Hacker ApprovedDepartments

R programming language

Hacker Approved

Ranked 51 of 163 programming languages by recommenders

Recommended for statistics and data analysis, with Lisp-like design. Critics cite quirky design, silent errors, and a steep setup learning curve.

Recommended for statistics and data analysis, with Lisp-like design. Critics cite quirky design, silent errors, and a steep setup learning curve.

47 people gave an opinion

recommend it
35
criticize it
12
approval share
74%
Each figure is one person. RecommendsCriticizes

Recommended in 9 of 13 months

  1. November 2025: recommended
  2. December 2025: recommended
  3. January 2026: recommended
  4. February 2026: recommended
  5. March 2026: not recommended
  6. April 2026: recommended
  7. May 2026: not recommended
  8. June 2026: recommended
  9. July 2026: not recommended
  10. August 2026: recommended
  11. September 2026: recommended
  12. October 2026: recommended
  13. November 2026: not recommended (month in progress)

Why it carries the badge

  • 35 people recommend itNeeds 10 or more, met.
  • 2.9 recommenders for every criticNeeds 2 to 1 or better, met.
  • Recommended in 9 of 13 monthsNeeds 4 or more, met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Great for statistics and data

    “It's a lovely language for cleaning and analyzing data, and the core development team keeps making improvements.”

    Comment from 5 Dec 2025 in “Ask HN: What open source projects are you grateful for?”

    “R's the best, bc it's been a statistical analysis language from the beginning in 1974”

    Comment from 25 Nov 2025 in “Python is not a great language for data science”

    “If you primarily care about statistical modeling, then R still wins (easily).”

    Comment from 18 Aug 2026 in “Python Polars Cheatsheet (based on our O'Reilly book)”
  • Expressive Lisp-inspired design

    “The R language is just so much more beautiful than Python, in its full lispy goodness, with lazy evaluation.”

    Comment from 23 Jun 2026 in “Plotnine”

    “a much more human legible syntax that doesn’t require huge numbers of nested parentheses”

    Comment from 3 Dec 2025 in “R packages for data science”

    “R is overtly and heavily inspired by Lisp which was a big deal in AI at one point.”

    Comment from 26 Nov 2025 in “Python is not a great language for data science”
  • Strong people and community behind it

    “R is so good in part because of the efforts of people like Di Cook, Hadley Wickham, and Yihui Xie”

    Comment from 25 Nov 2025 in “Python is not a great language for data science”

    “I love R and the various things people do with it.”

    Comment from 1 Sep 2026 in “Visualizing Combos in Judo in R”

What people warn about

Each mark is one comment

  • Quirky, inconsistent language design

    “Even established packages have bugs caused by R weirdness.”

    Comment from 26 Nov 2025 in “Python is not a great language for data science”

    “R is tricky in that regard since it feels like a mix of OOP and DOP variants”

    Comment from 24 Jun 2026 in “Too many R packages: CRAN is inundated with submissions”

    “R is simply badly designed as a programming language.”

    Comment from 1 Dec 2025 in “Python is not a great language for data science”
  • Silent wrong results and bad defaults

    “In my experience R is king of happily chugging along spitting out nonsense results when it should have errored 100 lines ago.”

    Comment from 26 Nov 2025 in “Python is not a great language for data science”

    “The language itself is also very simple and has defaults that people don't even bother changing”

    Comment from 24 Jun 2026 in “Too many R packages: CRAN is inundated with submissions”
  • Slow, loop-heavy code

    “I'd actually see this as a disadvantage of R because you suddenly have to jump through loops”

    Comment from 26 Nov 2025 in “Python is not a great language for data science”

    “It would be the slowest language result on the list.”

    Comment from 1 Feb 2026 in “Data Processing Benchmark Featuring Rust, Go, Swift, Zig, Julia etc.”

Other programming languages people recommend

The four most recommended other programming languages, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.

R programming language compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
Rust2,03997368%134 yrs118 ownersApproved
Go1,25465166%135.9 yrs63 owners—
Python1,06782157%1218 yrs64 owners—
Zig74344962%121 yr27 owners—
R programming languageThis page351274%9—Approved
See all 163 programming languages, ranked

What people said

40 of the 54 comments that mention it, newest first. Each links to the original comment.

“It's an amazing language for answering complex questions using data.”

MixedComment from 10 Oct 2026 in “Polars 2.0”

“R is Lisp with a nice syntax. Much more readable and still very powerful.”

RecommendsComment from 28 Sep 2026 in “What makes Lisp difficult to read?”

“I love R and the various things people do with it.”

RecommendsComment from 1 Sep 2026 in “Visualizing Combos in Judo in R”

“R was much nicer once you had your data, and if all you had to do was transform it”

MixedComment from 18 Aug 2026 in “Python Polars Cheatsheet (based on our O'Reilly book)”

“If you primarily care about statistical modeling, then R still wins (easily).”

RecommendsComment from 18 Aug 2026 in “Python Polars Cheatsheet (based on our O'Reilly book)”

“the environment to run "R" has quite the learning curve.”

MixedComment from 14 Aug 2026 in “Choose Boring Technology (2015)”

“slowly its strengths are coming through”

RecommendsComment from 25 Jun 2026 in “Too many R packages: CRAN is inundated with submissions”

“It looked weird to me but I didn't mean to sound so negative.”

