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Description of the 1997 PSID Child Supplement Weights

October 27, 1999

1. Introduction.

      The University of Michigan Survey Research Center’s Panel Study of Income Dynamics (PSID) is an ongoing longitudinal survey of a representative sample of U.S. families. The study collects data on employment, income, wealth, housing, food expenditures, transfer income, and marital and fertility behavior. The PSID began in 1968 with a national sample of 5,000 families and had grown to include over 8,700 families in 1996 through the formation of new families by children or other sample members of the original 5,000 families. Since no new families were incorporated, new entrants to the United States were not included. The introduction of a national sample of post-1968 immigrants in 1997 (facilitated by a reduction of the core sample) made the PSID sample representative of the U.S. population in 1997. The 1997 PSID Child Development Supplement is an addition to the PSID core data collection designed to provide researchers with comprehensive nationally-representative data about children ages 0-12 and their families. All respondents to the Child Supplement will have been included in the 1997 wave. The majority of respondents will be from long-term PSID families. Others will be from the addition to the core PSID of what we here call the "1997 PSID Immigrant sample." Although the 1997 PSID Child Development Supplement is drawn primarily from the PSID Core families, the Child Supplement includes a group of African-American families with children under age 13 in 1997 that are not included in the 1997 PSID Core. Without these additional families, the Child Supplement family weights would be exactly the same as the 1997 PSID Core family weights. 1

      In order to construct the family selection weight component for the Child Supplement, the effect of the core reduction on the probabilities of selection for families in each of the six strata must be considered. Table 1 shows the six parts which make up the 1997 PSID Child Development Supplement. Families in Strata 1 and 5 used the 1996 PSID family weights as the preliminary 1997 family weights for the core sample. These two groups were not affected by the 1997 PSID core reduction. Families in Strata 2, 3, and 4 had probabilities of being selected both into the SRC and SEO samples. In the 1997 core reduction, only Black families from the original SEO sample had a chance of retention. Therefore, the 1997 family weights which reflected the joint probabilities of selection had to be recomputed to exclude the SEO probability for non-Blacks and to adjust the SEO probability for Blacks. Families in Stratum 6 are present only in the 1997 PSID Child Development Supplement. They are excluded from the 1997 PSID Core and therefore do not have 1997 Core family weights.

2. Composition of the 1997 PSID Child Development Supplement.

      The PSID consists of two separate samples--a nationally representative sample of U.S. families designed by the University of Michigan Survey Research Center (SRC) and an over sample of low income, mostly African-American, families from the Survey of Economic Opportunity (SEO). In 1997 the full SRC sample was retained plus all the original African-American families from the low-income SEO subsample with children under age 13 in 1997 and a subsample of families without children under 13, a total of 6,792 families.2    The analysis weights constructed for the Child Development Supplement are the product of three factors: 1) a family selection weight which is the inverse of the family’s probability of selection; 2) a post-stratification factor which adjusts the sample family totals to the 1997 CPS estimated totals for forty-eight demographic/geographic cells; and 3) a within family selection weight which is the inverse of the probability of selection of the child from the set of children age 0-12 in the family.

      In order to construct the family selection weight component for the Child Supplement, the effect of the core reduction on the probabilities of selection for families in each of the six strata must be considered. Table 1 shows the six parts which make up the 1997 PSID Child Development Supplement. Families in Strata 1 and 5 used the 1996 PSID family weights as the preliminary 1997 family weights for the core sample. These two groups were not affected by the 1997 PSID core reduction.3    Families in Strata 2, 3, and 4 had probabilities of being selected both into the SRC and SEO samples. In the 1997 core reduction, only Black families from the original SEO sample had a chance of retention. Therefore, the 1997 family weights which reflected the joint probabilities of selection had to be recomputed to exclude the SEO probability for non-Blacks and to adjust the SEO probability for Blacks. Families in Stratum 6 are present only in the 1997 PSID Child Development Supplement. They are excluded from the 1997 PSID Core and therefore do not have 1997 Core family weights.

Table 1: 1997 PSID Child Development Supplement Strata

1. SRC sample without overlap with the SEO sample.
2. SRC Black sample overlapped with the SEO sample.
3. SRC Non-Black sample overlapped with the SEO sample.
4. SEO sample without overlap with the SRC sample.
5. 1997 PSID Immigrant sample.
6. Supplementary sample for Black families with children 0-12.


