PhD Candidate · Northwestern University

Donna Hooshmand

Researching AI, NLP & automated data analysis in the C3 Lab, advised by Kristian Hammond.

I build neurosymbolic systems that turn raw data into clear, trustworthy language — from analytics-augmented generation to knowledge graphs and machine teaching for medical imaging.

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Education

PhD in Computer Science

Northwestern University

Sep 2021 – Current · GPA 3.98 / 4.00

  • Cognition, Creativity, and Communication (C3) Lab
  • Advised by Kristian Hammond
  • Expected graduation: July 2027

MS in Computer Science

Northwestern University

Sep 2021 – Jun 2023 · GPA 3.98 / 4.00

  • Focus: AI, NLP, Machine Learning

BS in Computer Science & Mathematics

University of Oregon

Sep 2018 – Jun 2021 · GPA 4.07 · Summa Cum Laude

  • Double major: Computer Information Systems (Security emphasis) & Mathematics
  • Dean's List: Spring 2019, Fall & Winter 2020
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Research & Work Experience

PhD Research Associate

Sep 2021 – Current

Northwestern University — Evanston, IL

  • Analysis-Augmented Generation (AAG): A method for analyzing structured data to generate facts in natural language that guide language generation in language models.
  • Satyrn: A neurosymbolic platform that employs AAG to create accurate, fluent, and coherent reports from large-scale databases.
  • Tytan: A data ingestion tool that generates a lightweight knowledge representation, describing objects in a dataset to apply analytics and produce information.
  • Retinal lesion detection (RIPL & GA): Identification of retinal ischemic perivascular lesions and geographic atrophy in OCT scans using curriculum learning.

PhD Research Intern

Jun 2025 – Sep 2025

Walt Disney Imagineering — Los Angeles, CA

  • Developed automated pipelines to ingest heterogeneous datasets and dynamically generate schemas using knowledge graph techniques.
  • Implemented graph-based representations enabling efficient querying, dependency tracking, and insight discovery.
  • Engineered processes to transform unstructured text into structured knowledge graphs for dependency and relationship exploration.

Undergraduate Research Assistant

Jun 2020 – Jun 2021

University of Oregon — Eugene, OR

  • Conducted research at the Oregon Networking Research Group (ONRG) Lab on Longitudinal Analysis of Major Video Streaming Services in the U.S.
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Publications, Posters & Patents

Papers

  1. Marko Sterbentz, Cameron Barrie, Shubham Shahi, Abhratanu Dutta, Donna Hooshmand, Harper Pack, Kristian J. Hammond. Satyrn: A Platform for Analytics Augmented Generation. EMNLP 2024 · Miami, FL · pages 6360–6385
  2. Michael Drakopoulos, Donna Hooshmand, Laura A. Machlab, Paul J. Bryar, Kristian J. Hammond, Rukhsana G. Mirza. Machine Teaching Allows for Rapid Development of Automated Systems for Retinal Lesion Detection From Small Image Datasets. Ophthalmic Surgery, Lasers and Imaging Retina · 2024
  3. Marko Sterbentz, Cameron Barrie, Donna Hooshmand, Shubham Shahi, Abhratanu Dutta, Harper Pack, Andong Li Zhao, Andrew Paley, Alexander Einarsson, Kristian Hammond. Lightweight Knowledge Representations for Automating Data Analysis. arXiv:2311.12848 · 2023
  4. PendingMichael Drakopoulos, Donna Hooshmand, Laura Machlab, Paul Bryar, Kristian Hammond, Rukhsana Mirza. Machine teaching for automated retinal lesion detection in small image sets.

Posters

  1. Michael Drakopoulos, Donna Hooshmand, Laura Machlab, Kristian Hammond, Rukhsana Mirza. Automated identification of subretinal drusenoid deposits in dry age-related macular degeneration from a small imaging dataset. Northwestern Feinberg School of Medicine, 17th Annual Lewis Landsberg Research Day · 2023
  2. Michael Drakopoulos, Donna Hooshmand, Laura Machlab, Paul Bryar, Kristian Hammond, Rukhsana Mirza. Automated identification of retinal ischemic perivascular lesions, a potential imaging biomarker of cardiovascular disease. American Medical Association Research Challenge · 2023
  3. Michael Drakopoulos, Donna Hooshmand, Laura Machlab, Paul Bryar, Kristian Hammond, Rukhsana Mirza. Machine teaching enables rapid development of first automated system to identify retinal ischemic perivascular lesions. Retina Society Annual Meeting · 2023

Patents

  1. Jay Bisen, Michael Drakopoulos, Donna Hooshmand, Hayden Sikora, Laura Machlab, Paul Bryar, Kristian Hammond, Emma Alexander, Rukhsana Mirza. Retinal Ischemic Perivascular Lesion Identification Using Machine Teaching Techniques. Northwestern Innovation and New Ventures Office · Disc-ID-25-04-21-001 · Provisionally Accepted (May 2025)
  2. In ProgressPatent with Walt Disney Imagineering.
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Technologies

Languages

Python C / C++ MATLAB SQL SQLAlchemy Cypher HTML / CSS

Deep Learning & ML

PyTorch TensorFlow scikit-learn Hugging Face

Data Science & Visualization

NumPy SciPy Pandas Matplotlib OpenCV

LLM / AI Agents

Instructor LangChain Pydantic

Graph & Knowledge

Neo4j NetworkX

RL & Simulation

MuJoCo OpenAI Gym

Tools & Infrastructure

CUDA Docker Git JupyterLab / Colab Linux / Unix PostgreSQL

Practices

End-to-End ML Prompt Engineering LLM Query Design Model Development Leadership
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Teaching & Mentorship

Teaching Assistant

Jan 2023 – Current

Northwestern University

  • COMP SCI 394 / CHEM ENG 395 / MECH ENG 395: Artificial Life — Winter 2023
  • MSAI 431: Frameworks of AI — Winter 2024, Fall 2024
  • Designed curriculum for COMP SCI 348: Intro to AI — Fall 2024 – Spring 2025

Research Mentor

Jun 2022 – Current

Northwestern University

  • Created research curricula and projects for mentees to support them in their academic and research journeys.
  • Collaborated with faculty to facilitate interdisciplinary projects applying AI to real-world problems.

Teaching Assistant

Fall 2019 – Spring 2021

University of Oregon

  • CIS 212: Computer Science III — Spring 2020
  • Math 232: Discrete Mathematics II — Winter 2020, Winter 2021
  • Math 231: Discrete Mathematics I — Fall 2019, Spring 2020, Fall 2020
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Awards & Honors

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Leadership & Community

Computer Science PhD Advisory Committee Northwestern University · Fall 2022 – Current
Officer, AI Journal Club Northwestern University · Fall 2022 – Current
Graduate Women in Computing Committee Northwestern University · Fall 2022 – Current
Iranian Student Association Committee Northwestern University · Fall 2022 – Current
Founder & President, Persian Student Association University of Oregon
Founder & President, Mirzakhani Society University of Oregon
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Get in Touch

Let's connect.

Open to research collaborations, talks, and conversations about AI & data.