The Ecosystem: Weekly Strategic Signals for Decision-Makers Serving Colleges, Universities, and Systems.
Enrollment & Revenue: A new earnings-based accountability rule ties federal aid to program-level outcomes, forcing institutions to evaluate revenue risk before approving new spend.
Policy & Regulation: A federal appeals court blocked NIH’s 15 percent overhead cap, stabilizing research budgets but keeping long-term compliance scrutiny in play.
Tech & Infrastructure: Ohio State, following Purdue, made AI fluency a graduation requirement, turning AI from a pilot into a governed, assessable infrastructure decision.
Research & Partnerships: Ellucian’s acquisition of Anthology’s ERP and SIS business accelerates platform consolidation, reshaping how institutions think about core system risk and vendor dependency.
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1. Enrollment & Revenue
Earnings-based accountability shifts how institutions assess program revenue risk
What Happened
In early January, the U.S. Department of Education concluded negotiated rulemaking on a new earnings-based accountability framework that applies at the program level across certificates, undergraduate, and graduate programs. Programs that fail earnings thresholds in two out of three years risk losing access to federal loans, with additional Pell exposure for high-Title IV programs.
Why It Matters
Revenue risk is no longer concentrated at the institutional level. It is now embedded program by program, tying enrollment dollars directly to post-completion outcomes. Institutions are beginning internal reviews to identify exposed programs ahead of final rule publication.
Implications for You
Buying authority will continue to shift upstream as presidents, provosts, and CFOs require program-level visibility before approving spend, reducing the effectiveness of selling exclusively through functional or departmental buyers.
Vendors that cannot map their value to specific program economics will see increased deal friction, particularly where enrollment, aid eligibility, and margin are being evaluated together rather than in isolation.
Product roadmaps will face pressure from institutional research, finance, and academic leadership to support defensible program-level analysis rather than aggregate dashboards designed for marketing or reporting convenience.
Sales cycles will increasingly hinge on whether solutions help institutions make keep, fix, or exit decisions for marginal programs, not on whether they improve performance at the margin.
Partnerships and integrations that surface outcomes data alongside financial and aid exposure will matter more to CIOs and provost offices than incremental feature depth within a single system.
Vendors positioned as growth enablers without a credible role in risk containment will find themselves deferred even in institutions that remain otherwise well resourced.
2. Policy & Regulation
Federal appeals court blocks NIH cap on research overhead funding
What Happened
The 1st U.S. Circuit Court of Appeals unanimously ruled that the National Institutes of Health cannot impose a blanket 15 percent cap on indirect cost reimbursement for research grants. The court upheld an April lower-court decision, finding that NIH violated statutory requirements and its own regulatory procedures when it attempted to apply the cap to both current and new awards. NIH declined to comment on whether it plans to appeal.
Why It Matters
Indirect cost recovery is foundational to how research-intensive institutions finance labs, compliance, IT infrastructure, and administrative support. Blocking the cap preserves existing funding economics and removes near-term pressure on universities to backfill overhead shortfalls from operating budgets.
Implications for You
Near-term budget shock has been avoided, which means VPRs and CFOs are less likely to rush into defensive restructurings and more likely to continue evaluating vendors on long-term fit rather than emergency cost relief.
Research administration and compliance teams will retain spending discretion, but procurement conversations will increasingly probe whether tools strengthen the defensibility of indirect cost claims rather than simply supporting throughput.
Vendors pitching efficiency gains as a hedge against overhead compression will need to recalibrate, as institutional leaders now have more time to assess whether those gains justify disruption.
Product leaders should expect heightened scrutiny from sponsored research offices around audit readiness and documentation, as institutions remain aware that future policy attempts could reintroduce pressure through different mechanisms.
Sales cycles will still involve legal and finance stakeholders, but with a more measured tone focused on resilience and compliance credibility rather than immediate budget substitution.
Institutions with large NIH portfolios are likely to defer major platform changes, favoring incremental enhancements and integrations that do not jeopardize existing cost recovery models.
