Research Tool · v1.0

Programming
Benchmark

A structured evaluation of programming competency across skill levels.

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10 Exercises

3 difficulty levels (easy, medium, hard) across 3 AI phases

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AI Assistance

Full help on 1-4, hints on 5-8, none on 9-10

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Metrics Logged

Time, attempts, errors, code behaviour

Exercises 1-4 Full AI assistance

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Exercises 5-8 Hints only

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Exercises 9-10 No AI

Your experience level

🎓 Student Currently studying programming 💼 Professional You have work experience

Years of programming experience

Less than 1 1 - 2 3 - 5 6 - 10 10+

How often do you use AI coding tools?

Never Occasionally Weekly Daily

Which AI coding tools have you used? (select all that apply)

GitHub Copilot ChatGPT Gemini Claude Cursor Other None

Programming language

🐍 Python 🟨 JavaScript ☕ Java 🗄 SQL

* SQL exercises run on SQLite. Standard SQL syntax is fully supported.

How confident are you in this language?

1 2 3 4 5

Not confident Very confident