Reasons to endorse a technology
Our analysis
Reliability is the leading recommendation driver at 17%, followed by productivity at 16%. AI features motivate only 2.3%, below community, developer experience, flexibility, trust, and documentation.
Question
Thinking about technologies you enjoy using for work, school, or personal projects, what is the main reason you would recommend one to others? Select one.
- single select
- Optional
- v2026.1
- Randomized
Data
| Respondents | Percent | |
|---|---|---|
| It is reliable, performant, and stable | 3,874 | 17.3% |
| It helps me be more productive or save time | 3,563 | 15.9% |
| It has a strong community, ecosystem, or open-source presence | 2,888 | 12.9% |
| It has a strong developer experience, such as APIs, SDKs, tooling, or integrations | 2,541 | 11.4% |
| It is flexible, customizable, or easy to adapt to my needs | 1,678 | 7.5% |
| It has a reputation for quality and long-term trustworthiness | 1,666 | 7.5% |
| It has excellent documentation, examples, or learning resources | 1,370 | 6.1% |
| It is easy to learn and use | 1,226 | 5.5% |
| I’m not sure | 1,223 | 5.5% |
| Other, please specify | 632 | 2.8% |
| It has useful AI features or agent capabilities | 505 | 2.3% |
| It has strong security, privacy, or compliance features | 423 | 1.9% |
| It has manageable cost, pricing, or licensing | 421 | 1.9% |
| I would not recommend any technology I use | 361 | 1.6% |
Use this data
Response data is released under the ODbL 1.0, which asks that you attribute it.
Structured for code, with the question, the year and the source url alongside the numbers.
A formatted table, ready to paste into a document, an issue or a prompt.
Spreadsheet
.csv is a plain text format which most spreadsheet software can open.