Each evening becomes a cultivation signal.

College dev offices already run gala dinners, gaudies, reunions, balls, and society events. The cultivation officer already knows what to do — what they don't have is structured signal from those evenings. This is a generic template (illustrative for Magdalen / Christ Church / Balliol-shaped colleges) showing how the world routes captured intent to the right cultivation officer before the cohort scatters.

All figures below are an illustrative model with stated assumptions (evenings/year, attendees, conversion %, gift size) — not a specific college's records.

Evenings / year (template)

halls · gaudies · reunions · ball

Donation-curious captured

→ Annual Fund cultivation queue

Mentor / volunteer pledge

→ Mentoring + volunteering intake

Major-gift signal

→ Principal gifts team

SIGNAL → CULTIVATION OFFICER ROUTING

donation-curiousCollege Annual FundAnnual Fund cultivation officerAuto-enroll in 30/60/90-day track · drafted Michaelmas letter
mentor / volunteer pledgeMentoring + volunteering programmeAlumni officerIntake email · matched to current student cohort
came-back-this-termCollege gaudies + regional eventsEngagement officerInvite to nearest regional event · routed to NA/JP/HK/CH overseas office where relevant
major-gift signalCapital + principal giftsPrincipal gifts teamLong-arc cultivation track · prospect-research brief drafted
sponsor-noticed · ballBall sponsor renewalBall committee + DAE liaisonRenewal memo · consent-gated cohort attached
society-activeSociety / club affiliationBoat Club / debating / drama / sports captainCaptain handover memo · cross-tagged to development

CONSERVATIVE 5-YEAR LTV MODEL

Per-college yield ≈ £14,500 + £50,000–£300,000 per year

Annual gifts compound; major gifts are episodic. Model rates are deliberately under-stated so the math holds even when half the captured intent decays. The Oxford Thinking Campaign already proved the central machine works at £3.34bn scale — this is the per-college bridge that feeds it.

evenings / year18
attendees / evening (avg)180
donation-curious rate (assumed)1.8%
first gift (assumed)£250
major-gift signal rate (assumed)0.15%
mid-band major gift (assumed)£75,000
annual gift yield (year 1)£14,500
major-gift yield band (year 1)£50,000–£300,000

EMITS · WEEKLY DIGEST

Officer weekly digest

Monday morning, every cultivation officer in the college gets their new leads from last week's evenings, with drafted outreach in their voice and conflicts with existing pipeline flagged.

·Top 5 leads · ranked
·Drafted outreach (officer voice)
·Conflicts with existing pipeline flagged

EMITS · DAE INPUT

University DAE input

Central DAE (Wellington Square + four overseas offices) sees each college's stream alongside its own — building the next campaign's evidence base in real time.

·Per-evening signal stream
·Overseas-office routing (NA / JP / HK / CH)
·Campaign case input

EMITS · GAUDY DEBRIEF

Gaudy / reunion debrief

Each gaudy or reunion produces a debrief by the Monday after, with operator notes preserved and named cohort gates for next year's planning.

·What worked / what didn't
·Vendor + venue notes
·Year-over-year cohort comparison

THE YIELD · WHY THIS WORLD COULD MAKE MONEY

Oxford college Development Office (template) is a yield product.

The Oxford Thinking Campaign proved the central machinery works at £3.34bn scale. The unsolved problem is per-college signal: cultivation officers re-discovering the same alumni interests every cycle. This template fixes that for one college, then scales.

ILLUSTRATIVE MODELS · NOT MEASURED OUTCOMES · DRAFTED FROM INDUSTRY BENCHMARKS + STRATEGIC THESIS

01 · COLLEGE DEVELOPMENT OFFICE
EXPENSIVE INPUT
Annual Fund team labor · gaudy + reunion programming · Raiser's Edge / Excel · regional event circuit.
WHERE IT FAILS TO CONVERT
Evenings produce no structured cultivation signal. Cultivation officers re-discover the same alumni interests every cycle.
YIELD WE PRODUCE
Cohort engagement dashboard + major-gift cultivation queue + per-evening signal stream + Monday officer digest.
Trovii: ambient capture at evenings. Vivere: per-college cohort world compounding year-over-year.
ILLUSTRATIVEYear-1 annual yield ≈ £14,500 + episodic major-gift band £50,000–£300,000. One template college proves unit economics for ~38 others.
02 · UNIVERSITY DAE (CENTRAL, WELLINGTON SQUARE)
EXPENSIVE INPUT
Central campaign team · overseas offices (NA / JP / HK / CH) · governance + reporting.
WHERE IT FAILS TO CONVERT
Per-college signal arrives quarterly at best; campaign argument lags real cohort movement.
YIELD WE PRODUCE
Real-time per-college signal stream feeding the next campaign's evidence base.
Trovii: signal stream from each college. Vivere: federated cohort view across all colleges.
ILLUSTRATIVEEven a 1% lift on the next major campaign would dwarf the integration cost. Oxford Thinking ran at £3.34bn.