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Does Ageist Language in Job Ads Predict Age Discrimination in Hiring?
Ian Burn1, Patrick Button2, Luis Munguia Corella3
1Department of Economics, University of Liverpool.
Job ad language reveals ageist stereotypes that predict hiring discrimination against older workers, particularly for men across health, personality, and skill domains.
Area of Science:
- Empirical economics
- Computational linguistics
- Industrial psychology
Background:
- Ageist stereotypes are prevalent in society and may influence hiring decisions.
- Previous research has not fully explored the link between job ad language and age discrimination in hiring.
- A field experiment provides a unique opportunity to study this relationship.
Purpose of the Study:
- To investigate the relationship between ageist stereotypes in job ad language and age discrimination in hiring.
- To apply computational linguistics and machine learning to analyze textual data in an empirical economics context.
- To develop a framework for analyzing text data to uncover underlying biases.
Main Methods:
- A resume (correspondence study) field experiment was conducted.
- Textual analysis of job ads using computational linguistics and machine learning.
- Comparison of callback rates for older and younger job applicants.
Main Results:
- Language reflecting ageist stereotypes in job ads was found to predict age discrimination.
- For men, stereotypes concerning health, personality, and skill predicted discrimination.
- For women, personality stereotypes predicted discrimination; overall, stronger evidence for men.
Conclusions:
- Job ad language can reflect and perpetuate ageist stereotypes, leading to hiring discrimination.
- Computational methods offer valuable tools for analyzing text data in economic research.
- Findings align with existing industrial psychology literature on age stereotypes, particularly for men.
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