---
title: "How developers learned to code — Community data 2026"
url: https://survey.stackoverflow.co/2026/community/data/learn-code-how
year: 2026
chapter: "community"
question: "LearnCodeHow"
section: "Communities and learning"
licence: "ODbL 1.0 (https://opendatacommons.org/licenses/odbl/1-0/)"
---

# How developers learned to code

Technical documentation (59%) is the #1 learning method, edging out AI codegen tools (53%) and general online resources (52%). Traditional methods — books (27%), colleague training (21%), school (14%) — are mid-tier. Bootcamps (6%) are the lowest formal option. The takeaway: developers are self-directed learners who combine docs, AI, and community resources rather than following a curriculum.

Asked as: How did you learn to code in the past year? Select all that apply. (`LearnCodeHow`, multi select, optional, v2026.1)

## Options offered

1. Books / physical media
2. Technical documentation (is generated for/by the tool or system)
3. Coding bootcamp
4. Colleague or on-the-job training
5. Games or coding challenges
6. Online courses or certification
7. AI (codegen tools or chat apps)
8. Blogs or podcasts
9. Videos (i.e. Youtube)
10. Other online resources (e.g. standard search, forum, online community)
11. School (i.e., university, college, etc)
12. Stack Overflow or Stack Exchange
13. Reviewing GitHub projects or existing code repositories
14. Other, please specify (with free-text entry)

## Results

### All Respondents

n = 14,530

|  | Respondents | Percent |
| --- | ---: | ---: |
| Technical documentation (is generated for/by the tool or system) | 8,555 | 58.9% |
| AI codegen tools or AI-enabled apps | 7,650 | 52.6% |
| Other online resources (e.g. standard search, forum, online community) | 7,518 | 51.7% |
| Videos (not associated with specific online course or certification) | 5,975 | 41.1% |
| Stack Overflow or Stack Exchange | 4,909 | 33.8% |
| Online courses or certification (includes all media types) | 4,260 | 29.3% |
| Blogs or podcasts | 4,010 | 27.6% |
| Books / physical media | 3,846 | 26.5% |
| Colleague or on-the-job training | 3,106 | 21.4% |
| School (i.e., university, college, etc) | 2,064 | 14.2% |
| Games or coding challenges | 1,700 | 11.7% |
| Coding bootcamp | 922 | 6.3% |
| Other | 629 | 4.3% |

In context: https://survey.stackoverflow.co/2026/community/data.md