3. Weighting Adjustment to Integrate Samples and Create Initial Family Weight.

      Most of the Child Supplement families from the 1997 PSID Core Sample and all of the Child Supplement families from the 1997 PSID Immigrant sample had already been assigned family weights which were calculated for the 1997 PSID Core (including the Immigrant) sample. However, cases from Stratum 6 which are present only in the 1997 Child Supplement and not in the Core sample had values of zero for the 1997 PSID Core family weight. In addition, cases which were part of the 1994 PSID recontact effort also had values of zero for the 1997 Core family weight. These recontact cases have no interview data from 1993 and prior years and are unusable for longitudinal analyses using the Core data set, but are usable for the Child Development Supplement which began in 1997. Table 2 shows the number of cases with zero and non-zero weights in each of the six strata.


Table 2: Number of PSID families With and Without
1997 PSID Family Weight by Stratum.


 
Stratum

 
Total
Cases

 
Cases With Zero Family Weight 4

 
Cases With Positive Family Weight

1. SRC sample without overlap with the SEO sample

1,205

47

1,159

2. SRC Black sample overlapped with the SEO sample

56

5

51

3. SRC Non-Black sample overlapped with the SEO sample

8

0

8

4. SEO sample without overlap with the SRC sample

395

41

354

5. 1997 PSID Immigrant sample

208

0

208

6. Supplementary sample for Black families with children 0-12

507

507

0

Total PSID Child Development Supplement Sample

2380

600

1780



      As a first step in the assignment of family weights to the cases that had zero weights for the 1997 Core family weight, sixteen weighting cells were formed by crossing the strata defined above (collapsed from six to four)5 by a two-category family type (two-parent or other) by a two category age of family head (<30 or 30 and older). The algorithm used for assigning family weights to these "zero weight" cases was initially to assign to them the mean weight of the cases in the weight domain cell to which they belong and then to scale the sum of the weights in the weight domain cell back to the total of the original non-zero weights. The total of the non-zero weights in the 1997 Core data set was matched to 1997 CPS totals for the cells (in 000s). Table 3 shows the grouping of cases into weight domain cells and the sums of the Core family weights in each domain. The Adjustment Factor was the factor used to scale back the family weight of each case in the cell (both the positive weight cases and the cases which originally had zero weights and were assigned weights equal to the cell means) so that the sum of weights in the cell was equal to the 1997 Core family weight total.



Table 3: Initial Family Weight Assignment and Adjustment
for the 1997 PSID Child Development Supplement


 
Stratum

 
HH Type

 
Age of Head

 
Total
HHs

 
HHs with Positive Weight

 
Sum of PSID Non-zero Family Weights 6

 
Adjustment
Factor

SRC/non SEO

2-parent

<30

179

161

2,104

0.900

SRC/non SEO

2-parent

30+

786

768

11,339

0.977

SRC/non SEO

Other

<30

77

70

1,184

0.909

SRC/non SEO

Other

30+

164

160

2,973

0.976

SRC/SEO Black

2-parent

<30

74

32

141

0.432

SRC/SEO Black

2-parent

30+

373

171

787

0.458

SRC/SEO Black

Other

<30

155

51

300

0.329

SRC/SEO Black

Other

30+

356

151

1,008

0.424

SRC/SEO Non-Black

2-parent

<30

1

1

14

1.000

SRCS/SEO Non-Black

2-parent

30+

5

5

136

1.000

SRC/SEO Non-Black

Other

<30

1

1

16

1.000

SRC/SEO Non-Black

Other

30+

1

1

26

1.000

1997 Immigrant

2-parent

<30

23

23

391

1.000

1997 Immigrant

2-parent

30+

144

144

2,475

1.000

1997 Immigrant

Other

<30

11

11

204

1.000

1997 Immigrant

Other

30+

30

30

553

1.000

Total Sample

2,380

1,780

23,651

 



4. Poststratification to 1997 CPS Totals.

      The PSID Child Development Supplement famiies were assigned to forty-eight poststratification cells formed by crossing the following four variables: (1) race of head (Non-Black / Black); (2) education level of head (< high school graduation / high school graduation / some post-secondary education); (3) MSA status (MSA / non-MSA); (4) Census Region (Northeast / Midwest / South / West). If there were fewer than 15 families in a cell, adjacent cells were collapsed across the Census Region dimension.

