Data Science & Analytics
Turn institutional data into decisions — enrollment, success, equity, and outcomes analysis that leaders can act on.
Higher Education · Data Science · AI
Aero Decision Intelligence partners with colleges and universities to build data, AI, and institutional-effectiveness solutions — with your team, not around it.
What we do
Five ways we help higher-education institutions turn data and AI into outcomes.
Turn institutional data into decisions — enrollment, success, equity, and outcomes analysis that leaders can act on.
Practical, responsible AI for higher ed — from strategy and governance to working tools your teams actually use.
Assessment, accreditation, learning outcomes, and program review — built on evidence and defensible methods.
Upskill your teams in data and AI literacy and fluency, with hands-on sessions tailored to higher-ed roles.
We build custom tools with your team, not just for them — so capability and ownership stay in-house.

Institutional effectiveness
Evidence leaders can defend — assessment, accreditation, and outcomes on one clear map.
Selected work
Thirteen tools we have designed and built for the higher-education community.
A desktop analytics environment that guides an analyst through twenty-eight statistical techniques, from assumption checks through to interpretation. Everything runs locally, so no data leaves the machine.
A curriculum management system for tracking courses and programs through proposal, review, and approval. It keeps curriculum data accurate, auditable, and ready for accreditation review.
An analysis platform that assembles workforce, completions, and institutional data into cohort benchmarks for cybersecurity programs. Written briefings are generated on the analyst's own machine and grounded in the underlying data rather than model recall.
A local-first generator that produces configurable synthetic datasets, from fifty rows to one million, for teaching, testing, and analytics demonstrations. Seeded output is byte-reproducible, so any dataset can be regenerated exactly.
A point-and-click desktop workbench for exploring data, training models, and obtaining plain-language explanations of the results. All computation happens on your own machine, with nothing sent to the cloud.
A free iPhone simulation in which every choice shapes a business you run, across six business types and 278 authored scenarios. It is an approachable, public take on the craft of making good decisions.
A drafting environment that keeps narrative, budget, and required forms reconciled against the solicitation as a proposal evolves. It was built for and used on a multi-million-dollar federal grant proposal.
A private workspace for organizing tickets, routines, and approvals across ongoing work. It can dispatch tasks to an AI agent and return the results for human review before anything is committed.
A desktop workbench for turning a document collection into a retrieval system and testing how well it answers real questions. The index, models, and documents remain entirely on local infrastructure.
An analysis tool that compares a scope of work against a library of job descriptions to show where responsibilities already sit and which roles overlap. When no existing role owns the work, it reports that rather than forcing a match.
A FERPA-compliant platform for defining, mapping, and assessing learning outcomes across institution, program, and course levels. It launches directly inside the learning management system through LTI, so faculty assess where they already work.
A native macOS application that imports session data and assigns sessions to rooms and time slots against the constraints a planner defines. Planners retain full control, reviewing and editing every assignment before an agenda is published.
An offline desktop application that evaluates de-identified student course records against certificate program requirements and reports which programs each student has satisfied. Every determination is deterministic and auditable, carrying course-level evidence back to the source record.
Built in the open
Reusable tools we have published for the data-science and AI community.



200 reusable AI prompt patterns as installable Agent Skills.
A library of structured prompt patterns — framing, reasoning, evidence, critique, planning, and more — packaged as 11 Agent Skills you can drop into Claude Code or any agent that supports the Skills format. MIT-licensed.
/plugin marketplace add aeron100/prompt-patternsAbout
Aero Decision Intelligence is a higher-education consultancy founded to help institutions make confident, evidence-based decisions. We combine data science, applied AI, and deep institutional-effectiveness expertise — and we work alongside your teams so the capability stays with you.
Aero Decision Intelligence Inc. is a California S-Corporation. Explore the founder's research and work:

How we work
Capability and ownership stay in-house long after the engagement ends.
Contact
Whether you are modernizing analytics, piloting AI, or strengthening institutional effectiveness — we would like to hear what you are working on.
Email Aero Decision Intelligence