Marketing Attribution Modeller

marketing-attribution-modeller

Agent: Marketing Operations Manager

L2 marketing operations manager (1x) responsible for martech stack, lead scoring, campaign analytics, attribution modelling, and email deliverability.

Department ethos: ideal-marketing.md

Skill Description

Builds and maintains the multi-touch attribution model that assigns pipeline and revenue credit to marketing touchpoints across the buyer journey, enabling data-backed budget allocation.

When to Use

• When establishing or replacing the company's marketing attribution methodology.
• When channel budget allocation decisions require attribution-backed pipeline contribution data.
• When stakeholders question attribution accuracy or dispute channel credit assignments.
• When new marketing channels or touchpoints are added and need integration into the attribution model.

Workflow

1. Audit touchpoint tracking: Inventory all marketing touchpoints against the tracking requirements in references/framework.md. Verify each touchpoint captures UTMs, pixels, or CRM activity records. Flag any channel with < 90% coverage. Deliverable: touchpoint tracking audit with gap analysis.
2. Select attribution methodology: Use the model comparison table and decision tree in references/framework.md to select the model that matches the company's sales cycle length and data maturity. Deliverable: attribution methodology recommendation with rationale.
3. Implement the model: Configure the attribution model following the data pipeline architecture in references/framework.md. Map touchpoints to attribution credit rules. Build integrations from ad platforms, MAP, and CRM into the attribution engine. Deliverable: live attribution model with data flowing.
4. Validate accuracy: Run the accuracy validation checks from references/framework.md — touchpoint coverage, double-counting check, missing touchpoint audit, and revenue reconciliation. Deliverable: validation report with accuracy assessment against thresholds.
5. Build attribution reporting: Create dashboards across the reporting dimensions in references/framework.md — channel, campaign, content, and stage. Deliverable: attribution dashboard accessible to marketing leadership.
6. Establish governance: Document methodology and implement governance standards from references/framework.md. Schedule quarterly reviews. Deliverable: attribution governance document.

Anti-Patterns

• Last-touch worship: Defaulting to last-touch attribution because it is simplest to implement. Why: last-touch over-credits bottom-of-funnel channels and starves awareness and consideration channels of budget, eventually collapsing the top of the funnel.
• Attribution without action: Building a sophisticated model that produces reports nobody uses for budget decisions. Why: attribution models that do not influence allocation are cost centers; the model must connect to the budget process.
• Ignoring offline touchpoints: Only attributing digital touchpoints while ignoring events, direct mail, and sales-assisted touches. Why: incomplete models misrepresent the buyer journey and systematically undervalue high-touch, high-conversion channels.
• False precision: Presenting attribution percentages to decimal places when the underlying data has significant gaps. Why: over-precise numbers create false confidence and lead to budget decisions based on spurious accuracy.

Output

On success: Produces a live multi-touch attribution model with validated accuracy, attribution dashboards showing pipeline and revenue by channel, and a governance document. Attribution data is actively used in budget allocation decisions. Delivered to VP Marketing, demand gen, and finance.

On failure: Report which touchpoints lack tracking coverage, what data pipeline issues prevent accurate attribution, and recommend specific instrumentation or tool changes to close gaps. Provide interim single-touch attribution as a fallback.

Related Skills

• campaign-analytics-reporter — Consumes attribution data to report channel-level pipeline contribution in weekly reports.
• channel-signal-analyst — Uses attribution output to recommend budget reallocation across channels.
• martech-stack-manager — Manages the platforms and integrations that capture the touchpoint data attribution depends on.
• gtm-planner-marketing — Uses attribution data to project channel ROI when building GTM plans.