      Corresponding weighted totals for each poststratification cell were calculated for the PSID Child Development Supplement families and for the 1997 CPS households.7   The weight used for the PSID Child Supplement totals was the adjusted family weight described in Part 3.




Table 4: Family Poststratification Factors for the
PSID Child Development Supplement


Race of
Head

Education
of Head

MSA Status

Census
Region

n

1997 CPS Weighted Total (in 000s)

1997 PSID Child Suppl. Weighted Total

Post-strat. Factor

Non-Black

< HS Grad.

MSA

Northeast

18

400.059

238.229

1.6793

Non-Black

< HS Grad.

MSA

Midwest

36

398.289

441.843

0.9014

Non-Black

< HS Grad.

MSA

South

60

707.042

859.381

0.8227

Non-Black

< HS Grad.

MSA

West

71

1,105.746

1,086.891

1.0174

Non-Black

< HS Grad.

Non-MSA

Northeast
& Midwest

31

362.518

595.300

0.6090

Non-Black

< HS Grad.

Non-MSA

South
& West

50

1,030.381

889.431

1.1585

Non-Black

HS Grad.

MSA

Northeast

63

1,019.413

823.104

1.2385

Non-Black

HS Grad.

MSA

Midwest

66

1,244.104

820.719

1.5159

Non-Black

HS Grad.

MSA

South

62

1,315.465

803.226

1.6377

Non-Black

HS Grad.

MSA

West

80

1,158.821

1,222.183

0.9482

Non-Black

HS Grad.

Non-MSA

Northeast
& Midwest

87

1,533.471

1,224.110

1.2527

Non-Black

HS Grad.

Non-MSA

South

59

1,223.222

947.232

1.2914

Non-Black

HS Grad.

Non-MSA

West

13

441.168

310.874

1.4191

Non-Black

> HS Grad.

MSA

Northeast

129

1,906.073

1,692.007

1.1265

Non-Black

> HS Grad.

MSA

Midwest

135

2,118.795

1,727.178

1.2267

Non-Black

> HS Grad.

MSA

South

141

2,540.886

2,015.997

1.2604

Non-Black

> HS Grad.

MSA

West

127

2,861.260

1,803.180

1.5868

Non-Black

> HS Grad.

Non-MSA

Northeast

20

682.936

534.349

1.2781

Non-Black

> HS Grad.

Non-MSA

Midwest

64

1,133.262

847.461

1.3372

Non-Black

> HS Grad.

Non-MSA

South

51

1,543.311

915.933

1.6850

Non-Black

> HS Grad.

Non-MSA

West

23

766.218

468.773

1.6345

Black

< HS Grad.

MSA

Northeast & Midwest

66

364.293

207.801

1.7531

Black

< HS Grad.

MSA

South
& West

134

378.926

453.546

0.8355

Black

< HS Grad.

Non-MSA

Northeast Midwest South West

60

318.119

190.951

1.6660

Black

HS Grad.

MSA

Northeast

31

286.792

169.269

1.6943

Black

HS Grad.

MSA

Midwest

57

299.672

233.286

1.2846

Black

HS Grad.

MSA

South

216

630.308

570.961

1.1038

Black

HS Grad.

MSA

West

29

84.339

105.968

0.7959

Black

HS Grad.

Non-MSA

Northeast Midwest South West

87

551.155

308.990

1.7837

Black

> HS Grad.

MSA

Northeast

20

289.974

204.426

1.4185

Black

> HS Grad.

MSA

Midwest

52

345.467

185.730

1.8600

Black

> HS Grad.

MSA

South

165

691.603

491.160

1.4081

Black

> HS Grad.

MSA

West

24

206.160

78.615

2.6224

Black

> HS Grad.

Non-MSA

Northeast Midwest South West

51

343.774

157.328

2.1851

Total

2,378 8

30,283.020

23,625.430

 



      The 1997 CPS March Supplement household weight (divided by 1000) was used for the CPS totals. Only CPS households which included a child 0 - 12 were included in the poststratification totals. Poststratification factors were computed by dividing the CPS total by the PSID Child Supplement total for each cell. Table 4 shows the poststratification cells, the number of Child Supplement families, the weighted CPS total, the weighted Child Supplement total, and the poststratification factor.

