ScholarPath monitors doctoral progress across the Symbiotic Scholar Suite, catches attrition risk before it compounds, and delivers precise next steps to students and advisors in real time.
IES SBIR Phase IB Pilot — Free for qualifying institutions
Three steps. Zero extra effort from students.
Step 1
As you use Symbiotic Scholar tools — writing your proposal, filing your IRB, running your analysis — ScholarPath logs each session silently in the background. No surveys, no check-ins.
Step 2
Every week, six behavioral signals are weighted into a single risk score: idle time, session frequency, stage velocity vs. your cohort, tool breadth, AI iteration depth, and transition rate.
Step 3
If your score trends toward risk, ScholarPath surfaces a targeted recommendation — which specific barrier is slowing you down, and which tool will help you move past it today.
“The problem isn't that students lack ambition. It's that no one is watching the right signals early enough.”
Morello & Chick, HAIST© Framework, 2025
One platform, three perspectives on the same mission.
See your dissertation stage timeline, your weekly risk score with color-coded status, and a personalized recommendation — all in one view.
Monitor your entire cohort at a glance. See who's stalling, at what stage, and for how long — before they disappear.
Track completion velocity, cohort risk distribution over time, and stage bottlenecks across your entire doctoral program.
ScholarPath is an intelligence layer. It works because your students are already using these tools.
AI-powered dissertation feedback and milestone review
Automated IRB protocol generation and compliance guidance
AI-moderated qualitative research interviews
Guided statistical analysis and results interpretation
Structured manuscript peer review and feedback loops
Doctoral advisor matching and relationship scaffolding
The risk model is grounded in two decades of doctoral completion literature. The six input features — idle time, engagement frequency, cohort velocity comparison, tool breadth, iteration depth, and stage transition rate — map directly to the behavioral predictors identified in peer-reviewed research.
ScholarPath is free during the IES SBIR Phase IB pilot. Institutions participating in the 8-week pilot receive full advisor and program director access.