3. Technology & Infrastructure
Ohio State also makes AI fluency a graduation requirement, forcing a shift in campus infrastructure
What Happened
On January 9, 2026, Ohio State University announced a mandatory AI Fluency initiative requiring all undergraduates beginning with the Class of 2029 to demonstrate the ability to apply artificial intelligence responsibly and effectively within their discipline. Each college is required to submit program-level plans showing how students will meet six defined AI Fluency learning outcomes.
The move follows a similar late-December 2025 announcement by Purdue University, which outlined a campuswide AI literacy framework embedded across undergraduate curricula, signaling alignment among large public research universities.
Why It Matters
This represents a shift from exploratory or faculty-led AI experimentation to institution-level academic requirements with formal accountability. AI is being treated less as a teaching enhancement and more as a core competency that must be supported by durable infrastructure, consistent standards, and assessable outcomes. For vendors, this marks a transition point where AI adoption is no longer optional or isolated, but tied directly to curriculum design, accreditation narratives, and long-term platform decisions.
Implications for You
Large public research universities are signaling that AI is now a core academic competency, which will pull CIOs, provosts, and deans into coordinated infrastructure decisions rather than allowing colleges to improvise independently.
Vendors will increasingly be evaluated on whether their platforms can support program-level implementation plans and assessment evidence, not just institution-wide AI statements or generic tooling.
LMS, ERP, and data vendors should expect pressure to demonstrate how AI capabilities integrate cleanly into existing curricular workflows without creating parallel systems that faculty must manage separately.
Buying decisions will shift toward solutions that enable consistency across colleges while still allowing disciplinary variation, a balance that academic leadership will scrutinize closely.
Institutions watching Ohio State and Purdue are likely to delay commitments until they see operational proof, shortening the window for speculative pilots but opening longer-term opportunities for scalable infrastructure.
Vendors positioning AI as an add-on feature rather than as something that can be governed, assessed, and sustained across cohorts will struggle to stay relevant in these conversations.
4. Research & Partnerships
Ellucian completes acquisition of Anthology’s ERP and SIS business
What Happened
On December 31, 2025, Ellucian completed the acquisition of Anthology’s ERP and Student Information Systems business following Anthology’s Chapter 11 restructuring. The transaction adds more than 260 institutions to Ellucian’s client base and consolidates a significant share of the higher education core administrative systems market under a single provider.
Why It Matters
ERP and SIS platforms sit at the center of institutional operations, data flows, and increasingly AI deployment. This transaction materially increases vendor concentration in mission-critical infrastructure, shifting how institutions think about platform risk, pricing power, roadmap dependency, and long-term operational resilience. For CIOs, CFOs, and registrars, core system selection is becoming a strategic governance decision rather than a routine procurement exercise.
Implications for You
CIOs and CFOs will increasingly evaluate ERP and SIS decisions through a concentration-risk lens, which raises the bar for competitors and adjacent vendors to articulate how they coexist with or hedge against a dominant core platform.
Pricing discussions will become more strategic and less transactional, as institutions recognize reduced leverage over a consolidated provider and look for alternative areas where vendors can restore balance or optionality.
Product leaders should expect heightened scrutiny around roadmaps and interoperability, particularly from registrars and data governance teams concerned about lock-in, migration risk, and future flexibility.
AI and analytics vendors will find doors opening and closing simultaneously, as consolidation simplifies data access in some cases while tightening control over integration points in others.
Sales cycles will increasingly involve enterprise architecture and resilience conversations, not just functional fit, especially at systems and large publics with limited tolerance for single points of failure.
Vendors positioned as complements to core administrative systems rather than substitutes will need to demonstrate durability and independence to remain credible partners over multi-year horizons.
The Ecosystem is a weekly intelligence brief for decision-makers serving colleges, universities, and higher ed systems. We deliver high-impact developments shaping U.S. colleges and universities: what happened, why it matters, and what to do about it. It is designed for strategy, product, and GTM leaders at vendors serving higher education institutions. Each issue distills complex shifts into decision-grade insight.
Higher Education Executive Intelligence is for strategy, product, and GTM leaders at vendors serving colleges, universities, and systems.
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