Browse Skills R

R

🤖 Technical AI ESCO reuse: sector-specific

The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in R.

R — the techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in R. ESCO classifies it as a sector-specific (rooted in one industry) skill within knowledge.

Category: knowledge › software and applications development and analysis Also known as: R software

Occupations that require R

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Frequently asked questions

What is R?

The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in R.

What category of skill is R?

ESCO classifies R under the knowledge category, specifically in the software and applications development and analysis subcategory.

Is R one of the Technical AI skills?

Yes — R is on McKinsey's Technical AI shortlist, the set of specialised skills relevant to building, tuning, and deploying AI systems rather than just using them.

How transferable is R between industries?

ESCO tags R as a sector-specific (rooted in one industry) skill — a signal of how portable it is when you change field.

Is R the same as R software?

Yes — R is also known as R software. They refer to the same underlying capability in the ESCO taxonomy.

How can I learn R?

The most reliable path is to pick a job or project that demands R and learn through delivery. Complement that with role-specific roadmaps and short courses. Explore the occupations below to see where this skill is used in practice.

Data: ESCO v1.2.1 (CC-BY-4.0). Durability framework informed by McKinsey Global Institute (Nov 2025). See our methodology.