Recap of AACOM 2026: Building Smarter Systems in Osteopathic Education

The American Association of Colleges of Osteopathic Medicine (AACOM) Educating Leaders 2026 brought together a wide range of conversations about the future of osteopathic medical education. Across sessions on topics such as artificial intelligence, curriculum design, assessment, advising, GME growth, learner well-being, faculty development, and osteopathic identity, it was clear that medical education leaders are not simply looking for new ideas. They are looking for practical, sustainable ways to make increasingly complex systems work better for learners, educators, and the communities they serve.

That is an important distinction because innovation in medical education is not only about adopting new technologies or adding new curricular content—it is about connecting the right people, processes, data, and support structures so institutions can act with greater clarity and consistency.

At this year’s conference, five specific themes stood out and pointed in these directions:

1. AI is becoming part of the practical infrastructure of medical education, supporting areas such as curriculum management, assessment, feedback analysis, admissions, advising, simulation, and faculty development.
2. Educational data is only valuable when it leads to action, especially in curriculum improvement, learner support, assessment alignment, accreditation readiness, and continuous quality improvement.
3. Residency readiness is increasingly a shared institutional responsibility, connecting advising, assessment, clinical education, professionalism, learner performance, and UME-GME alignment.
4. Workforce development depends on stronger community alignment, including rural and underserved GME growth, pathway programs, clinical partnerships, and training models designed around local healthcare needs.
5. Better systems must still support human relationships, including learner well-being, faculty development, coaching, professional identity formation, and the whole-person values central to osteopathic education.
   
   
   

AI Moves from Possibility to Practice

Not unlike other higher education conferences in recent years, artificial intelligence was one of the most visible themes throughout the event. But what stood out was not the novelty of AI itself. It was the practical nature of the conversation.

Sessions explored AI as a tool for curriculum indexing, assessment development, exam behavior analytics, admissions support, faculty development, feedback analysis, clinical training, and broader institutional planning. In other words, the discussion has moved well beyond whether AI will affect medical education and more toward how institutions can use AI responsibly, transparently, and effectively.

That shift matters because for medical schools, AI is not a single initiative. It touches multiple parts of the educational ecosystem including everything from how learners study, how faculty teach, how advisors interpret performance, how curriculum teams identify gaps, and how institutions understand patterns across large amounts of information.

The strongest AI conversations were not framed around replacing educators or automating judgment. They were focused on helping faculty, staff, and learners work with better information. That includes making course feedback more usable, helping students understand how they approach exams, supporting faculty as they learn to incorporate AI into instruction, and improving access to educational resources that may otherwise be expensive or difficult to scale.

For osteopathic medical education, the opportunity is not simply to become more technologically advanced. The opportunity is to ensure that technology supports the "human work" of education, including coaching, reflection, reasoning, assessment, and learner development.

The Next Challenge Is Not Collecting Data, But Using It Well

Another major theme across the conference was the growing importance of educational data. Many sessions focused on assessment results, curriculum evaluation, course feedback, student affairs outcomes, advising data, national benchmarks, program evaluation, and continuous quality improvement.

The common thread was not that schools need more data. Most institutions already have more information than they can easily interpret. The real challenge is turning that information into action. That showed up in sessions focused on module-level improvement, course and faculty evaluation redesign, assessment analytics, student support, curriculum benchmarking, and accreditation readiness. The emphasis was on using data to make better decisions by identifying curricular gaps, improving teaching, strengthening learner support, guiding advising conversations, and documenting continuous improvement.

This is where medical education is becoming more operationally sophisticated. Schools are increasingly expected to show not only what they teach, but how they know it is working. They need to understand whether learners are meeting objectives, whether assessments align with competencies, whether support services are achieving their goals, and whether curricular changes are producing the intended results.

That work depends on more than isolated reports. It requires systems that can bring information together across courses, cohorts, assessments, rotations, advising interactions, and outcomes. It also requires a culture in which data is used constructively—not simply to measure performance, but to improve learning.

The conference made clear that educational data is most valuable when it becomes usable. For medical education leaders, the question is no longer whether data matters, it is whether one's institution has the workflows, tools, and habits needed to act on it.

Residency Readiness Becomes a Shared Institutional Priority

Residency readiness was another recurring theme, appearing in conversations about COMLEX pass/fail reporting, Match advising, specialty exploration, student research, clinical education, professionalism, assessment, and GME alignment. What made this theme especially important is that residency readiness was not treated as the responsibility of one office or one point in the learner journey, it was presented as a whole-institution challenge.

Students need timely advising, but they also need strong curriculum design, meaningful assessment, clinical preparation, professional identity development, research opportunities, and support in interpreting their own strengths and competitiveness. Advisors need access to reliable information. Faculty need clarity on how their teaching and assessment practices contribute to readiness. Clinical education teams need ways to support consistent experiences across distributed learning environments.

