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Are there any statistics books geared towards teaching behavioral data analysis especially in psycholinguistics?

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There are lots of resources out there for learning R and many of the general ones are useful for people in psychology.

For example, see the R contributed documentation: https://cran.r-project.org/other-docs.html

I really like the Quick-R site: https://www.statmethods.net/

That said, in terms of psychology-specific resources, check out:

In terms of books that are psychology specific, here are a couple:

  • Learning Statistics with R: https://learningstatisticswithr.com/ This book is available for free online thanks to Danielle Navarro's use of a CC-BY-SA licence.
  • Discovering Statistics Using R. If you like Andy Field's accessible style, then you'll like this book.
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  • $\begingroup$ Awesome! Thanks for the answer! $\endgroup$ – eegegg Jun 11 at 18:33

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