Most Higher Ed “AI strategies” skip the most important step: understanding how the university actually works.
Enterprise AI isn’t just about data + dashboards. It needs an economic foundation that connects activities, costs, resources, and outcomes.
https://t.co/Px5Ik2NLv9
Your university’s financial statements might be hiding more than they reveal.
Beneath them is a “parallel universe” of real costs, cross-subsidies, and margins — shaping decisions you can’t fully see.
Better visibility = better decisions.
https://t.co/lpXI1z60hy
An analysis of needs based funding in Australia for regional campuses referencing our work with UoM Centre for the Study of Higher Education. Next version coming soon. If your institution would like access to our Higher Ed Sector Intelligence dataset please contact me.
🎓 Universities need faster, smarter decisions.
Our latest article explores how Pilbara Insights + Snowflake can enable an AI-powered management assistant—connecting cost, performance & operational data for better planning and “what-if” scenarios.
https://t.co/5R6qh8gGCN
AI succeeds in higher ed when it’s built on a transparent, auditable economic foundation.
That’s how institutions move from insight to impact—sustainably.
💡🎓 #HigherEdAI#Strategy
https://t.co/rF4GbYmGmi
The right AI sequence for universities:
1️⃣ Economic model
2️⃣ Decision logic
3️⃣ AI & automation
Not the other way around.
This is how you get trust, transparency, and results.
✅ #DigitalTransformation
https://t.co/CF7319zWxy
Data warehouses ≠ decisions.
Without causal models linking activities, costs, and outcomes, AI delivers answers that look smart—but aren’t actionable.
Context is everything.
📉➡️📈 #EnterpriseAI
https://t.co/0qCe0QXRlG
Professor William Massy’s insight:
Universities are economic systems, not just budgets and dashboards.
AI only becomes valuable when grounded in that reality.
🎓⚙️ #HigherEdLeadership#AI
https://t.co/UjoQ6MuSU8
Higher ed is rushing into enterprise AI—but tech alone won’t fix decision-making.
Without an economic model of how universities actually work, AI just automates confusion.
🧠📊 #HigherEd#AIinEducation
https://t.co/M4NTVqa98w
📊 New Insights on the economics of teaching Civil Engineering in Higher Education 📚
Our latest analysis of 2024 Australian sector benchmarks shows that Civil Engineering stands out for its operational efficiency
https://t.co/MN92wi0MZq
AI is already reshaping higher ed finance — but governance will determine whether it creates value or risk.
In our latest article, we explore why strong AI governance is essential for universities seeking better financial insight, transparency, & trust.
https://t.co/VRGzPwzZrG
🌍 Australian Civil Engineering benchmarks offer global relevance.
The cost drivers — labs, facilities, fieldwork — are universal across engineering education.
Learn what the data reveals 👇
🔗 https://t.co/PHArUSSp4T
#EngineeringEducation#DataDriven
📈 Cost pressures are rising.
From 2021–2024, Civil Engineering cost per EFTSL increased ~15% across Australian universities.
What’s driving the trend — and what can leaders do?
🔗 https://t.co/mgkPVymk2Y
#HigherEdFinance
🎓 Did you know? Civil Engineering shows higher academic productivity than Mechanical & Electrical Engineering — at 50.8 EFTSL per academic FTE.
What does this mean for cost, quality, and sustainability?
🔗 Read more: https://t.co/UXWOCYkyAr
#EducationAnalytics
📊 Civil Engineering programs in Australian universities deliver strong value — with an average cost per EFTSL of ~$16.9k, competitive across engineering disciplines.
Insights from sector benchmarks 👇
🔗 https://t.co/GVtIamnCTt
#HigherEd#CivilEngineering#Benchmarking
Planning without cost visibility is no longer an option in higher ed.
Here’s why the 2026 #EDUCAUSE Top 10 makes cost modelling essential 👇
https://t.co/yciesOPWfu
@mcuban I would loooove to get our cost models into healthcare and hospitals in particular. In fact it’s on our longer term plans after universities and medical schools 😎
Higher ed leaders face a choice:
✅ Govern AI well and unlock insight
❌ Ignore governance and erode trust
The future of financial management depends on getting this right.
https://t.co/sjJjHTVcMQ
#AI#HigherEdLeadership#FutureOfFinance