The transition to residency has become more complex, particularly as traditional signals continue to evolve. Pass/fail scoring, changing application practices, program signaling, specialty competitiveness, and holistic review all place new demands on students and the people who advise them. In that environment, institutions need advising models that are structured enough to scale and personalized enough to support individual learners.

The strongest message was that residency readiness begins long before the application cycle. It is shaped by how students are assessed, how they receive feedback, how they understand their progress, how they develop professional skills, and how institutions identify when additional support is needed.

For medical schools, this creates a need for more connected systems. Advising cannot be separated from assessment. Assessment cannot be separated from curriculum. Curriculum cannot be separated from clinical education. And clinical education cannot be separated from the ultimate goal of preparing learners for the next stage of training.

Workforce Development Starts with Community Alignment

The conference also placed significant emphasis on workforce development, GME expansion, rural and underserved communities, pathway programs, and community-based training models.

This is a natural fit for osteopathic medical education. Many sessions returned to the idea that training capacity should be aligned with community need. That includes building GME where physicians are needed most, strengthening partnerships with community-based providers, creating pathways for learners from underserved areas, and developing training ecosystems that keep skills, talent, and relationships rooted locally.

The discussions around rural GME, teaching health centers, safety-net consortiums, community partnerships, and pathway programs all pointed toward the idea that medical education is not just about producing graduates. It is about helping communities build sustainable healthcare capacity.

Achieving this requires close coordination between colleges of osteopathic medicine, clinical partners, residency programs, civic organizations, and community stakeholders. It also requires data-informed planning, a practice that includes understanding local needs, identifying viable specialties, assessing accreditation readiness, and designing programs that can be sustained over time.

The most compelling workforce conversations were not only about expansion, they were about alignment. Where are physicians needed? What kinds of training environments help learners stay connected to those communities? How can institutions support both educational quality and community health outcomes?

For osteopathic medical education, this is one of the places where mission and operations intersect most directly. The commitment to serving communities has to be supported by practical structures that make community-based education sustainable.

Better Systems Still Depend on Human Support

Amid all the conversations about AI, data, assessment, and institutional strategy, the conference also maintained a strong focus on people.

Learner well-being appeared throughout the program, but not merely as a matter of individual resilience. Sessions addressed mental health literacy, proactive screening, reflective practice, stigma reduction, institutional culture, workload transparency, coaching, faculty development, professionalism, and identity formation.

That framing is important as well-being is not something schools can address only through optional programming or one-time interventions. It is shaped by the learning environment, the quality of advising, the clarity of expectations, the fairness of assessment, the accessibility of support, and the relationships learners build with faculty, staff, peers, and mentors.

Faculty development was part of that same conversation. As medical education changes, educators are being asked to do more than deliver content. They are coaches, assessors, mentors, curriculum designers, technology adopters, and institutional leaders. Supporting learners well requires supporting faculty and staff well.

The same is true of professionalism and identity formation. These are not simply policies to enforce or competencies to document. They are developmental processes that require feedback, reflection, mentorship, and consistent expectations across the learner experience.

This may be one of the most important takeaways from the conference: better systems do not make human support less important. They make it easier to provide that support consistently. When information is easier to access, when workflows are clearer, when expectations are better aligned, and when faculty and staff have the tools they need, institutions are better positioned to support learners as whole people.

Osteopathic Identity Remains the Throughline

Across the conference, osteopathic identity was not limited to sessions specifically focused on the tenets or osteopathic principles in practice (OPP) or osteopathic manipulative medicine (OMM). It appeared in conversations about whole-person care, clinical reasoning, nutrition, mental and behavioral health, community engagement, structural competency, patient safety, professional identity, and workforce development.

That is significant because as medical education becomes more data-informed and technology-enabled, osteopathic identity remains a grounding force. It reminds institutions that the purpose of innovation is not efficiency for its own sake. It is to better prepare physicians who can care for patients, understand communities, work across systems, and respond to human needs with skill and empathy.

The overarching conference dialogue on this front suggested that the future of osteopathic medical education will not be defined by any single tool, trend, or reform. It will be shaped by how well schools connect technology, data, curriculum, assessment, advising, clinical education, and human support into coherent systems that help learners succeed.

Medical education is complex because the work itself is complex. The goal is not to remove that complexity, but to make it more manageable, more visible, and more connected—so educators can focus their energy where it matters most: helping learners become the physicians their communities need.

At Elentra, we are proud to support health professions programs as they manage complex curriculum, assessment, clinical education, learner support, and accreditation workflows. If your institution is looking for a more connected way to support learners, educators, and program leaders—contact us today.