Online equivalence-based instruction about statistical inference using written explanation instead of match-to-sample training.

College students learned statistical inference through online lessons. Instead of clicking match-to-sample screens, they read short written explanations.

The course ran on a basic website. No special software. No picture matching. Just clear text and a few review questions.

Students formed equivalence classes and passed tests at rates similar to past match-to-sample studies. Plain words worked as well as fancy clicking.

The result held for neurotypical adults in a university course.

Perez et al. (2015) also taught college topics with equivalence lessons. They used standard match-to-sample and saw quick gains, but scores dropped by finals. The 2014 study shows you can ditch the software yet keep the early boost.

Arntzen et al. (2018) later added 6-second delayed matching with pictures and lifted success from 17% to 75%. Their lab tweak improves class formation after the 2014 proof that simple text alone is enough.

Lantaya et al. (2018) replaced three-array matching with successive go/no-go trials. Both papers strip away heavy tech and still get equivalence, giving instructors two lean options: written explanations or go/no-go.

You can build equivalence classes in your online modules without buying special programs. Write short, clear explanations and add a quick quiz. This saves budget and works on any laptop or phone your learner already owns.