5. Within Family Child Selection Weight Factor.

      Interviewers collected data about each age-eligible child in the PSID Child Development Supplement families up to a maximum of two children per family. If there were more than two age-eligible children in a family, two children were selected using a random procedure. The probability of selection of a child is the number of children selected divided by the number of eligible children in the family; and the within family selection weight is the inverse of this probability. The denominator used to construct the PSID child selection weight factor was the number of children interviewed in the family instead of the number of children selected. This weight factor, therefore, incorporates a child-level nonresponse adjustment. For example if there were three eligible children in the family and two were selected and one interviewed, the nonresponse adjusted selection weight factor is 3/1 = 3.0. If both children were interviewed the selection weight factor would be 3/2 = 1.5. Table 5 shows the distribution of PSID Child Development Supplement families by the number of age eligible children and the number of children interviewed.


Table 5: Number of Age Eligible Children by Number of Interviewed
Children in 1997 PSID Child Development Supplement Families.


Number of Age-Eligible Children

Number of Children Interviewed

  Number of PSID Child Supplement
Families

0

1

2

1

166

1,183

0

1,349

2

126

8

850

984

3

35

4

265

304

4

16

2

43

61

5

2

0

14

16

6

1

0

10

11

7

0

0

0

0

8

0

0

1

1

 

346

1,197

1,183

2,726



 

      The final analysis weight (CH97PRWT) for child-level data is the product of the poststratified family selection weight (CH97HHWT) and the nonresponse adjusted within family child selection weight factor (SUBSELWT). A comparison of the weighted distribution of race by sex by age for children in the PSID Child Development Supplement sample to the weighted distribution of race by sex by age in the 1997 CPS March Supplement (Table 6) shows that the weighted PSID proportions match fairly closely to the CPS proportions. Therefore it was not necessary to poststratify the person level weights.

Table 6: Weighted Distribution of Race by Sex by 2-Year Age Group
for the 1997 PSID Child Development Supplement
and the 1997 CPS March Supplement.


 
Race

 
Sex

 
Age

 
PSID Child unwtd.

 
PSID Child unwtd.
%

 
PSID Child    wtd.

