Download the attached test-mdl-57791.php file and place it in moodle root Execute php test-mdl-57791.php createcourses , this will create 3 courses: a noteaching course you can ignore (it was important for MDL-57791 ) a course for training the machine learning algorithm and another one to get predictions. These courses start and end dates are set accordingly to what is needed: students at risk of dropping out training course is already finished students at risk of dropping out prediction course just passed 50% of the course duration In predictyeah and trainingyeah courses create a page activity and a resource activity in topic 2 Enrol 5 new users as students into predictyeah and trainingyeah new courses, in predictyeah course log in as 2 of these users and access the page and the resource refresh page like 10 times as we need some activity logs; in trainingyeah course log in as 2 of these users and access the page and the resource, also refresh page like 10 times as we need some activity logs Execute php test-mdl-57791.php movelogsback this will update the logs timecreated attribute to some time ago so they make sense according to start and end course dates Return to the web interface (site admin > reports > analytic models) Edit "Students at risk of dropping out" model: tick "Enabled" select "Quarters" time splitting method remove all assign, book, chat, choice, database, feedback, folder, forum, glossary, ims package, label, lesson, LTI, quiz, scorm, survey and workshop indicators (we need to do this because we are not training with much data and if we don't reduce the amount of nulls or increase the amount of samples [students in this case] we machine learning algorithm is not smart enough to predict correctly, it would probably work removing just a couple of modules' indicators, but this should be enough and we are not testing the predictor accuracy here) save changes and return to admin/tool/analytics Select "Get predictions" action from "Students at risk of dropping out" model in admin/tool/models/index.php You should not see the id of trainingyeah course under "Training results" and you should see it under "Prediction results" You should see the id of predictyeah course under "Training results" and you should not see it under "Prediction results" Click "Continue" to return to admin/tool/models/index.php, you should see a dropdown menu in "Insights" column -> "Students at risk of dropping out" row. Select "predictyeah" You should see 3 student at risk and 2 not at risk.