… study develops an artificial intelligence-enabled prediction model for student academic
performance based on students… evaluation of students’ final write-up of the literature review. Note …

… of nontraditional students and the availability of online programs, … intentions to persist for
STEM and non-STEM students. … The literature reviewed here suggests that there is still much …

… to update us about new research on this topic. In this way our literature search was kept …
” are important factors that predict the odds that these students will be successful in college …

… Before running a hierarchical logistic regression model that examined the ability of TPB to
predict students’ STEM choices, we conducted two confirmatory factor analyses (CFAs). CFA …

… Based on our literature review, at the recommendation of subject … The students completed
the S-STEM survey online during … We chose to use a career cluster score rather than predicting …

… In recent years we have seen papers using student-… to compare variables that can predict
students’ performance [694]… in student-directed learning and the rise in popularity of online …

… in the first year of a STEM program. Furthermore, a … online activity data indicating the effort
exerted by a student in a course) may have important incremental value in predicting students’ …

… through their online assessment tool, Learning About STEM Student Outcomes Footnote 1
(… In Table 4, we present the mean values for all of our predictor variables for students who did …

… Therefore, the purpose of this systematic literature review … One set of predictors is based on
data collected through online … of data used for predicting study success is based on students’ …

… LMS, a personal assistant for online learning; or finally, the … We can develop intelligent
systems to predict academic … related to STEM subjects (Science, Technology, Engineering …