Here's a different take on the Bureau of Labor Statistics Employment and Wage estimates page. I've downloaded all the data and ranked states (for every occupation with at least 100 workers).

You can use the drop-down menus to filter by state or by occupation.

Occupation Selected: Service station attendants

Click on state name to filter.
State Jobs Average
Salary		 Rank
California 8,730 $22,870 1
Alaska 420 $22,580 2
Washington 2,680 $21,880 3
Michigan 2,900 $21,530 4
Florida 2,470 $21,020 5
Maryland 1,420 $20,980 6
Minnesota 1,930 $20,810 7
Rhode Island 450 $20,760 8
Hawaii 600 $20,710 9
Kentucky 1,430 $20,170 10
Massachusetts 2,980 $20,140 11
Arizona 1,820 $20,030 12
Wisconsin 1,300 $19,990 13
Colorado 1,410 $19,900 14
Connecticut 1,900 $19,660 15
New Mexico 770 $19,630 16
Virginia 2,450 $19,500 17
Nevada 770 $19,410 18
Idaho 500 $19,370 19
North Dakota 570 $19,320 20
Kansas 1,250 $18,990 21
New York 3,010 $18,960 22
New Hampshire 440 $18,940 23
Montana 540 $18,860 24
Utah 810 $18,540 25
North Carolina 2,630 $18,390 26
South Dakota 650 $18,370 28
Illinois 1,610 $18,370 28
Wyoming 310 $18,370 28
Georgia 1,930 $18,310 30
Pennsylvania 2,510 $18,300 31
Missouri 1,900 $18,290 32
Texas 8,100 $18,190 33
South Carolina 520 $18,070 34
Oregon 7,650 $18,010 35.5
Arkansas 1,490 $18,010 35.5
Ohio 3,140 $17,880 37
Alabama 1,240 $17,780 38
Vermont 250 $17,740 39
Tennessee 920 $17,670 40
Indiana 1,620 $17,450 41
Oklahoma 610 $17,210 42
New Jersey 9,520 $17,190 43
Mississippi 830 $17,180 44
Nebraska 660 $17,000 45
Iowa 880 $16,960 46
Louisiana 690 $16,870 47
Maine 1,040 $16,800 48
Virgin Islands 110 $15,180
West Virginia 420 $14,620 49
Puerto Rico 1,140 $13,280
Guam 110 $12,680