Evolution and Revolution in STEM Education

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How People Learn: Brain, Mind, Experience & School

How People Learn is a classic - I don’t think you can go wrong with it. 

Survey of ed psych and cognitive science research.

Full text available online. 

http://www.nap.edu/openbook.php?isbn=0309070368

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Describing and Measuring STEM Teaching Practices

I think you can order print copies of this from AAAS. 

Description here: http://www.aaas.org/news/new-aaas-resources-support-undergraduate-stem-education-reform

Download here: http://ccliconference.org/measuring-teaching-practices/

Much more focused on assessment.

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