Gender & Racial Representation in Media, Research on Visualization of Representative Data in Film and Television

Cleaned and organized film and television award-nomination data from 1980 to 2020 using Python, pandas, and Altair. Analyzed representation trends by decade, gender, ethnicity, and other dimensions to identify patterns in award recognition. Developed interactive Tableau and Altair visualizations, including heatmaps, stacked bar charts, and trend charts, to show changes in representation over time. Designed and conducted think-aloud usability tests to evaluate visualization clarity and interaction; incorporated user feedback to refine color schemes, legends, and explanatory content.

AR Face Filters in Online Interviews: Data Collection and Performance-Scoring Tools

Reviewed literature on augmented reality (AR) face filters, professional self-presentation, and interview performance evaluation to inform the research design. Coordinated participant recruitment, interview scheduling, and online experimental sessions, helping standardize research procedures and data-recording practices. Co-designed and validated an AI-assisted interview scoring tool, enabling scalable transcript-based scoring and preliminary data analysis.

Emerging Minds: Consciousness in Humans, Animals, and AI

Examined literature in cognitive science, consciousness studies, and artificial intelligence to compare consciousness, intelligence, and self-awareness across humans, animals, and AI systems. Facilitated group discussions on machine consciousness, artificial general intelligence (AGI), superintelligence, and their social implications. Authored a 1,500-word integrative reflection paper synthesizing key insights.

HCDE (Human Centered Design & Engineering) K-12 Outreach DRG

Contributed to curriculum design and instructional material development for human-centered design workshops serving K–12 students in the Seattle area. Co-organized three K-2 workshops and one on-campus University of Washington HCDE workshop, guiding students through user-needs analysis, scenario building, and interaction-design activities. Managed materials and provided on-site facilitation.

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TruBridge Healthcare Data Analytics Externship

A healthcare data analytics externship focused on analyzing public health datasets, building dashboards, and applying statistical methods to identify patterns in infection and outcome data.