A Research Strategist, M.S. HCI
I uncover behavioral nuance to anticipate unspoken needs
Before the problem gets named, I question what isn't being questioned, read what the data alone can't tell you, and translate what's hidden into the direction that shapes what gets built next.
Twitch Case study
When Retention Looks Like Disengagement
The segment nobody had invested in understanding drove 54% of engagement activity. The data being used to improve retention couldn't see them.
Read
Kikoff Case study
Making the Invisible Measurable
Targeting visible engagement did not identify which users held retention value. This case study explores how reframing an experiment surfaced visibility bias in organizational metrics, demonstrating the second-most retained segment was engaging in ways the platform overlooked.
Read
Twitch Case study
Making the Invisible Measurable
Targeting visible engagement did not identify which users held retention value. This case study explores how reframing an experiment surfaced visibility bias in organizational metrics, demonstrating the second-most retained segment was engaging in ways the platform overlooked.
Read
“Expanding perspectives into deliberate insight for bolder moves”
A Research Strategist, M.S. HCI
I uncover behavioral nuance to anticipate unspoken needs
Before the problem gets named, I question what isn't being questioned, read what the data alone can't tell you, and translate what's hidden into the direction that shapes what gets built next.
Three Lenses, One Strategy
Root-cause lens
Systems Mapping
Synthesis lens
Ambiguity to Clarity
Edge-case lens
Anomaly Detection
Translating Nuance into Direction
“Expanding perspectives into deliberate insight for bolder moves”
A Research Strategist, M.S. HCI
I uncover behavioral nuance to anticipate unspoken needs
Before the problem gets named, I question what isn't being questioned, read what the data alone can't tell you, and translate what's hidden into the direction that shapes what gets built next.
Synthesis lens
Ambiguity to Clarity
Edge-case lens
Anomaly Detection
Three Lenses, One Strategy
Root-cause lens
Systems Mapping
Translating Nuance into Direction
“Expanding perspectives into deliberate insight for bolder moves”