A hybrid academic profile built around careful inquiry, practical software, and a deep interest in how better systems change outcomes.
Primary lane
AI, EdTech, and accounting innovation
Operating style
Research-backed experimentation with production-minded execution
Why this matters
The future of academic tools will belong to people who understand both pedagogy and systems
Innovation lab
Research-Driven Development.
Current builds are treated like applied research, where instructional insight, workflow pain points, and product design all feed the same software pipeline.
Featured buildActive build
StudentInsight
Research-driven development for better student feedback, analytics, and instructional decisions.
A faculty-facing academic intelligence platform designed to turn course data, learning objectives, and feedback workflows into clearer action for both instructors and students.
Learning objective analysis and intervention design
Feedback systems shaped by teaching research
Practical tooling for high-volume student support
Software pipeline
Observe instructional friction and workflow bottlenecks.
Translate research questions into product requirements.
Prototype tools that can survive real classroom and operational use.
ACC202 Practice Engine
Operational
Algorithmic question delivery, explanation tracking, and behavioral learning data combine to support stronger study habits and better instructional insight.
Academic Workflow Systems
In pipeline
A growing set of lightweight systems that reduce admin drag while making room for stronger teaching, sharper research, and more consistent student communication.
Research pipeline
Publications, questions, and next-stage inquiry.
A minimalist view of where scholarship, experimentation, and emerging software opportunities are converging.
Investigating where intelligent systems can reduce friction, improve decisions, and create more transparent accounting processes in healthcare environments.
Judgment and decision-making in accounting
Research foundation
A long-standing research thread examining how people interpret disclosures, process information, and make accounting-related decisions.
Instructional analytics and tailored communication
Applied research
Using classroom data and feedback strategy to build better student experiences at scale without flattening the human side of teaching.
Selected publication themes
Accounting judgment, disclosure, and technology
Tailored communication in accounting education
Analytics-informed teaching design
Emerging applications of AI in academic and financial systems
Insight feed
Thought leadership in motion.
A publication-ready queue of ideas centered on AI, EdTech, accounting, and the design of better academic systems.
AI + EdTechFeatured essay
What AI Should Actually Do in Accounting Education
A practical argument for AI systems that improve feedback quality, student agency, and instructor decision-making instead of just automating tasks.