Spot Workplace Discrimination Patterns with AI

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Built by Ludwig Ludwig
Created on June 07, 2026

Description


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:

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

Nodes Used (7)

Basic LLM Chain
@n8n/n8n-nodes-langchain.chainLlm
Code
n8n-nodes-base.code
HTML
n8n-nodes-base.html
HTTP Request
n8n-nodes-base.httpRequest
Information Extractor
@n8n/n8n-nodes-langchain.informationExtractor
OpenAI Chat Model
@n8n/n8n-nodes-langchain.lmChatOpenAi
QuickChart
n8n-nodes-base.quickChart