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Counties where children have the best opportunity for economic mobility in Texas

Written by:
January 23, 2024
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This story originally appeared on Wealth Enhancement Group and was produced and distributed in partnership with Stacker Studio.

Counties where children have the best opportunity for economic mobility in Texas

Americans have long understood that their birthplace can significantly affect their futures, and academics have increasingly been able to connect tangible early life factors like where they live and the friendships they've cultivated with potential future income.

Among the most recent studies shedding light on what's known as economic mobility—a person's ability to move themselves and their families up the socioeconomic ladder over their lifetime—are a series of papers authored by Harvard University researchers leveraging vast troves of social networking data.

As part of a national analysis, Wealth Enhancement Group used data from Harvard University's Social Capital Atlas project to identify where in Texas children have the best (and worst) chances at upward economic mobility.

The research draws on a privacy-protected dataset representing 21 billion friendships from Facebook made public through its parent company Meta's Data for Good project. It also uses anonymous tax records, according to the authors. The scholars assigned a score to locales according to how economically connected low- and high-income people living in the area have historically been over at least a decade, per that data. The dataset does not include scores for about 180 of the 3,000 or so counties in the U.S.

The research attempts to fill in the gaps of previous efforts to study American economic mobility that did not consider a person's vast social networks nor their importance in creating better lives for themselves and their children.

It turns out the ability to cultivate friendships linking people of different socioeconomic backgrounds with one another is the strongest factor in determining whether a child can surpass the earning potential of their parents, Harvard researchers found. They call this economic connectedness.

Read on to find out where economic connectedness is strongest in your state.

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#50. Midland County

- Economic connectedness: 0.84
- Median Income: $88,210
- Population: 166,964
--- 73.3% white
--- 6.4% Black
--- 0.7% American Indian and Alaska Native
--- 2% Asian
2 / 50
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#49. Andrews County

- Economic connectedness: 0.84
- Median Income: $80,518
- Population: 18,184
--- 74.5% white
--- 2.2% Black
--- 0% American Indian and Alaska Native
--- 0.5% Asian
3 / 50
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#48. Montague County

- Economic connectedness: 0.85
- Median Income: $59,127
- Population: 19,850
--- 92.4% white
--- 0.7% Black
--- 0.4% American Indian and Alaska Native
--- 0% Asian
4 / 50
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#47. Wilson County

- Economic connectedness: 0.85
- Median Income: $84,042
- Population: 49,374
--- 82.8% white
--- 1.5% Black
--- 0.4% American Indian and Alaska Native
--- 0.6% Asian
5 / 50
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#46. Presidio County

- Economic connectedness: 0.85
- Median Income: $26,395
- Population: 6,328
--- 69.6% white
--- 0% Black
--- 1.9% American Indian and Alaska Native
--- 1.4% Asian
6 / 50
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#45. Gillespie County

- Economic connectedness: 0.85
- Median Income: $64,438
- Population: 26,730
--- 88% white
--- 0.2% Black
--- 2.5% American Indian and Alaska Native
--- 0.4% Asian
7 / 50
xradiophotog // Shutterstock

#44. Lynn County

- Economic connectedness: 0.85
- Median Income: $49,747
- Population: 5,587
--- 76.3% white
--- 1% Black
--- 0.2% American Indian and Alaska Native
--- 0.4% Asian
8 / 50
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#43. Mills County

- Economic connectedness: 0.85
- Median Income: $53,483
- Population: 4,520
--- 84.6% white
--- 0.5% Black
--- 0.1% American Indian and Alaska Native
--- 0.2% Asian
9 / 50
Roberto Galan // Shutterstock

#42. Hays County

- Economic connectedness: 0.85
- Median Income: $71,061
- Population: 234,573
--- 76.6% white
--- 4% Black
--- 0.7% American Indian and Alaska Native
--- 1.5% Asian
10 / 50
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#41. Lampasas County

- Economic connectedness: 0.85
- Median Income: $66,506
- Population: 21,443
--- 82.2% white
--- 3.7% Black
--- 0.7% American Indian and Alaska Native
--- 1.3% Asian
11 / 50
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#40. Randall County

- Economic connectedness: 0.85
- Median Income: $70,544
- Population: 139,176
--- 83.7% white
--- 3.3% Black
--- 0.8% American Indian and Alaska Native
--- 2% Asian
12 / 50
Roberto Galan // Shutterstock

#39. Guadalupe County

- Economic connectedness: 0.85
- Median Income: $80,047
- Population: 169,477
--- 69.4% white
--- 8.6% Black
--- 0.2% American Indian and Alaska Native
--- 1.7% Asian
13 / 50
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#38. Hemphill County

