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
Introducing datalab

blog

Introducing DataLab

DataCamp is launching DataLab, an AI-enabled data notebook to make it easier and faster than ever before to go from data to insight. Read on to learn more about what makes DataLab unique and our path towards it.
Filip Schouwenaars's photo

Filip Schouwenaars

3 min

tutorial

A Comprehensive Tutorial on Optical Character Recognition (OCR) in Python With Pytesseract

Master the fundamentals of optical character recognition in OCR with PyTesseract and OpenCV.
Bex Tuychiev's photo

Bex Tuychiev

11 min

tutorial

Encapsulation in Python Object-Oriented Programming: A Comprehensive Guide

Learn the fundamentals of implementing encapsulation in Python object-oriented programming.
Bex Tuychiev's photo

Bex Tuychiev

11 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

code-along

Full Stack Data Engineering with Python

In this session, you'll see a full data workflow using some LIGO gravitational wave data (no physics knowledge required). You'll see how to work with HDF5 files, clean and analyze time series data, and visualize the results.
Blenda Guedes's photo

Blenda Guedes

See MoreSee More