Measurement
Claims need instruments.
Before turning an observation into a conclusion, ask what was measured, what was missed, and where the signal could fail.
Research
Research trained me to respect uncertainty, measurement, and the distance between a clean claim and a useful system.

Research lens
Measurement
Before turning an observation into a conclusion, ask what was measured, what was missed, and where the signal could fail.
Behavior
Motor learning, attention, incentives, and interface design all matter when technology meets human behavior.
Application
Research is most useful when it improves how teams evaluate tools, workflows, products, and interventions.
Research archive
This archive keeps the research background visible without making the entire site academic. It shows the measurement habits behind the broader work.
Research
A research note comparing cursor tracking and eye tracking for website evaluation, showing why cursor data should not be treated as a low-cost substitute for gaze data.
Research
A Journal of Neurophysiology study showing that different corticospinal measures track fast and slow components of motor adaptation.
Research
A PhD thesis on how motor memories are formed, retained, and disrupted when different movement adaptations interfere with each other.
Research
A Journal of Neurophysiology study on how contextual cues generalize across movements and transfer between hands during motor learning.
Research
A Journal of Neurophysiology study on how vestibular cues help the motor system remember and reuse adaptation strategies.
Research
A Frontiers in Psychology study on how children, young adults, and older adults differ in natural viewing behavior and fixation selection.