- Economic connectedness: 0.85
- Median Income: $54,867
- Population: 3,450
--- 77.8% white
--- 1.6% Black
--- 0.2% American Indian and Alaska Native
--- 0% Asian
14 / 50
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#37. Hamilton County

- Economic connectedness: 0.86
- Median Income: $44,030
- Population: 8,211
--- 91.9% white
--- 0.3% Black
--- 0.2% American Indian and Alaska Native
--- 0.1% Asian
15 / 50
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#36. Callahan County

- Economic connectedness: 0.86
- Median Income: $55,820
- Population: 13,781
--- 92% white
--- 1% Black
--- 0.1% American Indian and Alaska Native
--- 0.4% Asian
16 / 50
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#35. Chambers County

- Economic connectedness: 0.86
- Median Income: $93,707
- Population: 45,257
--- 79.2% white
--- 7.6% Black
--- 0.1% American Indian and Alaska Native
--- 0.7% Asian
17 / 50
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#34. Fort Bend County

- Economic connectedness: 0.86
- Median Income: $102,590
- Population: 806,497
--- 44.8% white
--- 20.2% Black
--- 0.3% American Indian and Alaska Native
--- 21% Asian
18 / 50
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#33. Fayette County

- Economic connectedness: 0.86
- Median Income: $66,624
- Population: 24,445
--- 86.8% white
--- 6.2% Black
--- 0.1% American Indian and Alaska Native
--- 0.5% Asian
19 / 50
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#32. Van Zandt County

- Economic connectedness: 0.86
- Median Income: $61,121
- Population: 58,782
--- 91.6% white
--- 2.9% Black
--- 0.7% American Indian and Alaska Native
--- 0.4% Asian
20 / 50
xradiophotog // Shutterstock

#31. Erath County

- Economic connectedness: 0.86
- Median Income: $56,691
- Population: 42,288
--- 86% white
--- 1.4% Black
--- 1.4% American Indian and Alaska Native
--- 1.1% Asian
21 / 50
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#30. Fisher County

- Economic connectedness: 0.87
- Median Income: $55,862
- Population: 3,720
--- 83.4% white
--- 2.1% Black
--- 0.5% American Indian and Alaska Native
--- 0.2% Asian
22 / 50
Roberto Galan // Shutterstock

#29. Johnson County

- Economic connectedness: 0.87
- Median Income: $70,767
- Population: 177,022
--- 85.6% white
--- 4.4% Black
--- 0.3% American Indian and Alaska Native
--- 1.1% Asian
23 / 50
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#28. Martin County

- Economic connectedness: 0.88
- Median Income: $69,194
- Population: 5,213
--- 83.5% white
--- 0.5% Black
--- 0% American Indian and Alaska Native
--- 0.2% Asian
24 / 50
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#27. Archer County

- Economic connectedness: 0.88
- Median Income: $67,083
- Population: 8,616
--- 92.9% white
--- 0.5% Black
--- 1.2% American Indian and Alaska Native
--- 0.1% Asian
25 / 50
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#26. Real County

- Economic connectedness: 0.88
- Median Income: $44,083
- Population: 2,852
--- 95.8% white
--- 1.4% Black
--- 0% American Indian and Alaska Native
--- 0% Asian
26 / 50
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#25. Shackelford County

- Economic connectedness: 0.89
- Median Income: $54,896
- Population: 3,145
--- 93.2% white
--- 0.2% Black
--- 0.6% American Indian and Alaska Native
--- 0.2% Asian
27 / 50
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#24. Mason County

- Economic connectedness: 0.89
- Median Income: $73,186
- Population: 3,948
--- 85.9% white
--- 0% Black
--- 1.9% American Indian and Alaska Native
--- 0.8% Asian
28 / 50
xradiophotog // Shutterstock

#23. Upton County

- Economic connectedness: 0.89
- Median Income: $58,333
- Population: 3,340
--- 42.7% white
--- 3.8% Black
--- 0.5% American Indian and Alaska Native
--- 0.5% Asian
29 / 50
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#22. Goliad County

- Economic connectedness: 0.89
- Median Income: $52,335
- Population: 7,085
--- 83.2% white
--- 4.9% Black
--- 0.3% American Indian and Alaska Native
--- 0.2% Asian
30 / 50
xradiophotog // Shutterstock

#21. Hood County

- Economic connectedness: 0.91
- Median Income: $75,851
- Population: 60,521
--- 91.9% white
--- 1% Black
--- 0.6% American Indian and Alaska Native
--- 0.6% Asian
31 / 50
xradiophotog // Shutterstock

#20. Clay County

- Economic connectedness: 0.91
- Median Income: $69,967
- Population: 10,236
--- 92.8% white
--- 0.4% Black
--- 0.9% American Indian and Alaska Native
--- 0.9% Asian
32 / 50
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#19. Wise County

