How I Work
Attention as leverage.
I begin by asking what decision the research needs to inform and risks it must reduce. I prioritize work where ambiguity is high, stakes are meaningful, and decisions are difficult to reverse.
Purposeful Positioning
I examine behavioral nuance and connect it to larger incentives, ecosystems, and structural tradeoffs. Insight lies in linking these layers to identify where small interaction patterns reflect larger systemic forces, and where shifting one alters the other.
Leveraging Layers
The most consequential insights surface where user needs, product constraints, and strategic imperatives collide. I make tradeoffs explicit so teams understand what they are choosing to build, and what they are choosing not to build. Clarity enables confident movement.
Tension and Tradeoffs
Research is a connective discipline. I partner closely with Product, Design, and Engineering from the outset to align on the decision to be made, defining success criteria together, and agreeing on how evidence will inform direction. Accountability for decisions is shared, not delegated to research.
When there is pushback or competing priorities, I surface tradeoffs explicitly:
Decision: What are we actually trying to decide?
Risk: What happens if we’re wrong?
Evidence: What would change our course?
I prioritize work where ambiguity is high, stakes are meaningful, and decisions are difficult to reverse.
I measure research by the decisions it enables- Its purpose is not to summarize reality, but to shape it.
How I Think
Curiosity brought me to research. Conviction keeps me here.
I grew up in India’s culturally layered landscape, where I balanced ambition with resistance to implicit assumptions about who belongs in certain spaces.
That tension shaped how I see systems- who they empower, who they overlook, and how they scale.
I went on to represent India internationally as a competitive skater. I trained across Kathak, Contemporary, and Hip-Hop, and completed Grade 7 piano after beginning at age eight.
Skating taught me composure under scrutiny and clarity in high-stakes moments.
Dance trained me to detect nuance beneath the visible.
Music taught me structure- how small shifts can reshape an entire system.
My identity is multifaceted. So is my lens.
Technology became my medium for applying those lenses at scale. It allows me to ask layered questions about usability and incentives, about access and accountability, and to help teams move from insight to confident decisions.
My work sits at the intersection of innovation and inquiry. Whether I’m designing longitudinal research systems, shaping platform strategy, or guiding Responsible AI efforts, I focus on enabling intentional decisions in complex, high-stakes environments.
My life shapes how I research- attentive to tension and contradiction, sensitive to signals beneath the obvious, and steady in high-stakes ambiguity.