Motivation Filtering for Valid Learning Inferences: The Motivation Measure May Not Matter.

This study examined how low test-taking effort in low-stakes testing contexts affects learning gain estimates. Motivation filtering was conducted using two versions of the Student Opinion Scale to control for low test-taking effort. The unfiltered and filtered learning gain estimates were compared to examine the efficacy of motivation filtering.