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Spot Workplace Discrimination Patterns with AI

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Created by: Ludwig || ludwig

Ludwig

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Last update 5 months ago

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Spot Workplace Discrimination Patterns with AI.png

How It Works:

• Scrapes company review data from Glassdoor using ScrapingBee.
• Extracts demographic-based ratings using AI-powered text analysis.
• Calculates workplace disparities with statistical measures like z-scores, effect sizes, and p-values.
• Generates visualizations (scatter plots, bar charts) to highlight patterns of discrimination or bias.

Example Visualizations:

twilio_effect_size.pngtwilio_scatter_plot.png

Set Up Steps:

Estimated time: ~20 minutes.
• Replace ScrapingBee and OpenAI credentials with your own.
• Input the company name you want to analyze (best results with large U.S.-based organizations).
• Run the workflow and review the AI-generated insights and visual reports.

This workflow empowers users to identify potential workplace discrimination trends, helping advocate for greater equity and accountability.

Additional Credit: Wes Medford

For algorithms and inspiration