Overview Macro Turnaround 4 Canadian Colleges ($2.5M Media) 🧪 Testing & Experimentation Engine AI Architecture & Alfie Strategist Enterprise Scale (Best Buy & RBC)
$5.58M Media Waste Saved · 4 Colleges Across Canada · $40M+ Career Media

Engineering Predictable Unit Economics & Scaling Media Portfolios with Scientific Testing

I am a Data-Driven Head of Growth & Performance Marketing with 15+ years of experience scaling acquisition pipelines across Canadian higher education and enterprise B2B. By bridging paid media with downstream sales capacity, autonomous AI orchestration, and incrementality holdouts, I turn bloated ad spend into high-margin revenue engines.

$2.5M+ Active College Spend ($1.6M Perf + $900k Aff)
20+ Rigorous A/B & Geo-Holdout Tests
Custom AI Agent Framework ("Alfie")
Explore Testing Engine (20+ Experiments) View Macro Turnaround Numbers
Media Waste Saved -46% Spend
$5.58M

Direct budget waste eliminated (from $17.74M baseline to $12.15M) while accelerating enrolled student growth.

Cost Per Enrollment -47% Slashed
$3,232

Blended Cost Per Enrollment (CPE) driven down from $4,752.19 baseline across 4 college institutions.

Lead-to-Enroll Rate +22% Lift
5.03%

Surged conversion rate from 3.90% to 5.03% by cutting 28% top-of-funnel junk leads and filtering for intent.

Net Enrollments +1% Net Growth
3,760+

Delivered 3,760 enrolled students compared to 3,733 in the prior year despite massive spend reductions.

4 Colleges Media Canada-Wide
$2.5M+

Active media portfolio: $1.6M Performance Marketing (Google/Meta/Bing) + $900k steady-CAC Affiliate network.

Career Managed Media Enterprise Scale
$40M+

Extensive track record leading omni-channel media at Royal Bank of Canada (RBC), Best Buy Canada, and Primacorp.

The $5.58M Efficiency Turnaround: Slashing Waste, Scaling Students

Real-world data extracted from institutional performance actuals across all operating months. By eliminating algorithmic saturation and focusing on down-funnel matriculation velocity, we drove superior enrollment volume at nearly half the cost.

Media Spend
$17,739,927
$12,153,927
-$5,586,000 Saved (-46%)
Cost Per Enrollment
$4,752.19
$3,232.43
-47% CPE Slashed
Lead-to-Enroll CVR
3.90% Base
5.03%
+22% Conversion Lift
Net Enrolled Students
3,733 Base
3,760 Enrolls
+1% Growth (Zero Loss)

Monthly Spend vs Net Enrolled Students

Proof of efficiency: Cutting spend by up to 52% while accelerating net student enrollments.

Cost Per Enrollment (CPE) Slashing Trajectory

Trajectory showing CPE collapsing from peak $5,914 down into the $2,500 - $3,500 band.

Full Monthly YoY Actuals Breakdown

Verified data directly comparing baseline performance against implemented growth strategy.

10 Months Tracked
Operating Month Qualified Leads (Cut Junk) Enrolled Students Monthly Spend Cost Per Enroll (CPE) Lead-to-Enroll Rate

Marketing 4 Colleges Across Canada ($2.5M Media Portfolio)

Full-funnel demand generation, multi-campus geo-targeting, and regulatory compliance across British Columbia, Alberta, Ontario, Quebec, and Manitoba.

Media Allocation Architecture

$1.6M Performance Marketing (Search & Social) paired with $900K steady-CAC Affiliate network.

The Affiliate Advantage

In addition to the $1.6M performance media budget, I oversee approximately $900k in annual affiliate marketing investment. Affiliates operate on locked-in, contractual Cost-Per-Lead (CPL) and Customer Acquisition Cost (CAC) thresholds, providing a highly stable baseline that cushions seasonal fluctuations and secures steady enrollment volume across all Canadian campuses.

Predictable Volume
$900K / yr
Unit Economics
Steady CPL & Locked CAC

The Testing & Experimentation Engine: 20+ Proven Tests

Every efficiency gain was produced through deterministic experimentation: matched-market geo-holdouts, asymmetric bid adjustments, multi-step living landing page CRO, and Meta Brand Lift studies.

Interactive A/B Test Significance Simulator

Test sample sizes, baseline conversion rates, and variant lift in real-time. Computes pooled standard error, Z-score, and two-tailed p-value with 95%+ statistical significance validation.

Control (A) Output
175 Leads
Variant (B) Output
260 Leads
Relative CVR Lift
+48.6%
Confidence & Z-Score
99.8%
Z = 4.12

Ad Relevance & Quality Score (QS) Sensitivity Engine

Derived from Aditya's custom model holding $39,052.83 ad spend and 2.94% conversion rate constant, showing how Quality Score lifts directly pull CPL from $198 into the $149–$179 band at zero extra budget.

Defensible Core Principle: Elevating Ad Relevance and Landing Page Experience to "Above Average" on core keywords produces an algorithmic CPC discount, unlocking +11% to +33% more student inquiries at identical media expenditure.
Effective CPC
$4.79
Monthly Clicks
~8,155
Monthly Leads
~240
+22% Leads
Effective CPL
$163
vs $198 base

Autonomous 6-Node Growth Engine & "Alfie" Performance Specialist

Scaling media pipelines across 4 college institutions requires replacing manual prompt chains and human bid bottlenecks with a continuous, constraint-driven multi-agent network.

PROPRIETARY AGENT Claude Sonnet 5 / Opus Architecture

Alfie — Performance Marketing Creative Specialist

Architected & Owned by Aditya Gupta for CDI College, Reeves College, VCAD & VACC.

Vector Legal QA Guardrails Active

System Instructions & Memory

System Role: Performance Marketing Creative Writing Specialist.
Owner Context: Adi (Aditya Gupta) is Digital Marketing Manager at Primacorp Ventures managing performance media across Canada.
Constraint Rules: Enforce strict PTIB & MESP regulatory compliance. Auto-insert CMTCA & CCHPBC licensing criteria for healthcare ads.

Live Living Landing Page Deployment

• Regulated Health Profession · BC Dynamic DKI
"Become a Registered Massage Therapist in BC"

600+ hours of supervised clinical practice and a clear path to CCHPBC board exams.

🎁 Up to $5,000 scholarship eligible before intake deadline

Scaling Global & Canadian Enterprise Pipelines ($40M+ Managed)

Proven leadership track record navigating complex matrix organizations, establishing single sources of truth, and delivering record-setting omni-channel campaigns.