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Intro
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Classroom Contents
Using Language Models to Understand Wage Premia
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- 1 Intro
- 2 Job Postings Give Us Insight Into Workers' Skills and Activit
- 3 Do These Roles Pay Different Salaries? How Different?
- 4 Growing Set of Tools Available to Researchers
- 5 NLP Turns Words into Context-Dependent Vectors
- 6 Elements Create a 21st Century Version of Hedonic Regress
- 7 This Paper: Use NLP to Predict Salaries
- 8 Two Sources of Job Posting Data
- 9 Some Job Board User Interfaces Ask Recruiters To Input SE
- 10 How Selected are the Posted Salaries? Discussion and Comparison to the Current Population Survey (CPS)
- 11 Simple Regression for Salary Prediction
- 12 This Approach Facilitates Turning a Posting into a Matrix Each Token (Word) is Represented by a Vector
- 13 Model Performance
- 14 Model Structure
- 15 Text Injection Experiments
- 16 Example: International Institute of Business Analysis - Agile Certification (IIBA-AAC)
- 17 The Text of the Posting Matters!
