I realized that a few months ago the Bureau of Economic Analysis (BEA) released their personal income data for 2016 by MSA (also state, metropolitan division, etc). They have Real Personal Income and Real Personal Income Per Capita. Personal Income measures more than just the job wages. It measures pretty much all income - whether from say investing in a stock and cashing out or rental income or just straight up wages from a job (salary or hourly). It also accounts for RPPs or Regional Price Parities. These measure costs of all items in that area as a percentage of the national average. In essence, it kind of normalizes everything to cost of living in a sense.
Chicago MSA between 2010 and 2016 made some pretty big progress. In 2010, the Real Personal Income Per Capita was ranked 35th highest but in 2016 it was 21st highest, jumping up 14 places - out of 62 total metropolitan statistical areas I looked at. Interestingly, the Chicago MSA figure and NYC MSA figure are nearly identical with the NYC MSA above the Chicago MSA by only $367. Denver is also only $102 above Chicago in this regard. Interestingly, the Chicago MSA is over $5500 more than the San Diego MSA, over $4500 more than the Los Angeles MSA, over $4000 more than Atlanta MSA, nearly $2500 more than Dallas and Houston both, nearly $2000 above Austin, etc.
In total dollar amount change from 2010 to 2016, Chicago was the 5th highest out of 62 MSAs. Only San Jose, San Francisco, Seattle, and Detroit (by only $33) had a larger change. Chicago MSA's change was over 3X that of Houston MSA's. In total percent change from 2010 to 2016, Chicago MSA ranked 4th highest only behind San Jose, San Francisco, and Detroit.
Source:
https://www.bea.gov/iTable/index_regional.cfm
2016 Real GDP Per Capita (RPPs factored in) in 2009 dollars
1. Bridgeport, CT MSA: $80,609
2. San Jose MSA: $62,590
3. San Francisco MSA: $61,639
4. Boston MSA: $57,317
5. Hartford, CT MSA: $53,048
6. Seattle MSA: $53,003
7. Omaha MSA: $52,066
8. Washington DC MSA: $50,861
9. Nashville MSA: $50,425
10. Minneapolis MSA: $50,311
11. Philadelphia MSA: $50,209
12. Tulsa MSA: $50,151
13. St. Louis MSA: $49,480
14. Cleveland MSA: $49,292
15. Cincinnati MSA: $49,278
16. Pittsburgh MSA: $49,264
17. New York City MSA: $48,992
18. Milwaukee MSA: $48,831
19. Richmond MSA: $48,800
20. Denver MSA: $48,728
21. Chicago MSA: $48,625
22. Indianapolis MSA: $48,602
23. Baltimore MSA: $48,393
24. Raleigh MSA: $47,759
25. Wichita MSA: $47,694
26. Kansas City MSA: $47,011
27. Austin MSA: $46,820
28. Birmingham, AL MSA: $46,790
29. Columbus, OH MSA: $46,550
30. Houston MSA: $46,378
31. Dallas MSA: $46,270
32. Detroit MSA: $46,061
33. Harrisburg, PA MSA: $45,859
34. Sacramento MSA: $45,693
35. Providence MSA: $45,448
36. Louisville MSA: $45,423
37. Charlotte MSA: $45,297
38. Grand Rapids MSA: $45,144
39. Portland MSA: $45,034
40. New Orleans MSA: $44,979
41. Buffalo MSA: $44,730
42. Atlanta MSA: $44,598
43. Oklahoma City MSA: $44,218
44. Los Angeles MSA: $44,087
45. Miami MSA: $44,037
46. Virginia Beach MSA: $43,574
47. Memphis MSA: $43,378
48. Jacksonville MSA: $43,091
49. San Diego MSA: $43,063
50. Rochester, NY MSA: $42,986
51. New Haven, CT MSA: $42,855
52. Little Rock MSA: $42,717
53. San Antonio MSA: $42,595
54. Salt Lake City MSA: $42,030
55. Tampa MSA: $39,843
56. Honolulu MSA: $39,555
57. Phoenix MSA: $39,455
58. Las Vegas MSA: $39,247
59. Albuquerque MSA: $37,369
60. Orlando MSA: $37,210
61. El Paso MSA: $33,731
62. Riverside, CA MSA: $31,088
