BLOG

SCOTT'S THOUGHTS

Identifying STARS: A Blueprint for PANCE Success

Identifying STARS: A Blueprint for PANCE Success

April 14, 20252 min read

Dr. Westphall felt a wave of anxiety as he scanned his students’ recent PANCE scores. Of the 30 students in his class, six had failed the exam on their first try. For a program known for high first-time pass rates, this was more than a setback—it was a crisis.

The question wasn’t just what went wrong, but how to prevent it from happening again. The solution? A proactive system focused on identifying and supporting Students At Risk (STARs).


Early Detection = Better Outcomes

Success starts with early identification. By catching at-risk students early, programs have time to offer targeted support and remediation. It’s not about adding more work to already-burdened faculty—it’s about prioritizing student outcomes. Regular check-ins and a structured remediation plan ensure students stay on track and address weak areas before it’s too late.


Why It Matters

Your students’ success is a reflection of your program. First-time PANCE pass rates don’t just affect your statistics—they influence reputation and accreditation. According to ARC-PA guidelines, any cohort with a pass rate below 85% must submit a comprehensive performance analysis, looking at factors such as admissions data, course performance, remediation results, and student feedback.


STAR Risk Levels and Assessment Tools

Using data like GPA, End of Rotation exams, and PACKRAT scores, students can be placed into four risk levels:

TABLE

Faculty advisors tailor remediation contracts for high- and critical-risk students, focusing on study plans, skill-building, and one-on-one mentoring.


Culture Shift: Support Over Stigma

One of the biggest challenges? Changing the culture. Students may fear being labeled “at risk,” but reframing support as mentorship rather than punishment changes the game. Confidentiality and inclusivity are key—when everyone feels like success is a shared goal, students thrive.


The Results Are In

Thanks to this proactive approach, all six students who initially failed the PANCE passed on their second attempt. More importantly, the strategy helped future cohorts take ownership of their learning and embrace the support systems in place.

By reaching for the STARS, this program didn’t just recover—it grew stronger.

Student success strategiesPANCE remediationAt-risk student supportPA program pass ratesEarly academic intervention
Scott Massey, PhD, PA-C

Scott Massey, PhD, PA-C

Scott Massey, PhD, PA-C, is the founder and principal consultant of Massey & Associates Consulting Solutions, with more than three decades in physician assistant education. A former PA program director (Central Michigan University) and research chair in the Department of PA Studies at the University of Pittsburgh, he has guided numerous programs through ARC-PA accreditation and self-study. His work in predictive statistical risk modeling helps programs anticipate student outcomes, and he has published on predictive modeling, educational outcomes, and stress among graduate health-science students. He is an active contributor to PAEA committees and councils.

Back to Blog
Identifying STARS: A Blueprint for PANCE Success

Identifying STARS: A Blueprint for PANCE Success

April 14, 20252 min read

Dr. Westphall felt a wave of anxiety as he scanned his students’ recent PANCE scores. Of the 30 students in his class, six had failed the exam on their first try. For a program known for high first-time pass rates, this was more than a setback—it was a crisis.

The question wasn’t just what went wrong, but how to prevent it from happening again. The solution? A proactive system focused on identifying and supporting Students At Risk (STARs).


Early Detection = Better Outcomes

Success starts with early identification. By catching at-risk students early, programs have time to offer targeted support and remediation. It’s not about adding more work to already-burdened faculty—it’s about prioritizing student outcomes. Regular check-ins and a structured remediation plan ensure students stay on track and address weak areas before it’s too late.


Why It Matters

Your students’ success is a reflection of your program. First-time PANCE pass rates don’t just affect your statistics—they influence reputation and accreditation. According to ARC-PA guidelines, any cohort with a pass rate below 85% must submit a comprehensive performance analysis, looking at factors such as admissions data, course performance, remediation results, and student feedback.


STAR Risk Levels and Assessment Tools

Using data like GPA, End of Rotation exams, and PACKRAT scores, students can be placed into four risk levels:

TABLE

Faculty advisors tailor remediation contracts for high- and critical-risk students, focusing on study plans, skill-building, and one-on-one mentoring.


Culture Shift: Support Over Stigma

One of the biggest challenges? Changing the culture. Students may fear being labeled “at risk,” but reframing support as mentorship rather than punishment changes the game. Confidentiality and inclusivity are key—when everyone feels like success is a shared goal, students thrive.


The Results Are In

Thanks to this proactive approach, all six students who initially failed the PANCE passed on their second attempt. More importantly, the strategy helped future cohorts take ownership of their learning and embrace the support systems in place.

By reaching for the STARS, this program didn’t just recover—it grew stronger.

Student success strategiesPANCE remediationAt-risk student supportPA program pass ratesEarly academic intervention
Scott Massey, PhD, PA-C

Scott Massey, PhD, PA-C

Scott Massey, PhD, PA-C, is the founder and principal consultant of Massey & Associates Consulting Solutions, with more than three decades in physician assistant education. A former PA program director (Central Michigan University) and research chair in the Department of PA Studies at the University of Pittsburgh, he has guided numerous programs through ARC-PA accreditation and self-study. His work in predictive statistical risk modeling helps programs anticipate student outcomes, and he has published on predictive modeling, educational outcomes, and stress among graduate health-science students. He is an active contributor to PAEA committees and councils.

Back to Blog

Don't miss out on future events!

Subscribe to our newsletter

© 2026 Scott Massey Ph.D. LLC

Privacy Policy | Terms of Use