10 items tagged “surveys”
2024
Python Developers Survey 2023 Results (via) The seventh annual Python survey is out. Here are the things that caught my eye or that I found surprising:
25% of survey respondents had been programming in Python for less than a year, and 33% had less than a year of professional experience.
37% of Python developers reported contributing to open-source projects last year - a new question for the survey. This is delightfully high!
6% of users are still using Python 2. The survey notes:
Almost half of Python 2 holdouts are under 21 years old and a third are students. Perhaps courses are still using Python 2?
In web frameworks, Flask and Django neck and neck at 33% each, but FastAPI is a close third at 29%! Starlette is at 6%, but that's an under-count because it's the basis for FastAPI.
The most popular library in "other framework and libraries" was BeautifulSoup with 31%, then Pillow 28%, then OpenCV-Python at 22% (wow!) and Pydantic at 22%. Tkinter had 17%. These numbers are all a surprise to me.
pytest scores 52% for unit testing, unittest from the standard library just 25%. I'm glad to see pytest so widely used, it's my favourite testing tool across any programming language.
The top cloud providers are AWS, then Google Cloud Platform, then Azure... but PythonAnywhere (11%) took fourth place just ahead of DigitalOcean (10%). And Alibaba Cloud is a new entrant in sixth place (after Heroku) with 4%. Heroku's ending of its free plan dropped them from 14% in 2021 to 7% now.
Linux and Windows equal at 55%, macOS is at 29%. This was one of many multiple-choice questions that could add up to more than 100%.
In databases, SQLite usage was trending down - 38% in 2021 to 34% for 2023, but still in second place behind PostgreSQL, stable at 43%.
The survey incorporates quotes from different Python experts responding to the numbers, it's worth reading through the whole thing.
A bad survey won’t tell you it’s bad. It’s actually really hard to find out that a bad survey is bad — or to tell whether you have written a good or bad set of questions. Bad code will have bugs. A bad interface design will fail a usability test. It’s possible to tell whether you are having a bad user interview right away. Feedback from a bad survey can only come in the form of a second source of information contradicting your analysis of the survey results.
Most seductively, surveys yield responses that are easy to count and counting things feels so certain and objective and truthful.
Even if you are counting lies.
American Community Survey Data via FTP. I got talking to some people from the US Census at NICAR today and asked them if there was a way to download their data in bulk (in addition to their various APIs)... and there was!
I had heard of the American Community Survey but I hadn’t realized that it’s gathered on a yearly basis, as a 5% sample compared to the full every-ten-years census. It’s only been running for ten years, and there’s around a year long lead time on the survey becoming available.
2019
Public Data Release of Stack Overflow’s 2019 Developer Survey. Here’s the Stack Overflow announcement of their developer survey public data release, which discusses the Glitch partnership and mentions Datasette.
Discover Insights in Developer Survey Results. Stack Overflow partnered with Glitch and used Datasette to host the full data set from Stack Overflow’s 2019 Developer Survey!
2016
Off the shelf question database/management system for repeated surveys?
I’ve been using Airtable for some personal projects recently and I could not be more impressed with it. It makes building a relatively sophisticated database trivial, the collaboration features are outstanding (live updates, full history tracking on everything) and it’s fully cross platform—I’ve designed new databases on my iPhone!
[... 67 words]2010
Color Survey Results. XKCD asked anonymous netizens to provide names for random colours. The results (collated from 222,500 user sessions that named over 5 million colours) are fascinating.
2007
Findings From the Web Design Survey (via) 32,831 people responded to A List Apart’s survey, and the conclusions have been packaged up in an elegant PDF. You can also download the (anonymized) raw data and run your own analysis.
The Web Design Survey, 2007. A List Apart is trying to learn more about our community.
2004
WaSP Survey (via) Tell us how to help you!