mean income levels for a 12-month period for those who left welfare in the first quarter of 1998. This means that we were able to study the reported income level, separated by racial group (black, Hispanic, and white), of people who left welfare in 1998 and track their income by group through the fourth quarter of 1998.

We used a one-way ANOVA, F (2,27) = 4.84, p = .016, to determine if the differences between mean income levels for each racial group differed at the .05 level of significance. The data was reported for 24 "County Regions" (one or more counties combined) by quarter and by race, and followed for 12 months. An example for Broward County follows:

 

 

Table 1: Broward County

 

 

1

2

3

4

5

6

7

8

9

10

11

12

13

County

ethnicity

yrqtr

nexqtr

extqtr

np3mo

p3mo

np6mo

p6mo

np9mo

p9mo

np12mo

p12mo

Broward

Black

981

647

$1230

604

$3724

609

$2018

575

$2278

635

$2155

Hispanic

981

112

$1197

108

$4462

108

$2521

112

$2636

105

$2883

White

981

168

$1422

151

$4106

156

$2585

151

$3066

181

$2818

 

In this table column 4 shows the number of welfare recipients in each ethnic group in Broward County who left welfare in the first quarter of 1998 and then reported income during the exit quarter. Column 5 reports the income for the exit quarter for each ethnic group. Column 6 reports the number of former recipients who reported income for the 3-month period following the exit quarter; column 7 reports the income level for that period and so on until column 12 and 13 report the same information for 12 months after leaving welfare.

Data in this format from all 24 County Regions of Florida were analyzed for the first quarter of 1998 through the fourth quarter of 1998 and was used to compare the mean income of blacks, Hispanics, and whites statewide.

 

Table 2: Statewide Totals

 

 

1

2

3

4

5

6

7

8

9

10

11

12

13

county

ethnicity

yrqtr

nexqtr

extqtr

np3mo

p3mo

np6mo

p6mo

np9mo

p9mo

np12mo

p12mo

Florida

Black

981

7676

$26096

7462

$78135

7146

$43173

6952

$48752

7312

$44482

Totals

Hispanic

981

2505

$22920

2448

$83060

2378

$46473

2295

$51483

2426

$53633

1998

White

981

5226

$25978

4961

$81832

4669

$47777

4460

$53067

4648

$52412

 

This table shows the statewide totals beginning in the first quarter of 1998. Column 4 shows the total number of recipients in each ethnic group who left welfare and reported income beginning in the first quarter of 1998, which was their exit quarter. Column 5 is the total of the mean income for each group for all 24 County Regions for the exit quarter. Column 6 is the total number of former recipients for the 3-month follow-up and column 7 is the total mean income for each group. In the same pattern of reporting, columns 8, 10, and 12 report the total number of former recipients for each group for the 6-month, 9-month, and 12-months follow-up periods and columns 9, 11, and 13 report the total mean income for each group for those time periods, respectively.

 

 

Results

 

The data for the exit quarter (quarter one of 1998) shows that there was no statistically significant difference between the mean income of black and white former welfare recipients. However, the Hispanic group had significantly higher income than both the black and white groups in the exit quarter. Black income in the exit quarter was 90.1% of Hispanic income and 95% of white income, while white income was 94.6% of Hispanic income. Hispanic income was the highest in every quarter and is used as the reference income for the other groups.

 

Chart 1: Mean Income Exit Quarter

 

 

 

 

Table 3: Statistical Analysis Exit Quarter

 

 

Multiple Comparisons1

Dependent Variable: Income exit quarter

Tukey HSD

 

 

(I) Ethnicity (J) Ethnicity

Mean

Difference

(I-J)

Std. Error

Sig.

95% Confidence Interval

Lower Bound

Upper Bound

Black Hispanic

White

-256.6180*

26.7622

53.2035

41.7236

.000

.798

-384.2295

-73.3142

-129.0064

126.8385

Hispanic Black

White

256.6180*

283.3801*

53.2035

55.9872

.000

.000

129.0064

149.0918

384.2295

417.6685

White Black

Hispanic

-26.7622

-283.3801*

41.7236

55.9872

.798

.000

-126.8385

-417.6685

73.3142

-149.0918

 

 

Based on observed means.

* The mean difference is significant at the .05 level.

  1. Weighted Least Squares Regression – Weighted by Number of people in exit quarter

 

 

The data for the post 3-month report shows that Hispanics continue to have the highest mean income level, with the white group next, earning 90% of the Hispanic group, and the black group last in mean income with 81% of the Hispanic group’s income and 90.9% of the white group’s mean income. Notice that although the black group’s income has fallen from 95.1% of the white group’s to 90.1% since the exit quarter, the disparity in income has not yet reached a statistically significant difference. However, the Hispanic group remains statistically different than both the white and black groups.