Real GDP Per Capita (RPPs factored in) in 2009 dollars, Change from 2010 to 2016
1. San Jose MSA: +$13,386
2. San Francisco MSA: +$12,031
3. Seattle MSA: +$8668
4. Detroit MSA: +$8100
5. Chicago MSA: +$8067
6. Denver MSA: +$7974
7. Tulsa MSA: +$7293
8. Salt Lake City MSA: +$6727
9. Nashville MSA: +$6716
10. Grand Rapids MSA: +$6716
11. Los Angeles MSA: +$6639
12. Austin MSA: +$6596
13. Sacramento MSA: +$6592
14. Dallas MSA: +$6451
15. Philadelphia MSA: +$6333
16. Minneapolis MSA: +$6305
17. San Diego MSA: +$6302
18. Wichita MSA: +$6175
19. Portland MSA: +$6045
20. Columbus, OH MSA: +$5953
21. Cincinnati MSA: +$5911
22. New York City MSA: +$5821
23. Boston MSA: +$5750
24. Cleveland MSA: +$5661
25. Indianapolis MSA: +$5579
26. Omaha MSA: +$5478
27. Phoenix MSA: +$5262
28. Richmond MSA: +$5261
29. Atlanta MSA: +$5014
30. San Antonio MSA: +$5010
31. Charlotte MSA: +$4945
32. Louisville MSA: +$4736
33. Las Vegas MSA: +$4646
34. Baltimore MSA: +$4306
35. New Haven, CT MSA: +$4291
36. Harrisburg, PA MSA: +$4194
37. Birmingham, AL MSA: +$4169
38. Milwaukee MSA: +$4091
39. Orlando MSA: +$4059
40. Hartford, CT MSA: +$3871
41. Pittsburgh MSA: +$3856
42. Providence MSA: +$3829
43. Buffalo MSA: +$3750
44. Memphis MSA: +$3716
45. Riverside, CA MSA: +$3691
46. Miami MSA: +$3591
47. Jacksonville MSA: +$3561
48. Raleigh MSA: +$3550
49. Kansas City MSA: +$3517
50. Little Rock MSA: +$3260
51. Washington DC MSA: +$3233
52. Virginia Beach MSA: +$3096
53. Honolulu MSA: +$2911
54. Rochester, NY MSA: +$2849
55. El Paso MSA: +$2690
56. Houston MSA: +$2663
57. Albuquerque MSA: +$2628
58. St. Louis MSA: +$2550
59. Oklahoma City MSA: +$2477
60. New Orleans MSA: +$2447
61. Tampa MSA: +$1638
62. Bridgeport, CT MSA: -$5103
Real GDP Per Capita (RPPs factored in) in 2009 dollars, Percent change from 2010 to 2016
1. San Jose MSA: +27.21%
2. San Francisco MSA: +24.25%
3. Detroit MSA: +21.34%
4. Chicago MSA: +19.89%
5. Denver MSA: +19.57%
6. Seattle MSA: +19.55%
7. Salt Lake City MSA: +19.06%
8. Los Angeles MSA: +17.73%
9. Grand Rapids MSA: +17.48%
10. San Diego MSA: +17.14%
11. Tulsa MSA: +17.02%
12. Sacramento MSA: +16.86%
13. Austin MSA: +16.4%
14. Dallas MSA: +16.2%
15. Portland MSA: +15.5%
16. Phoenix MSA: +15.39%
17. Nashville MSA: +15.37%
18. Wichita MSA: +14.87%
19. Columbus, OH MSA: +14.66%
20. Philadelphia MSA: +14.43%
21. Minneapolis MSA: +14.33%
22. Cincinnati MSA: +13.63%
23. New York City MSA: +13.48%
24. Riverside, CA MSA: +13.47%
25. Las Vegas MSA: +13.43%
26. San Antonio MSA: +13.33%
27. Cleveland MSA: +12.97%
28. Indianapolis MSA: +12.97%
29. Atlanta MSA: +12.67%
30. Charlotte MSA: +12.25%
31. Orlando MSA: +12.24%
32. Richmond MSA: +12.08%
33. Omaha MSA: +11.76%
34. Louisville MSA: +11.64%
35. Boston MSA: +11.15%
36. New Haven, CT MSA: +11.13%
37. Harrisburg, PA MSA: +10.07%
38. Birmingham, AL MSA: +9.78%
39. Baltimore MSA: +9.77%
40. Memphis MSA: +9.37%
41. Providence MSA: +9.2%
42. Buffalo MSA: +9.15%
43. Milwaukee MSA: +9.14%
44. Jacksonville MSA: +9.01%
45. Miami MSA: +8.88%
46. El Paso MSA: +8.67%
47. Pittsburgh MSA: +8.49%
48. Little Rock MSA: +8.26%
49. Kansas City MSA: +8.09%
50. Raleigh MSA: +8.03%
51. Honolulu MSA: +7.94%
52. Hartford, CT MSA: +7.87%
53. Virginia Beach MSA: +7.65%
54. Albuquerque MSA: +7.56%
55. Rochester, NY MSA: +7.1%
56. Washington DC MSA: +6.79%
57. Houston MSA: +6.09%
58. Oklahoma City MSA: +5.93%
59. New Orleans MSA: +5.75%
60. St. Louis MSA: +5.43%
61. Tampa MSA: +4.29%
62. Bridgeport, CT MSA: -5.95%