This study examines student engagement in online class discussions and the use of publisher-provided exercise platforms as factors influencing the student learning outcomes in an online master’s level business analytics course. Individual course assignments and exams are variables of interest. Scores of 212 students in seven course sections were collected and compared. Statistical methods were used to analyze the data looking for significance of difference between the mean outcomes from different sections. One section of this course used a publisher-provided platform for students to study and perform practice exercise of course topics, while the other sections used assignments and exercises provided by their professor. While engaging in class discussion forum is a required and graded activity in this course, one section was exempt from this activity. The instructor encouraged students in this section to join regular video conferencing sessions for discussion and asking questions. After collecting the homework and exam data from all students, we compared the learning outcomes of all sections against the one class that used the publisher material. In another part of the study, we compared the student performance in all sections with the one section where discussion board participation was not required.