MixedComment from 24 Jun 2026 in “Too many R packages: CRAN is inundated with submissions”

“The language itself is also very simple and has defaults that people don't even bother changing”

CriticizesComment from 24 Jun 2026 in “Too many R packages: CRAN is inundated with submissions”

“Using R for our undergrads in time of LLMs is brilliant.”

RecommendsComment from 24 Jun 2026 in “Too many R packages: CRAN is inundated with submissions”

“it is the programming language of choice for people who don't assume that their expertise on one domain”

RecommendsComment from 24 Jun 2026 in “Too many R packages: CRAN is inundated with submissions”

“R is tricky in that regard since it feels like a mix of OOP and DOP variants”

CriticizesComment from 24 Jun 2026 in “Too many R packages: CRAN is inundated with submissions”

“The R language is just so much more beautiful than Python, in its full lispy goodness, with lazy evaluation.”

RecommendsComment from 23 Jun 2026 in “Plotnine”

“it's still great for data science work”

RecommendsComment from 17 Apr 2026 in “A Better R Programming Experience Thanks to Tree-sitter”

“A sign of a brilliant tool is when an idiot can get more done with it than an expert can with alternatives.”

RecommendsComment from 17 Apr 2026 in “A Better R Programming Experience Thanks to Tree-sitter”

“it felt somewhat, more complete, and organized than Python”

RecommendsComment from 12 Apr 2026 in “The APL Programming Language Source Code (2012)”

“To produce plots out of data files, Python and R are probably the best solutions.”

RecommendsComment from 27 Feb 2026 in “Julia: Performance Tips”

“R and Python are done in five minutes on the standard worker and it was easy”

RecommendsComment from 19 Feb 2026 in “Show HN: A physically-based GPU ray tracer written in Julia”

“R has much better data structures than Python for data processing”

RecommendsComment from 1 Feb 2026 in “Data Processing Benchmark Featuring Rust, Go, Swift, Zig, Julia etc.”

“It would be the slowest language result on the list.”

CriticizesComment from 1 Feb 2026 in “Data Processing Benchmark Featuring Rust, Go, Swift, Zig, Julia etc.”

“that made caret and glm modules so easy to use”

RecommendsComment from 28 Jan 2026 in “Pandas 3.0”

“No other modern language will compete with R on ergonomics because of how it allows functions to read the context they’re called in”

RecommendsComment from 28 Jan 2026 in “Pandas 3.0”

“It's a lovely language for cleaning and analyzing data, and the core development team keeps making improvements.”

RecommendsComment from 5 Dec 2025 in “Ask HN: What open source projects are you grateful for?”

“a much more human legible syntax that doesn’t require huge numbers of nested parentheses”

RecommendsComment from 3 Dec 2025 in “R packages for data science”

“part of it's charm, where else can you see the generic function approach to OOP in a language that's still evolving?”

RecommendsComment from 2 Dec 2025 in “Python Data Science Handbook”

“R is simply badly designed as a programming language.”

CriticizesComment from 1 Dec 2025 in “Python is not a great language for data science”

“Vectorized-by-default can avoid a lot of boilerplate.”

RecommendsComment from 30 Nov 2025 in “Advent of Code 2025”

“R's design purpose is different. it is a general purpose computational language for scientists.”

RecommendsComment from 29 Nov 2025 in “Python is not a great language for data science”

“I used to do all of my programming in R.”

RecommendsComment from 26 Nov 2025 in “Python is not a great language for data science”

“Yes, R is a proper general purpose programming language. Turing complete, functional, procedural, object oriented”

RecommendsComment from 26 Nov 2025 in “Python is not a great language for data science”

“R is overtly and heavily inspired by Lisp which was a big deal in AI at one point.”

RecommendsComment from 26 Nov 2025 in “Python is not a great language for data science”

“In my experience R is king of happily chugging along spitting out nonsense results when it should have errored 100 lines ago.”

CriticizesComment from 26 Nov 2025 in “Python is not a great language for data science”

“Even established packages have bugs caused by R weirdness.”

MixedComment from 26 Nov 2025 in “Python is not a great language for data science”

“I'd actually see this as a disadvantage of R because you suddenly have to jump through loops”

MixedComment from 26 Nov 2025 in “Python is not a great language for data science”

“In my limited experience, Using R feels like to using JavaScript in the browser”

MixedComment from 26 Nov 2025 in “Python is not a great language for data science”

“R is a serious general purpose programming language that is great for building almost any type of complex scientific software with”

RecommendsComment from 26 Nov 2025 in “Python is not a great language for data science”

“R's the best, bc it's been a statistical analysis language from the beginning in 1974”

RecommendsComment from 25 Nov 2025 in “Python is not a great language for data science”

“R is pretty convoluted as a language.”

CriticizesComment from 25 Nov 2025 in “Python is not a great language for data science”

“R is so good in part because of the efforts of people like Di Cook, Hadley Wickham, and Yihui Xie”

RecommendsComment from 25 Nov 2025 in “Python is not a great language for data science”

“There are many data-science tasks I’d much rather do in R than in Python.”

RecommendsComment from 25 Nov 2025 in “Python is not a great language for data science”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.