iTELL
Intelligent Texts for Enhanced Lifelong Learning
Leading the development of an AI-powered platform that transforms static texts into adaptive, interactive learning experiences — deployed across institutions with measurable learning gains.
Career Profile
Ph.D. candidate specializing in deploying transformer-based large language models and multimodal machine learning to transform educational assessment and learning science. Leading research at the intersection of AI, psychometrics, and education with expertise in automated text evaluation, intelligent question generation, and acoustic speech analysis. Proven track record in developing scalable solutions: recipient of NSF I-Corps Grant ($50K) and multiple academic awards. Proficient in advanced statistical methodologies including Multi-Level Modeling, Item Response Theory, and Structural Equation Modeling to solve complex problems of measurement reliability and validity across research and operational contexts.
Projects
Developing cutting-edge NLP and machine learning solutions that bridge artificial intelligence and educational science. Currently leading initiatives at Vanderbilt University that leverage transformers, multimodal learning, and advanced analytics to solve critical challenges in assessment and learning.
Research Experience
Leading multiple high-impact NLP and educational technology projects under Prof. Scott Crossley:
- Feedback Competition Lead: Architected AI-driven essay annotation system for automated discourse-level analysis. Engineered Python/R pipelines for large-scale corpus analysis, resulting in NAEP Math Challenge Grand Prize (2023).
- iTELL Framework Co-Developer & CEO: Spearheading development of intelligent textbook platform generating interactive, adaptive learning experiences from expository texts. Scaled to multiple institutional deployments with measurable learning gains.
Lead strategic initiatives for Schmidt Futures-funded $5M+ Tools Competition advancing educational technology innovation. Curate, evaluate, and mentor high-potential EdTech startups in assessment and learning science. Advisory role shaping the future of AI-driven educational tools.
Worked under Professor Scott Crossley, helping him with data analysis, transcription, research, and essay rating according to analytic rubrics.
Highlights, Grants & Awards
$50,000 grant for commercialization of academic tools
$23,889 grant for the iTELL startup
$2,500 award for iTELL customer discovery
Worked with a team to develop automated scoring models to predict human scores of constructed responses provided by students explaining their reasoning during the NAEP Math assessment
Completed 9-month (3 summers) in-person Montessori teacher training for elementary grades through the Association Montessori Internationale
Publications
22 peer-reviewed publications in top-tier venues (LAK, AIED, JAIRE, ACM IUI, EDM). Research focuses on the application of large language models, psychometric analysis, and multimodal machine learning to educational assessment and learning science.
Teaching Experience
Lead lecture sessions and design curriculum on tokenization, embeddings, transformer architectures, and LLM fine-tuning. Mentor students on implementing and debugging Python-based NLP projects (SpaCy, Hugging Face).
Developed and delivered a functional grammar curriculum to improve students’ analytical writing across genres.
Led a Montessori classroom and delivered professional development courses on English grammar and EAL instruction.
Coordinated the English department, developed a Communicative Language Teaching curriculum for ages 6-12, and created a reading instruction program. Trained teachers as a certified “How Language Works” tutor.
Education
I work with Professor Scott Crossley in the LEAR Lab on iTELL, a framework for automatically generating intelligent interactive webapps from static texts. I am interested in and have completed coursework (GPA: 3.9) in:
- Structural Equation Modeling
- Item Response Theory
- Multi-level Modeling
- Deep Learning
- Cognitive Science
Completed 36 credit-hours of coursework, 45 hours of observation and practice teaching under a master teacher, 90 hours of independent teaching, eight individual extra-curricular professional development experiences, and the development of a portfolio. Completed coursework in:
- Corpus Linguistics
- Second Language Acquisition
- Phonology
- Grammar/Syntax
Graduated cum laude (GPA: 3.78). Member, Alpha Sigma Lambda Honor Society.