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Some of the metrics reflect the peculiarities of a peculiar time: for example, with our Twitter metric, Cobol dropped from 7th place to 34th place.
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Other metrics are drawn from private sources, such as the IEEE's Xplore article database, or the data on what language are in demand by employers, which comes from the IEEE Jobs Site and courtesy of CareerBuilder. Some were queried through publicly available interfaces, such as Stack Overflow or Google.
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The metrics are drawn from sources that we think are good proxies for gauging the popularity of languages, since it's impossible to know exactly what everyone is doing at their keyboards. The default ranking is designed to reflect the interests of a typical IEEE member. Want to just see languages that are used for embedded development? Those most in demand by employers? What's hot for web development? Use one of our filters or presets, or adjust the weights of the individual metrics as you like. It's precisely because one size doesn't fit all that our rankings are interactive. (Indeed, significant parts of Python itself and its libraries are written in C for performance reasons.) And while many a high-level language has come and gone, there'll always be a place for those willing to write as close to the metal as possible in some flavor of assembly code.
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C, C++, Java, and Javascript also continue to dominate at the top of the rankings, both on their own merits and because of the huge existing base of code written in them. Frankly, depending on the domain, complexity, and/or quality of documentation, grokking one can be considerably tougher than learning Python itself.īut Python has its limits, as the continued popularity of languages better suited to solving particular problems, such as R, SQL, and Matlab, shows. Once you've got the basics of Python down, it's all about the ins and outs of particular libraries for things like embedded projects and large-scale AI systems. You don't have to become a dyed-in-the-wool Pythonista, but learning the language well enough to use one of the vast number of libraries written for it is probably worth your time. That's the biggest takeaway we can give you from its continued dominance of IEEE Spectrum's annual interactive rankings of the top programming languages.
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Best language learning program full#
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