Accepted Manuscript Predicting Student Achievement in Learning Management Systems by Log Data Analysis Thomas Lerche, Ewald Kiel PII: S0747-5632(18)30292-9 DOI: 10.1016/j.chb.2018.06.015 Reference: CHB 5567 To appear in: Computers in Human Behavior Received Date: 15 March 2018 Accepted Date: 13 June 2018 Please cite this article as: Thomas Lerche, Ewald Kiel, Predicting Student Achievement in Learning Management Systems by Log Data Analysis, (2018), doi: 10.1016/j. Computers in Human Behavior chb.2018.06.015 This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.