9  City Race/Ethnicity Data

Year

year

State

state state_name

County

county county_name

Population

population

Predictor: Access to Preschool

Metric: Share of 3- to 4-year-olds enrolled in nursery school or preschool

Variables: share_in_preschool, share_in_preschool_quality

Years: 2021

Variable: share_in_preschool

Summary
Min. Median Mean Max. NA’s
0.00 0.42 0.44 1.00 21887
Data Quality
share_in_preschool_quality quality_label n
1 Strong 850
2 Marginal 848
3 Weak 732
NA NA 21870

Predictor: Effective Public Education

Metric: Average per grade change in English Language Arts achievement between third and eighth grades

Variables: rate_learning, rate_learning_lb, rate_learning_ub, rate_learning_quality

Years: 2016, 2017

Variable: rate_learning

Summary
Min. Median Mean Max. NA’s
−2.40 1.01 1.02 2.75 21214
Data Quality
rate_learning_quality quality_label n
1 Strong 2308
2 Marginal 355
3 Weak 423
NA NA 21214

Predictor: Preparation for College

Metric: Share of 19- and 20-year-olds with a high school degree

Variables: share_hs_degree, share_hs_degree_quality

Years: 2021

Variable: share_hs_degree

Summary
Min. Median Mean Max. NA’s
0.00 0.93 0.91 1.00 21877
Data Quality
share_hs_degree_quality quality_label n
1 Strong 918
2 Marginal 901
3 Weak 611
NA NA 21870

Predictor: Employment Opportunities

Metric: Employment-to-population ratio for adults ages 25 to 54

Variables: share_employed, share_employed_quality

Years: 2018, 2021

Variable: share_employed

Summary
Min. Median Mean Max. NA’s
0.34 0.79 0.79 0.94 19658
Data Quality
share_employed_quality quality_label n
1 Strong 885
2 Marginal 2069
3 Weak 1895
NA NA 19451

Predictor: Opportunities for Income

Metric: Household income at the 20th, 50th, and 80th percentiles

Variables: pctl_income_20, pctl_income_50, pctl_income_80, pctl_income_quality

Years: 2018, 2021

Variable: pctl_income_20

Summary
Min. Median Mean Max. NA’s
41.07 26,677.70 28,754.30 110,595.55 19699
Data Quality
pctl_income_quality quality_label n
1 Strong 877
2 Marginal 1975
3 Weak 1998
NA NA 19450

Variable: pctl_income_50

Summary
Min. Median Mean Max. NA’s
15,521.68 62,280.00 66,586.34 221,184.34 19699
Data Quality
pctl_income_quality quality_label n
1 Strong 877
2 Marginal 1975
3 Weak 1998
NA NA 19450

Variable: pctl_income_80

Summary
Min. Median Mean Max. NA’s
39,815.06 119,012.27 127,859.33 436,757.74 19699
Data Quality
pctl_income_quality quality_label n
1 Strong 877
2 Marginal 1975
3 Weak 1998
NA NA 19450