The methods, apparatus, and systems described herein evaluate written essays and determine student attributes from the essays. The methods include receiving an essay, identifying keywords in text of the essay associated with one or more student metrics, outputting a score for the essay for at least one student metric using a linguistic-based psychological behavioral model, and recommending teaching methods based on the score.
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