Verification of Salary Estimates in LinkedIn/Revelio Data
Quantifying ML prediction error and its impact on LLM labor market analyses
Key Findings
0.887
Correlation (True vs Predicted)
11.67%
Mean Absolute % Error
1.000
Attenuation Ratio
0.0
Treatment Effect Bias
$10,250
RMSE ($)
Regression Attenuation
Noise Sensitivity
Occupation-Level Accuracy