Humanitarian Jobs Dashboard

Real-Time Sector Employment Intelligence

A real-time business intelligence dashboard processing hundreds of thousands of data points daily to provide insights on humanitarian jobs, tracking the impact of funding crises on workforce dynamics, localization trends, and technical skill requirements.

Status Production

Started February 2025

Last Updated January 2026

Tags

AI DataAnalysis BusinessIntelligence

📋 Project Briefing 🔗 Live Demo 📄 Read Article ⚙️ View on GitHub 📱 LinkedIn Post

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Database Structure

Analysis

• Evolution of relief jobs by experience levels 2025-08-10 DataAnalysis

• LLM extraction of new information in Job Descriptions about localization 2025-08-10 AI

• The rolling week problem DataAnalysis

Metrics

• Seven Days Trend

• Total Active Posts

• Jobs Closing Soon

• Top 10 Hiring Organizations

• Breakdown by Career Category

• Map of Jobs Density

• Opportunities by Experience Level

• Average Job Posting Duration (days)

• Average Time to Hire (days)

• Job vs. Consultancy

• Experience Level Trends

• Job vs. Consultancy Posting Trends

• Job Postings per Month

• Total Count of Posts

• Map of Density of Jobs

• Percentage of Positions Nationalized

• Most Demanded Languages

• Project-based or Long-term

• Last Post Recorded

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A Technical Note for the n8n workflow:

ReliefWeb’s API is very friendly but requires an appname parameter in every request since September 2025. Since you are a beginner, the URL you’ll likely use in your n8n HTTP Request node will look like this:

https://api.reliefweb.int/v2/jobs?appname=my-humanitarian-dashboard&limit=1000&preset=latest

UPDATE

With all the agents bots scraping the Internet automatically, APIs are gearing up their security and putting more restrictions. This call stopped working and I had to adjust every parameter for the connection not to abort. I am now doing requests of 50 profiles at a time. 2026-01-16