Prototype 03 · grand-canyon-education · public 10-K base + user-driven assumptions · noindex
For a sponsor underwriting GCE/LOPE, the question isn't "does it save money" ; it's "does it move EBITDA and the exit multiple enough to put in the bridge and report to LPs quarterly?" This sizes both, against the combined $535.9M funnel (marketing + counseling, not just the smaller line), and separates the two underwritable claims a sponsor needs kept apart: a recurring EBITDA contribution, and a variance-reduction story that touches the multiple.
A sponsor needs to know which lever they're buying. Cost-out flows the saving to EBITDA directly; growth-efficiency reinvests it into Starts ; better for returns in a +7% online-growth business, but it's a top-line story, not a margin one.
Counseling ($323.5M) is 53% larger than marketing. A CPS-honest funnel lets you right-size counseling per Start ; a sponsor chases the bigger leaf. Marketing-only is the in-house-sale scope; whole-funnel is the investable one.
The published boast-and-bound band is 4-10% cost-per-Start reduction. This is a self-cited 2012 single-pilot figure ; a QoE team discounts it hard, so the default sits at the conservative 4% floor. The diagnostic exists to replace this slider with a measured number.
Education-services trades below the SaaS illustration in the study pack (16×). Default 11× is a deliberately middling ed-services placeholder : the number a sponsor brings, not one I'd assert about LOPE.
A lower-variance, more-predictable Start-acquisition cost compresses the discount rate. This adds turns to the exit multiple : the only path here to multiple expansion, and the claim a sponsor scrutinizes hardest. Zero it out to see EBITDA growth alone.