CamelCase vs underscores: Revisited

It has been 2 years since I published “CamelCase vs underscores: Scientific showdown”, and it still is easily the most visited article on this blog. Yesterday alone it got 2,614 views thanks to a forum post on Y Combinator, pretty much suppressing my normal visit rates entirely. What is it that makes it such a hot topic? Honestly, it doesn’t interest me that much anymore since there are many more important ways by which to make your code more readable; note it is code comprehension we are talking about here, not how fast you can write code! Before I outlined how the entire discussion could be made obsolete by moving away from a textual representation of code, and in my previous post I related software design principles as an act of communication to the cooperative principle in Linguistics. Nonetheless, given the immense interest this article seems to be getting I feel it’s my obligation to report on follow-up research of the previously discussed paper “To camelcase or under_score” by Binkley et al. (2009) (PDF).

In “An Eye Tracking Study on camelCase and under_score Identifier Syles” by Sharif and Maletic (2010) (PDF) the previous study is replicated but deviates from it in a few points:

  • Only programmers are used as subjects.
  • All of the subjects had experience with both styles and their preference of style was approximately split even among the groups.
  • Most of the subjects were historically trained in the underscore style. (The opposite was true in the study by Binkley et al.)
  • Eye tracking is used to measure fixation count and rate. Results from previous eye tracking studies in the domain of cognitive psychology imply that camel-cased identifiers should be more difficult to read compared to underscored identifiers.

No difference in accuracy was reported (as opposed to Binkley et al.), but on average, camel-cased identifiers took 932ms (20%) longer than underscored identifiers, in line with the 13,5% longer as reported by Binkley et al. The eye tracking results also give some insight into visual effort. Camel-cased identifiers require a higher average duration of fixations.

When interested into the details of the studies, don’t forget to read the papers yourself. I linked to them for your convenience, but if the links break you can easily find them by looking up their titles on Google Scholar.

It seems in general the subject has gotten more attention over the past 2 years in research. You can find relevant resources yourself by checking out the ‘Citing Documents’ of the discussed papers, but here are a few interesting ones:

  1. #1 by FooBar on March 3, 2015 - 7:41 pm

    Your arguments are interesting, but Chris Done has a [conciser and appealing arguments](, in my opinion. :)

    • #2 by Steven Jeuris on March 4, 2015 - 1:31 am

      I’d agree (and this is also in line with both studies), but unfortunately not an option in many languages.

  1. CamelCase vs underscores: Scientific showdown « Whathecode

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