AI & stats for workplace bias detection from reviews

# AI and statistical analysis of Glassdoor reviews for workplace discrimination

This automation template systematically detects signs of workplace discrimination by analyzing employee reviews on Glassdoor using AI and statistical methods. Designed for HR professionals, DEI consultants, and social justice researchers.

## Who it´s for
- HR analysts researching inclusion and diversity in organizations
- HR managers aiming to uncover hidden discrimination patterns
- Corporate ethics and equality consultants
- Activists and researchers focused on workplace social justice
- Leaders seeking data-driven improvements in company culture

## What the automation does
- Triggered manually to scrape Glassdoor reviews via ScrapingBee with JavaScript rendering bypass
- Uses OpenAI to extract demographic attributes and sentiment from unstructured review text
- Computes z-scores, effect sizes, and p-values to compare employee experience across gender, disability, gender identity, and other demographics
- Visualizes disparities using bar and scatter plots generated by QuickChart
- Produces AI-generated insights on detected bias patterns

## What´s included
- Ready-to-use n8n workflow
- Full logic for scraping, parsing, statistical analysis, and visualization
- Integrations with ScrapingBee, OpenAI, QuickChart, and Glassdoor
- Basic textual instructions for setup and adaptation

## Requirements for setup
- Active ScrapingBee account with sufficient credits
- OpenAI API key
- Access to n8n (self-hosted or cloud)
- QuickChart account for chart generation

## Benefits and outcomes
- Identifies statistically significant disparities in employee experience without manual review of thousands of comments
- Objective assessment of inclusivity based on public data
- Supports evidence-based decision-making for internal policy changes
- Enables anonymous analysis for employees experiencing discrimination

## 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