Skip to main content
HomeCode-alongsData Science

Gender Bias Text Analysis in Python

In this session we use text analysis to look at gender bias in a review dataset.
Mar 2023
Code along with us onCode Along

Language plays a crucial role in shaping our perceptions and attitudes towards gender in the workplace. Studies have shown that gender bias in language can have a significant impact on the way women are perceived and treated in the workplace. For example, research has found that job advertisements that use masculine-coded language tend to attract more male applicants, while those that use feminine-coded language tend to attract more female applicants. Join our live training on using scraped freelancer reviews to identify differences in language commonly used for male vs. female freelancers, and learn how to use this information to promote gender equity in the workplace.

Key takeaways

  • Learn how to apply a web scraper to create a corpus of freelancer reviews

  • Learn how to label the reviews as masculine or feminine based on pronouns

  • Identify language (words and phrases) used more often for freelancers with male pronounces versus female pronouns, and study how this language varies by field

Topics
Related

tutorial

Everything You Need to Know About Python Environment Variables

Learn the ins and outs of managing Python environment variables with os and python-dotenv libraries.
Bex Tuychiev's photo

Bex Tuychiev

9 min

tutorial

Everything You Need to Know About Python's Maximum Integer Value

Explore Python's maximum integer value, including system limits and the sys.maxsize attribute.
Amberle McKee's photo

Amberle McKee

5 min

tutorial

Python KeyError Exceptions and How to Fix Them

Learn key techniques such as exception handling and error prevention to handle the KeyError exception in Python effectively.
Javier Canales Luna's photo

Javier Canales Luna

6 min

tutorial

Snscrape Tutorial: How to Scrape Social Media with Python

This snscrape tutorial equips you to install, use, and troubleshoot snscrape. You'll learn to scrape Tweets, Facebook posts, Instagram hashtags, or Subreddits.
Amberle McKee's photo

Amberle McKee

8 min

tutorial

Troubleshooting The No module named 'sklearn' Error Message in Python

Learn how to quickly fix the ModuleNotFoundError: No module named 'sklearn' exception with our detailed, easy-to-follow online guide.
Amberle McKee's photo

Amberle McKee

5 min

tutorial

AWS Storage Tutorial: A Hands-on Introduction to S3 and EFS

The complete guide to file storage on AWS with S3 & EFS.
Zoumana Keita 's photo

Zoumana Keita

16 min

See MoreSee More