Detect Discrimination Patterns in Employee Reviews

# AI analysis of Glassdoor reviews to detect discrimination patterns and inclusivity gaps

This automation template enables objective assessment of company inclusivity by analyzing employee reviews on Glassdoor. Using AI and statistical analysis, it identifies systemic differences in experiences across demographic groups, helping HR teams and leaders make data-driven decisions to improve workplace culture.

## Who it´s for
- HR analysts researching workplace inclusivity
- Diversity & Inclusion managers in large organizations
- Consultants in corporate ethics and social responsibility
- Labor market and social pattern researchers
- Activists and journalists investigating corporate culture

## What the automation does
- Manually triggered to scrape Glassdoor reviews via ScrapingBee
- Parses review text and demographic tags (gender, age, ethnicity, etc.)
- Uses OpenAI to extract structured ratings on key work experience aspects
- Calculates z-scores, effect sizes, and p-values to compare group experiences
- Visualizes disparities using charts generated by QuickChart
- Produces AI-generated textual insights based on detected patterns

## What´s included
- Ready-to-use n8n workflow
- Data processing and analysis logic
- Integrations with ScrapingBee, OpenAI, and QuickChart
- Basic setup and adaptation instructions

## Requirements for setup
- ScrapingBee account for Glassdoor scraping
- OpenAI API access (GPT-4 or equivalent)
- n8n instance (cloud or self-hosted)
- QuickChart account for chart generation

## Benefits and outcomes
- Objective inclusivity scoring without manual review of thousands of comments
- Detection of hidden dissatisfaction patterns among specific employee groups
- Support in preparing D&I reports for leadership or external stakeholders
- Ability to compare inclusivity metrics across companies or track changes over time

## Important: template only
Important: you are purchasing a ready-made automation workflow template only. Rollout into your infrastructure, connecting specific accounts and services, 1:1 setup help, custom adjustments for non-standard stacks and any consulting support are provided as a separate paid service at an individual rate. To discuss custom work or 1:1 help, contact via chat