 
PSID Child wtd.
%

 
1997 CPS
March Suppl.
(000s)

 
1997 CPS March Suppl. %

Non-Black

Male

0-1

159

4.5

3,115.8

6.2

3,354.9

6.5

Non-Black

Male

2-3

140

3.9

2,617.5

5.2

3,415.5

6.6

Non-Black

Male

4-5

168

4.7

3,190.7

6.3

3,508.9

6.8

Non-Black

Male

6-7

164

4.6

3,604.8

7.1

3,568.8

6.9

Non-Black

Male

8-9

159

4.5

3,286.0

6.5

3,375.6

6.5

Non-Black

Male

10-11

180

5.1

3,637.8

7.2

3,378.9

6.5

Non-Black

Male

12

75

2.1

1,573.8

3.1

1,730.1

3.3

Non-Black

Female

0-1

150

4.2

2,909.5

5.7

3,213.2

6.2

Non-Black

Female

2-3

161

4.5

3,337.8

6.6

3,264.6

6.3

Non-Black

Female

4-5

156

4.4

3,044.6

6.0

3,353.5

6.5

Non-Black

Female

6-7

148

4.2

2,834.5

5.6

3,368.5

6.5

Non-Black

Female

8-9

172

4.8

3,656.2

7.0

3,154.6

6.1

Non-Black

Female

10-11

161

4.5

3,345.7

6.6

3,233.4

6.2

Non-Black

Female

12

112

3.1

2,509.4

5.0

1620.3

3.1

Black

Male

0-1

78

2.2

460.4

0.9

609.7

1.2

Black

Male

2-3

124

3.5

638.0

1.3

637.1

1.2

Black

Male

4-5

135

3.8

694.0

1.4

686.2

1.3

Black

Male

6-7

114

3.2

1054.2

2.1

687.8

1.3

Black

Male

8-9

106

3.0

548.9

1.1

660.8

1.3

Black

Male

10-11

154

4.3

921.5

1.8

643.1

1.2

Black

Male

12

69

1.9

362.5

0.7

309.3

0.6

Black

Female

0-1

85

2.4

420.2

0.8

594.5

1.1

Black

Female

2-3

93

2.6

338.0

0.7

620.2

1.2

Black

Female

4-5

105

2.9

481.6

1.0

665.7

1.3

Black

Female

6-7

101

2.8

626.0

1.2

670.4

1.3

Black

Female

8-9

110

3.1

621.9

1.2

641.0

1.2

Black

Female

10-11

109

3.1

512.6

1.0

625.1

1.2

Black

Female

12

75

2.1

379.3

0.7

294.8

0.6

TOTAL

3563

100.0

50,633.2

100.0

51,886.5

100.0



6. Weights for Supplementary Questionnaire Data

      The 1997 PSID Child Development Supplement collected reliable age-graded assessments of the cognitive, behavioral, and health status of children age 0-12 from several sources including the primary caregiver, a second caregiver, an absent parent, a teacher, a school administrator, and the child. The Primary Caregiver is the main respondent and is usually the child’s mother. If the mother is not living with the child, the primary caregiver could be the father, legal guardian or person who knows most about the child’s activities. If the primary caregiver was interviewed about two children, the interviewer filled out a separate questionnaire for each child.

      These Primary Caregiver/Child interviews form the core data collection of the Supplement. In order to be included in the PSID Child Development Supplement data set, data about the child must have been obtained from the primary caregiver. The response rate for the primary caregiver interviews about each child was 88 percent. Response rates for the auxiliary questionnaires were lower. For example, although the response rate for the Primary Caregiver/Child interview was 88 percent, the response rate for the Primary Caregiver completion of the household questionnaire was 63 percent. In order to construct weights for analyzing these supplementary data sets, a nonresponse adjustment was constructed by multiplying each weight by the ratio of the sum of weights for the total eligible by the sum of weights for the total interviewed. This nonresponse adjustment was computed separately for each poststratification cell (as defined in Table 4: race of head / education of head / MSA status / and Census Region).

      The following example shows how these weights were calculated. The poststratification cell for Non-Black heads who did not complete high school and live in an MSA in the Northeast has a weighted total of 658.138 for the total set of Primary Caregiver/Child respondents. Of these, all were eligible to complete the Primary Caregiver household book, but the weighted total for Primary Caregiver/Child respondents in this poststratification cell who completed this questionnaire was 345.861. Therefore, the nonresponse adjustment factor for the Primary Caregiver/Child weights in this cell was 658.138/345.861 = 1.903.

      Not all Child Development Supplement families had Other Caregivers. The nonresponse adjustments for the Other Caregiver weights were created by dividing the total weight for the eligible cases in each poststratification cell by the total weight for the respondents. For example, the weighted total for cases with an Other Caregiver in the cell which includes Non-Black heads who did not complete high school and who live in an MSA in the Northeast is 541.369. The weighted sum of Other Caregiver respondents in this cell is 300.362. Therefore the nonresponse adjustment factor for this cell is 541.369/300.362 = 1.802.

      Special weights were computed for the Primary Caregiver Household Book data (PCGHHBWT), the Other Caregiver Child Book data (OTCGCHWT), and the Other Caregiver Household Book data (OTCGHHWT). These weights, like the Primary Caregiver/Child weight (CH97PRWT), should be used for analyses involving child-level data or data involving the relationship of the child with a caregiver or with family characteristics. The family level weight (CH97HHWT) should be used for analyses at the family level. The special weights described above (PCGHHBWT, OTCGCHWT, and OTCGHHWT) can be converted to family level weights by dividing them by the within family subselection weight (SUBSELWT). Table 7 shows for each supplemental weight the weighted totals for eligible and responding cases in each poststratification cell and the corresponding nonresponse adjustment factor.

      If an analysis requires both a primary and "other" caregiver for a child (i.e. only children who have both a primary and other caregiver are included), the nonresponse adjusted weight for the least often measured data type should be used. This would be the Other Caregiver Child Book (OTCGCHWT) or the Other Caregiver Household Book (OTCGHHWT) weight if data from the Household Booklet is used.

      If an analysis uses the union of the data sets, a Primary Caregiver for single caregiver families and both Primary and Other booklets when both primary and other caregivers are present, a combined weight should be used. For primary caregiver only families, the weight for the least often measured primary caregiver booklet type should be used. For children in families with both a primary and other caregiver, the weight for the least often measured other caregiver data type should be used.


Table 7: Nonresponse Adjustments for Supplemental Data Types

 
Race of Head

 
Educ. Of Head

 
MSA Status

 
Census Region

 
n

 
PCG Child Intvw.
(wtd)

 
PCG HH Intvw.
(wtd)

 
PCG HH Non-resp. Factor

 
Children with OCG
(wtd)

 
OCG Child Intvw.
(wtd)

 
OCG Child Non-resp. Factor

 
OCG HH Intvw.
(wtd)

 
OCG HH Non-resp. Factor

Non-Black

< HS
Grad.

