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evidence · exposure and pay — kodata

Column 2: evidence · exposure and pay

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Open data, followed all the way down to one person inside it.

Every piece here starts with a public dataset and ends with a story. The numbers can be checked: any figure set in mono opens its own evidence in a column to the right, so you never have to leave the sentence you are reading to find out whether it is true.

open to work

02pieces
02public datasets
271occupations
4,810teenagers

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evidence · exposure and pay

The familiar assumption is that automation threatens low-paid work first. In this dataset the relationship runs the other way.

pearson (exposure × wage)
+0.286
spearman (on ranks)
+0.395
human rater × gpt-4 agreement
0.835

median wage by exposure band

bandnworkersmedian wage
Low9130,552,300$55,440
Medium9028,439,800$69,815
High9022,567,800$79,970

by required education

levelnmedian exposuremedian wage
No formal educational credential150.046$48,660
Postsecondary nondegree award170.140$49,670
High school diploma or equivalent600.232$51,105
Some college, no degree30.299$48,526
Associate's degree240.308$65,210
Doctoral or professional degree120.370$130,170
Bachelor's degree1040.462$82,580
Master's degree220.488$81,015