Tim Sanders, Master of Probability and Statistics (Auburn University) • Chief Scientist
Grounded in Rigorous Asymptotic Probability Theory & TRG Teleradiology Data Leadership
Chief Scientist Tim Sanders holds a Master of Probability and Statistics from Auburn University and brings direct operational experience from The Radiology Group (TRG)—managing data analytics and productivity tracking across hundreds of radiologists handling petabytes of medical imaging studies. Originating from ad-hoc Excel marginal optimizations at TRG, Tim formalized the system into a Convex Quadratic Programming (QP) Solver. By leveraging the Strong and Weak Laws of Large Numbers (SLLN/WLLN), the engine proves an almost surely optimal modality mix that maximizes Work RVU (wRVU) revenue yield while making only marginal, stress-free workload adjustments with zero disruption to patient care.
Quadratic Programming (QP)
Formulates queue routing as convex optimization minimizing SLA variance risk while maximizing wRVU yield.
Asymptotic SLLN / WLLN Proof
Proves almost sure convergence P(lim Y_n = Y*) = 1 to the theoretical maximum radiologist $/hr revenue rate.
Marginal Stress Constraints
Enforces <=5-10% shift bounds on modality mix, ensuring zero operational stress or patient care risk.