 

Chart 2: Mean Income Post 3 Months

 

 

 

Table 4: Statistical Analysis Post 3 Months

 

Multiple Comparisons1

Dependent Variable: Income post 3 months

Tukey HSD

 

 

(I) Ethnicity (J) Ethnicity

Mean

Difference

(I-J)

Std. Error

Sig.

95% Confidence Interval

Lower Bound

Upper Bound

Black Hispanic

White

-923.7148*

-196.4968

118.4126

93.7784

.000

.098

-1207.537

-421.2734

-639.8927

28.2797

Hispanic Black

White

923.7148*

727.2180*

118.4126

125.1606

.000

.000

639.8927

427.2218

1207.5370

1027.2142

White Black

Hispanic

196.4968

-727.2180*

93.7784

125.1606

.098

.000

-28.2797

-1027.214

421.2734

-427.2218

 

 

Based on observed means.

* The mean difference is significant at the .05 level.

  1. Weighted Least Squares Regression – Weighted by Number of people post 3 months

 

 

At the post 6-month level some changes become manifest. At this point the mean income for both the black and white group continues to differ significantly from the Hispanic group, but the black and white group’s mean income now also differ significantly from each other, with the white group being the greater. Black mean income for welfare leavers at 6-months post-leaving welfare is now 80.7% of the Hispanic group and 85% of the white group. Mean income for white welfare leavers at the 6-month level is 94% of the Hispanic group.

 

 

Chart 3: Mean Income Levels Post 6 Months

 

 

 

Table 5: Statistical Analysis Post 6 Months

 

 

Multiple Comparisons1

Dependent Variable: Income post 6 months

Tukey HSD

 

 

(I) Ethnicity (J) Ethnicity

Mean

Difference

(I-J)

Std. Error

Sig.

95% Confidence Interval

Lower Bound

Upper Bound

Black Hispanic

White

-504.7991*

-222.1503*

57.2953

45.8282

.000

.000

-642.1297

-331.9956

-367.4685

-112.3050

Hispanic Black

White

504.7991*

282.6488*

57.2953

60.7450

.000

.000

367.4685

137.0497

642.1297

428.2479

White Black

Hispanic

222.1503*

-282.6488*

45.8282

60.7450

.000

.000

112.3050

-428.2479

331.9956

-137.0497

 

 

Based on observed means.

* The mean difference is significant at the .05 level.

1 Weighted Least Squares Regression – Weighted by Number of people post 6 months

 

 

At the 9-month post exit level the mean income for the Hispanic group remains significantly higher than the mean income for the black and white groups, and the white group’s mean income remains significantly higher than the mean income for the black group. At this point, the mean income for the black group is 82.5% of the Hispanic group and 86.8% of the white group while the white group has a mean income which is 95% of the Hispanic group.

 

Chart 4: Mean Income Post 9 Months

 

 

 

 

Table 6: Statistical Analysis Post 9 Months

 

Multiple Comparisons1

Dependent Variable: Income post 9 months

Tukey HSD

 

 

(I) Ethnicity (J) Ethnicity

Mean

Difference

(I-J)

Std. Error

Sig.

95% Confidence Interval

Lower Bound

Upper Bound

Black Hispanic

White

-611.6900*

-220.1208*

67.5910

54.2645

.000

.000

-773.6984

-350.1869

-449.6817

-90.0546

Hispanic Black

White

-611.6900*

391.5693*

67.5910

71.8659

.000

.000

449.6817

219.3145

773.6984

563.8240

White Black

Hispanic

220.1208*

-391.5693*

54.2645

71.8659

.000

.000

90.0546

-563.8240

350.1869

-219.3145

 

 

Based on observed means.

* The mean difference is significant at the .05 level.

1 Weighted Least Squares Regression – Weighted by Number of people post 9 months

 

 

At the 12-month post leaving welfare level the statistical difference between the mean incomes for all 3 groups that began with the 6-month report has continued, and the differences in mean income level for the black group compared to the Hispanic and white group has expanded. Blacks as a group are now making only 75.4% of the mean Hispanic income and 80.5% of the mean white income. Whites as a group are making 93.6% of Hispanic income, a figure which has remained relatively consistent since the exit quarter even though black income as a percentage of the mean income for both the Hispanic and white groups has fallen.

 

Chart 5: Mean Income Post 12 Months

 

 

 

 

Table 7: Statistical Analysis Post 12 Months

 

 

Multiple Comparisons1

Dependent Variable: Income post 12 months

Tukey HSD

 

 

(I) Ethnicity (J) Ethnicity

Mean

Difference

(I-J)

Std. Error

Sig.