MSA

Northeast

27

658.138

345.861

1.903

541.369

300.362

1.802

300.362

1.802

Non-Black

< HS
Grad.

MSA

Midwest

53

713.118

421.504

1.692

603.633

354.035

1.705

304.712

1.981

Non-Black

< HS
Grad.

MSA

South

90

1218.322

792.241

1.538

957.779

554.833

1.726

552.132

1.735

Non-Black

< HS
Grad.

MSA

West

118

2602.995

1431.954

1.818

2357.754

1151.630

2.048

1071.084

2.201

Non-Black

< HS
Grad.

Non-MSA

Northeast
& Midwest

50

699.046

437.565

1.598

517.778

168.858

3.066

168.858

3.066

Non-Black

< HS
Grad.

Non-MSA

South
& West

71

1726.294

1051.209

1.642

1415.855

707.544

2.001

787.115

1.799

Non-Black

HS
Grad.

MSA

Northeast

96

1718.821

1219.663

1.409

1439.407

888.557

1.620

860.546

1.673

Non-Black

HS
Grad.

MSA

Midwest

100

2133.720

1404.816

1.519

1824.145

1001.955

1.820

915.147

1.993

Non-Black

HS
Grad.

MSA

South

98

2185.183

1258.495

1.736

1826.004

1063.820

1.716

984.969

1.854

Non-Black

HS
Grad.

MSA

West

117

1808.144

1285.586

1.406

1579.060

1020.653

1.547

924.934

1.707

Non-Black

HS
Grad.

Non-MSA

Northeast
& Midwest

136

2553.921

1548.351

1.649

2280.285

1258.028

1.812

1231.949

1.851

Non-Black

HS
Grad.

Non-MSA

South

88

1900.237

1270.732

1.495

1782.392

1039.094

1.715

1027.828

1.734

Non-Black

HS
Grad.

Non-MSA

West

17

590.906

418.360

1.412

391.777

255.737

1.532

255.737

1.532

Non-Black

> HS
Grad.

MSA

Northeast

201

3255.257

2286.059

1.424

3070.207

1675.123

1.833

1738.888

1.766

Non-Black

> HS
Grad.

MSA

Midwest

207

3490.594

2254.057

1.548

3151.348

1976.541

1.594

1852.407

1.701

Non-Black

> HS
Grad.

MSA

South

209

4109.579

3056.855

1.344

3875.160

2377.241

1.630

2382.740

1.626

Non-Black

> HS
Grad.

MSA

West

192

4738.528

3459.371

1.370

4315.284

2365.252

1.824

2322.972

1.858

Non-Black

> HS
Grad.

Non-MSA

Northeast

32

1162.528

814.306

1.428

891.945

594.086

1.501

616.721

1.446

Non-Black

> HS
Grad.

Non-MSA

Midwest

99

1944.867

1133.928

1.715

1739.554

995.306

1.748

984.126

1.768

Non-Black

> HS
Grad.

Non-MSA

South

67

2088.320

1267.984

1.647

1585.032

715.052

2.217

79.709

2.033

Non-Black

> HS
Grad.

Non-MSA

West

34

1219.224

1065.745

1.144

1103.815

922.581

1.196

922.581

1.196

Black

< HS
Grad.

MSA

Northeast
& Midwest

99

654.032

394.504

1.658

294.808

67.428

4.372

81.700

3.608

Black

< HS
Grad.

MSA

South
& West

205

724.320

438.965

1.650

242.926

49.426

4.915

54.738

4.438

Black

< HS
Grad.

Non-MSA

Northeast Midwest South, West

88

509.976

366.326

1.392

366.384

192.260

1.906

195.774

1.871

Black

HS
Grad.

MSA

Northeast

46

543.021

419.972

1.293

152.920

83.202

1.838

83.202

1.838

Black

HS
Grad.

MSA

Midwest

91

507.152

347.535

1.459

219.260

101.431

2.162

96.012

2.284

Black

HS
Grad.

MSA

South

324

1112.435

515.470

2.158

598.945

189.162

3.166

174.481

3.433

Black

HS
Grad.

MSA

West

46

145.991

69.747

2.093