Four major indexes disagree about the most popular language — and they are all measuring something real. What Octoverse, Stack Overflow, TIOBE and RedMonk each count, and how to actually choose your next language.

Ask "what is the most popular programming language in 2026?" and you will get four confident, contradictory answers. That is not because the indexes are broken. It is because "popularity" is at least four different quantities, and each index measures one of them (side-by-side comparison).
Read together, the four indexes tell one coherent story: JavaScript still has the largest installed base, Python dominates AI/data and what beginners start with, and TypeScript is the biggest momentum winner — the language new production code is most likely to be written in on the world's largest code-hosting platform.
TypeScript did not win by being fashionable. It won because large JavaScript codebases without types become unreadable at scale, and because the AI-tooling wave raised the premium on machine-checkable code: an agent that can run tsc gets a feedback loop; an agent guessing at dynamic types gets vibes. Type signatures are documentation the compiler enforces — for humans and for agents alike.
The ceiling on TypeScript is ecosystem, not language: it owns the web platform end-to-end (frontend, Node/Bun/Deno backends, serverless) but has no serious claim on data science, ML research, or scientific computing.
Python is the native language of AI. Training, fine-tuning, evaluation, data pipelines, the reference implementations of nearly every model — Python. It is also still the gentlest on-ramp for first-time programmers, and the TIOBE/RedMonk numbers reflect a language being learned everywhere at once. Its ceiling: the browser. Python on the frontend remains a niche despite real progress in WASM runtimes.
Both roads are paved here: the Python Developer roadmap and the Full-Stack Developer roadmap (TypeScript end-to-end) share the same loop — learn, practice in the browser, pass challenges, ship a project.
“The most popular language is the one that is most popular for what you are measuring. Choose by what you want to build, not by who won a chart.”
Sources & further reading
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