95% Confidence Interval

Lower Bound

Upper Bound

Black Hispanic

White

-704.1390*

-308.9003*

88.7210

71.3358

.000

.000

-916.7227

-479.8275

-491.5552

-137.9732

Hispanic Black

White

704.1390*

395.2386*

88.7210

94.4042

.000

.000

491.5552

169.0375

916.7227

621.4398

White Black

Hispanic

308.9003*

-395.2386*

71.3358

94.4042

.000

.000

137.9732

-621.4398

479.8275

-169.0375

 

 

Based on observed means.

* The mean difference is significant at the .05 level.

1 Weighted Least Squares Regression – Weighted by Number of people post 12 months

 

 

In an effort to ascertain if this data was consistent over time we analyzed data from the fourth quarter of 1998 with the same measures as for the first quarter. We found that the same trends held. Presented here as an example are the data for the 12-month follow up period for those who left welfare in the fourth quarter of 1998. This data takes us right up to the cusp of the year 2000, as it represents information collected through December 1999.

 

 

Chart 6: Mean Income Post 12 Months (For Quarter 4, 1998)

 

 

 

Table 8: Statistical Analysis Post 12 Months (For Quarter 4, 1998)

 

 

Multiple Comparisons1

Dependent Variable: Income post 12 months

Tukey HSD

 

 

(I) Ethnicity (J) Ethnicity

Mean

Difference

(I-J)

Std. Error

Sig.

95% Confidence Interval

Lower Bound

Upper Bound

Black Hispanic

White

-724.2108*

-295.3508*

130.985

89.599

.000

.005

-1038.6190

-510.4185

-409.8026

-80.2832

Hispanic Black

White

724.2108*

428.8599*

130.985

143.574

.000

.011

409.8026

84.2348

1038.6190

773.4851

White Black

Hispanic

295.3508*

-428.8599*

89.599

143.574

.005

.011

80.2832

-773.4851

510.4185

-84.2348

 

 

Based on observed means.

* The mean difference is significant at the .05 level.

1 Weighted Least Squares Regression – Weighted by Number of people post 12 months

 

 

The data for the 12-month follow-up of the fourth quarter of 1998 demonstrates the same trends as the data for the first quarter that we have reported in detail. All three ethnic groups differ significantly from each other with blacks being the lowest in mean income, whites the next highest, and Hispanics having the highest mean income. The mean income for blacks is 81.1% of Hispanics and 83.1% of whites. White mean income is 97.5 % of Hispanics. This is very similar to the data reported for those who left welfare during the first quarter of 1998 and lends some support to the belief that these differences in mean income are not mere anomalies, but have some stability over time.

 

Conclusions

 

 

As the data from this study of the mean income levels of Floridians who left welfare in the first quarter of 1998 demonstrates, there are significant racial disparities between the income levels of blacks, Hispanics, and whites, with the black group lagging behind the other two groups. With this established, the question becomes "How does one account for these disparities?" Factors like educational level, differential training, differences in motivation and readiness for work, job assistance offered by the welfare system, and the possibility of racial discrimination are all potential areas for future study. Further research into these factors will be required to provide solid information to account for the differences in income which this study has documented. What cannot be denied in the face of these data is that for those who left welfare in the first quarter and fourth quarters of 1998, racial disparities in income levels between blacks, Hispanics, and whites exist, with black income being significantly less than that of both Hispanics and whites. Over the time period we analyzed, the gap in income between the black group and the Hispanic and white groups increased, while the relationship of income level between the other two groups remained relatively constant. That these trends have consistency is supported by data from the fourth quarter of 1998, which shows similar patterns.

 

 

References

 

 

Clark, Leslie L., Brenda Jarmon, and Merlin R. Langley, "People Who Have Left WAGES."

A Qualitative Study of WAGES. FL: Inter-University Welfare Reform Collaborative, Fall 1999.

http://ssw.fsu.edu/welfare/index.html

 

Gooden, Susan T. "Race and Welfare Report: Examining Racial Differences in Employment Status among Welfare Recipients," January 1, 1997.

http://www.arc.org/gripp/eventsUpdates/goodenReport/reportTitlePg.html

 

Staveteig, Sarah and Alyssa Wigton. Racial and Ethnic Disparities: Key Findings From the National Survey of America’s Families. Washington D.C.: The Urban Institute, February 2000.

http://newfederalism.urban.org/pdf/anf_b5.pdf

 

 

 

 

Acknowlegements

 

 

Special appreciation is due to Anthony Carter of the Florida Education and Training Placement Information Program, who very graciously provided the extensive statewide data we used in this study and to Guillermo Wated of the Statistical Consulting Department of Florida International University, whose help was invaluable in the statistical analysis.