OG GBS

AI-powered global job demand research — helping International Management students find the right path after graduation.

Team: Daria · Maruxa · Sofya·

Find the most demanded jobs in your country of choice

Click any highlighted country to see the most in-demand roles for post-graduate students.

INTERACTIVE
🌍

Click a highlighted country on the map to see in-demand jobs for post-grad students.

Who is OG GBS?
😩

The Problem

Post-grad students searching for their first job feel lost. The process of finding, researching, and applying to positions across multiple countries is slow, fragmented, and exhausting.

🎓

Who We Help

Post-graduate International Management students who are actively job-hunting globally — navigating roles across many countries, industries, and platforms simultaneously.

🌍

The Pain Point

Understanding which roles are most in-demand globally requires manually scrolling LinkedIn, Indeed, and dozens of other sources. The data is outdated the moment you collect it. The work never ends.

🤖

Our AI-Native Solution

An AI service that continuously researches and aggregates global job demand data — classifying roles by country, industry, and frequency, and keeping results fresh. A human reviewer has the final say before any insight is delivered.

Human-in-the-Loop: A reviewer has final oversight before any AI-generated insight is delivered to students.

How the AI System Works

A student inputs their profile, AI researches and ranks global job demand, a human reviewer approves the output, and the student receives a personalised prioritised dashboard.

📋
1
INPUT

Student Input

Degree, target countries, graduation year

→
🔍
2
AI ACTIVE

AI Research

Collects job postings from global sources

→
📊
3
AI ACTIVE

AI Classify & Rank

Classifies by country, ranks by demand

→
👤
4
HUMAN REVIEW

Human Review

HITL reviewer checks source quality

→
🎯
5
OUTPUT

Dashboard Output

Ranked roles per country delivered

→
✅
6
ACTION

Student Action

Student prioritises applications

📥 Data Needed

🎓

Student Profile

Degree, field, target countries, graduation year

🌐

Job Posting Data

APIs or web aggregation (LinkedIn, Indeed, Glassdoor)

🏷️

Role Taxonomy

Job titles, industries, seniority levels

📈

Demand Frequency

Country-level posting volume and trend signals

✅ Human-in-the-Loop Checkpoint

✅

Data sources validated for reliability and freshness before delivery

✅

Output quality reviewed — classification errors corrected

✅

Human reviewer approves final ranked list before student sees it

Decision triggered: Student chooses which roles to prioritise based on AI-generated demand ranking.

🔔 Human-on-the-Loop Monitoring

🔔

Source Drift

Triggers when data source quality or access changes

📉

Staleness

Triggers when demand data exceeds update threshold

🏷️

Class. Drift

Triggers when role taxonomy accuracy degrades

Human-out-of-the-loop: Classification and ranking can run fully automated once data sources are validated.

🧪 Mock Example — Workflow

SIMULATED

Student

Maruxa

Degree

MSc International Management

Target Countries

Germany, Netherlands

Graduation

2026

#RoleCountryDemandTrendSourcesStatus
1Product ManagerGermanyVery High↑ Rising847✅ Reviewed
2Strategy ConsultantGermanyHigh↑ Rising612✅ Reviewed
3Business AnalystNetherlandsHigh→ Stable534✅ Reviewed
4Product ManagerNetherlandsMedium↑ Rising421✅ Reviewed
5Strategy ConsultantNetherlandsMedium→ Stable398✅ Reviewed

Maruxa receives this dashboard after human reviewer approves output. She prioritises Product Manager roles in Germany first.