sampan.my is a research project, not a commercial product — nothing here is for sale. It's a shared instrument for studying adaptive practice and assessment design in professional certification.
sampan.my is a joint research effort between Monash University, Minerva, and Dah Reply. It's not a product being sold or marketed — it's a working instrument the collaboration uses to study how practice-based learning and question design affect certification outcomes. Anyone can read about the project here; getting involved is described further down.
Three design choices in the practice platform are themselves part of the study.
Each course pairs a reference anchor bank with a separately authored generated set covering the same competencies, so the research can compare outcomes across question provenance.
Practice runs entirely in the browser. Keeping delivery simple isolates the learning signal the research is actually interested in.
Attempts and progress are recorded for analysis within the scope of the study, alongside the current AIP-C01 practice material used in this phase.
There's no sign-up on this page. Where to go depends on why you're here.
If you're a researcher and this overlaps with your own work, visit minerva-x-tech.com for the wider collaboration and how to engage with it.
Visit minerva-x-tech.comThis is research, not a service for sale — there's nothing to buy and nothing to sign up for here. For any other interest, please contact Dah Reply directly.