experience

Department of Biology, Stanford University · AI Developer

Stanford, CA

Jul 2025–Present

LLM-assisted prerequisite mapping for intro Biology, SME review, and IRT-backed validation at classroom scale.

  • Comparative LLM prompts to extract and structure high-school prerequisite knowledge for the intro sequence.
  • Human-in-the-loop item design with biology experts; Fall 2025 pilot with 250+ students.
  • IRT-based item refinement and predictive validity against course outcomes.

IBM Research × Stanford HAI · Research Assistant

Stanford, CA

2025–Present

Joint industry–lab work on persona-aware tutoring agents and evaluation for learning contexts.

  • Bridging IBM Research tooling with Stanford HAI’s education and alignment priorities.

Rising Academies · NLP Researcher

Remote · partner schools

2025

NLP on classroom observation text — actionability signals behind the BEA 2025 paper.

  • Partnered on real observation data and labeling for semi-supervised “actionability” models.

Stanford Institute for Human-Centered Artificial Intelligence (HAI) · Graduate Researcher

Stanford, CA

2024–Present

ConvoLearn: post-training data, 750+ educators in the loop, QLoRA on open LLMs, public release on Hugging Face.

  • Built ConvoLearn (~25K tutor–learner turns) for knowledge-building alignment; custom collection platform.
  • End-to-end human data ops: task design, QA, hybrid human–LLM adjudication, safety filters.
  • QLoRA fine-tunes (Mistral, Qwen, Llama-class); intrinsic + blinded teacher evaluation vs. baselines.
  • With advisors Hari Subramonyam & Roy Pea — grants, paper, dataset.

Stanford Graduate School of Education · MS, Education Data Science · Graduate specialist

Stanford, CA

2024–Present

Coursework plus fellowships and an inclusion/outcomes role — ACL, ASU+GSV, Peking health summit, OIBIC.

  • Stanford GSE Travel Fellowship — ACL 2025 (Vienna).
  • ASU+GSV Scholarship — Summit 2026 (San Diego).
  • Stanford–Peking Fellowship — Generative AI + Healthcare (Beijing & Shenzhen).
  • Graduate Specialist for Outcomes — Office for Inclusion, Belonging & Intergroup Communication.

UNESCO MGIEP · Research & Data Science Officer

Delhi, India

Jul 2020–Sep 2024

Large-scale learning evaluations — instruments, ethics, pipelines, and Hindi SEL psychometrics.

  • 10+ digital learning evaluations: surveys, protocols, and analysis tied to program decisions.
  • Cross-site field data with partners; quality, ethics, standardized procedures.
  • ETL + policy-facing docs; first Hindi student/teacher SEL scales, validated; 5 peer-reviewed papers.
  • Rated Exceeding Expectations (2021, 2023).

Alliance Française de Delhi · DELF B1 — Diploma in French Language Studies

Delhi, India

2019

Formal credential for French I’d largely taught myself.

  • Diplôme d’Études en Langue Française (B1).

United Nations Volunteers · Infographics Volunteer

Remote

2018–2019

Turned dense reports into visuals for UNICEF Nepal, UNV DRC, OECD, and FAO Rome.

  • Remote graphics for social and collateral under agency deadlines.

UNESCO New Delhi · Infographics Intern

New Delhi, India

2018

Data-heavy infographics for Public Information and social — first UN desk experience.

  • Editorial design under real communications constraints.

Delhi Technological University (DTU) · B.Tech, Electrical & Electronics Engineering

Delhi, India

2016–2020

Engineering core plus Rotaract leadership — top of the merit cohort in senior year.

  • Secretary, Rotaract Club of DTU.
  • Merit Scholar — ranked 1st of 85 (senior year).

Programming: Python, R, SQL, Jupyter, Git, LaTeX, Cursor

Data / ML: Analysis and modeling in Python, including NumPy, Pandas, Matplotlib, Seaborn, SciPy, Statsmodels, Scikit-learn, PyTorch, Transformers, and NLTK

AI: Benchmark & Evaluation Design; Post-Training (QLoRA, RLHF/DPO); RAG; Prompt Engineering; Human & LLM Annotation

Research methods: Item Response Theory; Dimensionality Reduction (Factor Analysis/PCA); Reliability & Validity; Regression Analysis; Experimental & Quasi-Experimental Designs; Structural Equation Modelling