Programming languages: Python developers reveal what they use it for and their top tools


Information science is usually cited as one of many essential causes for Python’s rising reputation. However whereas individuals are positively utilizing Python for information evaluation and machine studying, not a lot of these utilizing Python truly establish their position as information scientist within the Python Software program Basis’s (PSF) new 2019 developer survey, which was carried about by IDE-maker JetBrains. 

Wage development for information scientists has cooled over the previous two years, which may very well be why solely a 3rd respondents to PSF’s annual developer survey who’re concerned in information evaluation and machine studying say they’re an information scientist. 

The survey is predicated on responses from 24,000 Python builders from 150 international locations. 

In PSF’s 2017 report, it reported that most individuals thought Python was primarily used for net growth. However it contended that “whereas this was true a few years in the past, right now the variety of Python information scientists is rising quickly and is already on par with the variety of net builders”.

Again then, PSF argued that anybody whose major job concerned information evaluation or machine studying was counted as an information scientist, with out asking individuals to state whether or not they take into account themselves an information scientist – which Harvard Enterprise Evaluate in 2012 topped the “sexiest job of the 21st century”. 

PSF hasn’t requested whether or not individuals take into account themselves an information scientist in its previous two annual developer surveys. In 2018, individuals who stated they have been an information scientist have been among the many 12% within the ‘Different’ class, whereas the overwhelming majority of respondents merely recognized themselves as builders.   

For the 2018 report, 59% of respondents said they used Python for information evaluation, adopted by 52% who stated they used it for net growth.

The order hasn’t modified this 12 months, with information evaluation remaining Python’s high function at 59%, adopted by net growth at 51%, and machine studying at 40%.  

Different main functions of Python embody DevOps and system administration (39%), programming net instruments like crawlers (37%), software program testing (31%), training (26%), software program prototyping (25%), community programming (21%), desktop growth (18%), pc graphics (14%), embedded system growth (8%), sport growth (7%) and cellular growth (6%).

Nevertheless, at 28%, net growth stays the highest function when respondents have been requested what they used Python for essentially the most. It’s adopted by information evaluation (18%), machine studying (13%), and DevOps, and system administration (9%). 

Excellent news provided that the ultimate model of Python 2 was simply launched, the survey discovered that 90% are utilizing Python 3, up from 84% in 2018. Of these nonetheless on Python 2, 45% are utilizing it for net growth, and 41% are utilizing it for DevOps and system administration. PSF speculates that net growth’s dominance in Python 2 is due to legacy code. 

Which cloud platform do Python builders want most? Not surprisingly, Amazon Net Companies dominates with a share of 55%, adopted by Google Cloud Platform with a 33% share. 

An additional 22% of Python builders use DigitalOcean, and 20% use Heroku. Microsoft Azure is available in at fifth place with a 19% share whereas 12% use PythonAnywhere. 

Microsoft clearly has room to develop and, in line with PSF, it did develop 4 proportion factors over the previous 12 months. Microsoft has additionally been offering free tutorials for budding Python builders and inspiring them to make use of Azure. In the meantime, Google Cloud Platform grew two proportion factors. Digital Ocean and Heroku have misplaced share.     

The highest three sources for Python set up and upgrades are the working system, adopted by, and Anaconda. Some 68% of Python builders are constructing on Linux, adopted by Home windows at 48%, whereas macOS has a 29% share.  

The highest net frameworks for Python are Flask and Django, whereas the main data-science frameworks and libraries are NumPy, Pandas, Matplotlib, SciPy, SciKit-learn, TensorFlow, Keras, Seaborn, and Fb’s PyTorch, and NLTK.  

The PyCharm built-in growth setting (IDE) from JetBrains is as soon as once more the highest IDE with a 33% share, adopted by Microsoft’s open-source cross-platform editor VS Code with a 24% share. 

Python adoption is usually attributed to its reasonable studying curve. The survey discovered that 44% of customers have simply two years’ expertise and 30% had three to 5 years’ expertise. 


Information evaluation stays Python’s high function, cited by 59% of respondents, adopted by net growth at 51%, and machine studying at 40%.

Picture: Python Software program Basis/JetBrains

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