What does a Marketing Operations specialist actually do?

Think of me as the plumber and electrician for your revenue engine. While marketing designs campaigns and sales talks to buyers, I build and maintain everything under the hood—CRM workflows, lead routing, form logic, data hygiene, and revenue attribution so high-intent prospects never fall through the cracks.

Why HubSpot instead of duct-taping ten different tools together?

Most teams waste dozens of hours every month fixing broken Zapier zaps, messy spreadsheets, and disconnected point solutions. HubSpot puts marketing, sales, and service under one single underlying data model. When your team shares one source of truth, you move faster, your reports stay honest, and tech debt stops eating your runway.

How long before we actually see results?

You won’t have to wait months to feel the difference. For targeted triage—like untangling chaotic lead routing or fixing broken lifecycle stages—you will see impact within the first 1 to 2 weeks. A comprehensive architecture overhaul typically runs 4 to 8 weeks, shipped in focused 2-week sprints so your team uses improvements immediately.

Do you only work with enterprise giants, or smaller teams too?

I work with both. While many engagements support scaling B2B SaaS teams ($2M–$50M ARR), I frequently help early-stage startups get their CRM foundation right from day one. Setting up clean properties and disciplined lifecycle stages early is 10x cheaper and less painful than untangling a 50,000-contact disaster three years later.

Our current HubSpot is a total mess—can you fix it without breaking everything?

Yes—in fact, over 70% of my work is untangling existing, messy portals. We start with a forensic stack audit to map out active automations, custom properties, and third-party syncs before touching anything. Then we systematically clean up duplicates, repair broken workflows, and document the architecture without disrupting your day-to-day sales pipeline.

Multi‑Touch Attribution Models Explained.

Algorithmic & Multi-Touch Revenue Attribution

Revenue Attribution · Knowledge & Skills Specification

Transforming fragmented multi-channel campaign telemetry into deterministic multi-touch attribution models, cohort velocity metrics, and executive revenue dashboards.

Strategic Value: Expert in Looker, Mixpanel, and SQL reporting architecture, delivering executive clarity into true customer acquisition costs and CAC-to-LTV ratios.

Let's Connect & Build View Architecture Blueprints

REVENUE ATTRIBUTION SKILLS

Expert in Looker, Mixpanel, and SQL reporting architecture, delivering executive clarity into true customer acquisition costs and CAC-to-LTV ratios.

ATTRIBUTION ARCHITECTURE

First-Touch & Last-Touch Models
W-Shaped & U-Shaped Weighting
Cross-Domain UTM Tracking
Campaign Parent-Child Hierarchies

METRIC GOVERNANCE

Unified CAC & LTV Definitions
Verified Opportunity Sourcing
Pipeline Stage Weighting Rules
Currency & Timezone Alignment

VELOCITY OPTIMIZATION

MQL-to-Closed-Won Cohorts
Channel Efficiency Benchmarking
Budget Re-Allocation Modeling
Churn & Retention Tracking

ANALYTICS ECOSYSTEM

Looker & Looker Studio
Mixpanel Product Analytics
HubSpot Attribution Suite
BigQuery / SQL Data Warehouses

$1.4M

Attributed Deal Pipeline

Connected directly to marketing campaigns

4.2x

Marketing ROI Multiple

Measured across multi-channel campaigns

100%

Closed-Loop Visibility

Zero unattributed enterprise deals

Visual Layout & Architecture Blueprint

Balanced weighting: 30% First Touch, 30% Lead Creation, 30% Deal Creation, 10% Middle Touches.

Revenue Cockpit

W-Shaped Multi-Touch Revenue Allocation Model

Balanced weighting: 30% First Touch, 30% Lead Creation, 30% Deal Creation, 10% Middle Touches.

Attribution Weighting Model (W-Shaped):
  ┌ First Touch (Ad / Organic Visit)  ──► 30% Revenue Credit
  ├ Lead Creation (Form / Content)     ──► 30% Revenue Credit
  ├ Deal Creation (Opportunity SQL)    ──► 30% Revenue Credit
  └ Middle Touches (Nurture / Webinar) ──► 10% Revenue Credit

Total Verified Pipeline: $1,420,000
Closed-Won Deals: 24 Enterprise Contracts
Marketing Contribution Rate: 46% of Total Revenue