- Economic connectedness: 0.91
- Median Income: $75,482
- Population: 67,877
--- 88.3% white
--- 1.4% Black
--- 0.7% American Indian and Alaska Native
--- 0.4% Asian
33 / 50
Matthew R McClure // Shutterstock

#18. Hardin County

- Economic connectedness: 0.91
- Median Income: $65,347
- Population: 56,124
--- 88.8% white
--- 6.1% Black
--- 0.3% American Indian and Alaska Native
--- 0.5% Asian
34 / 50
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#17. Donley County

- Economic connectedness: 0.92
- Median Income: $52,888
- Population: 3,266
--- 87.6% white
--- 6.8% Black
--- 0.2% American Indian and Alaska Native
--- 0.2% Asian
35 / 50
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#16. Bandera County

- Economic connectedness: 0.92
- Median Income: $64,495
- Population: 20,839
--- 85.4% white
--- 1% Black
--- 0.5% American Indian and Alaska Native
--- 0.4% Asian
36 / 50
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#15. Rockwall County

- Economic connectedness: 0.95
- Median Income: $111,595
- Population: 105,227
--- 77.4% white
--- 7.2% Black
--- 0.9% American Indian and Alaska Native
--- 3.1% Asian
37 / 50
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#14. Somervell County

- Economic connectedness: 0.95
- Median Income: $89,253
- Population: 9,170
--- 82.4% white
--- 2.1% Black
--- 0.3% American Indian and Alaska Native
--- 1.1% Asian
38 / 50
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#13. Sterling County

- Economic connectedness: 0.95
- Median Income: $55,481
- Population: 1,391
--- 76.9% white
--- 0.1% Black
--- 0.2% American Indian and Alaska Native
--- 0.9% Asian
39 / 50
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#12. Coke County

- Economic connectedness: 0.97
- Median Income: $42,639
- Population: 3,288
--- 87.8% white
--- 1% Black
--- 0.2% American Indian and Alaska Native
--- 0% Asian
40 / 50
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#11. Parker County

- Economic connectedness: 0.97
- Median Income: $88,535
- Population: 144,803
--- 89.4% white
--- 1.6% Black
--- 0.5% American Indian and Alaska Native
--- 0.7% Asian
41 / 50
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#10. Blanco County

- Economic connectedness: 0.98
- Median Income: $71,201
- Population: 11,313
--- 81.1% white
--- 0% Black
--- 0.5% American Indian and Alaska Native
--- 0.9% Asian
42 / 50
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#9. Brewster County

- Economic connectedness: 0.98
- Median Income: $48,679
- Population: 9,501
--- 80.7% white
--- 0.3% Black
--- 0.8% American Indian and Alaska Native
--- 3.9% Asian
43 / 50
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#8. Denton County

- Economic connectedness: 0.98
- Median Income: $96,265
- Population: 885,012
--- 68.2% white
--- 10.3% Black
--- 0.5% American Indian and Alaska Native
--- 9.5% Asian
44 / 50
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#7. Comal County

- Economic connectedness: 0.99
- Median Income: $85,912
- Population: 156,257
--- 84.1% white
--- 2.3% Black
--- 0.3% American Indian and Alaska Native
--- 1.3% Asian
45 / 50
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#6. Williamson County

- Economic connectedness: 1.
- Median Income: $94,705
- Population: 591,759
--- 71.9% white
--- 6.5% Black
--- 0.4% American Indian and Alaska Native
--- 7.5% Asian
46 / 50
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#5. Kendall County

- Economic connectedness: 1.02
- Median Income: $100,706
- Population: 43,842
--- 82.9% white
--- 0.3% Black
--- 0.5% American Indian and Alaska Native
--- 1% Asian
47 / 50
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#4. Carson County

- Economic connectedness: 1.05
- Median Income: $76,786
- Population: 5,856
--- 91.8% white
--- 1% Black
--- 2.5% American Indian and Alaska Native
--- 0.3% Asian
48 / 50
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#3. Collin County

- Economic connectedness: 1.06
- Median Income: $104,327
- Population: 1,039,812
--- 62.9% white
--- 10.1% Black
--- 0.4% American Indian and Alaska Native
--- 16.3% Asian
49 / 50
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#2. Armstrong County

- Economic connectedness: 1.07
- Median Income: $71,136
- Population: 1,980
--- 93.6% white
--- 0.7% Black
--- 1.1% American Indian and Alaska Native
--- 0.2% Asian
50 / 50
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#1. Oldham County

- Economic connectedness: 1.11
- Median Income: $68,077
- Population: 2,251
--- 88% white
--- 4.6% Black
--- 0.2% American Indian and Alaska Native
--- 1% Asian

This story features data reporting and writing by Dom DiFurio and is part of a series utilizing data automation across 50 states.

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