CAREERS IN THE AGE OF AI

Don't predict the future.
Start understanding change.

A career is more than a single task. Explore what could change, discover skills you can develop, and find a first step for learning.

No tests. No personal scores. No job guarantees.

Not one future, but new paths for learning.
01 — 02 — 03

AN INDEPENDENT GUIDE INFORMED BY PRIMARY SOURCES

Source organizations do not endorse or sponsor this project.

AI exposure does not mean job loss.

We look at tasks, not predictions that a whole career will disappear or remain safe.

EXPLORE CAREERS THROUGH THEIR TASKS

Start with a task.

What could change, which responsibilities remain human, and what can you learn? Take a closer look with sourced cards.

9 cards shownLearning scenario
01 / 09
Accounting & office

Checking an invoice

Accounting support clerk

Global / multi-countrySources: 2024–2026

This task involves comparing key invoice details with recorded information.

Comparing fieldsFinding exceptions
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02 / 09
Accounting & office

Preparing an accounting report

Accounting reporting clerk

Global / multi-countrySources: 2024–2026

This task involves turning period data into an understandable accounting report.

Summarizing dataInterpreting changes
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03 / 09
Accounting & office

Coordinating office workflows

Accounting office coordination clerk

Global / multi-countrySources: 2024–2026

This task involves organizing requests, documents, and follow-up steps in an accounting office.

PrioritizingBuilding a tracking table
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04 / 09
Software & data

Test a code change safely

Software test specialist

Global / multi-countrySources: 2024–2026

This learning scenario explores how a software test specialist checks a code change with synthetic data and records findings clearly.

defining edge casesreading test results
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05 / 09
Software & data

Turn data into meaningful findings

Data analyst

Global / multi-countrySources: 2024–2026

This learning scenario explores how a data analyst cleans and interprets a synthetic table to produce findings that are clear enough to inform a decision.

cleaning dataquestioning patterns
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06 / 09
Software & data

Resolve a technical issue safely

Technical support specialist

Global / multi-countrySources: 2024–2026

This learning scenario explores how a technical support specialist diagnoses a synthetic user issue and proposes a safe, understandable path to resolution.

diagnosing issuescommunicating safely
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Editorial draft · Expert review pending
FROM AN ANXIOUS HEADLINE TO A SMALL STEP

Turn information into a learning step.

Choose a card. Break a task down. Try it with a safe example.

Browse learning paths
01

Understand the task

Look at a small piece of real work before the career label.

02

Choose a skill

Focus on skills you can carry into other fields, not just one tool.

03

Try an example

Use fictional data. Check the result and explain what you learned in your own words.

Read our method and limits

Not a Türkiye-specific employment forecast. These are not official institutional translations. If there is a discrepancy, the original source publication prevails.