American College of Radiology, medical imaging accreditation & advocacy
From campaigns to conversions
ACR Analytics
For the American College of Radiology (ACR), I built marketing analytics that connect campaign activity to sales outcomes: ingesting Marketo and Google Analytics data, refining audience segments, and measuring which leads and campaigns actually drive revenue.
The context
ACR runs multi-channel marketing programs across email, web, and events. Marketo powers automation, newsletters, and dynamic segmentation; Google Analytics tracks on-site behavior and conversions. The goal was a unified view of how marketing touchpoints translate into qualified leads and sales.
The challenge
Campaign teams could monitor opens and clicks, but struggled to tie engagement back to sales with confidence. Segments were built without systematic feedback on which profiles convert. Newsletters, static segments, and dynamic segments all needed repeatable analysis, not ad-hoc spreadsheet exports.
- Marketo and Google Analytics data living in separate silos
- Limited visibility on which segments and campaigns generate revenue
- Dynamic segments hard to evaluate without a consolidated lead-to-sale view
- Newsletter performance analyzed manually, with no shared methodology
What I delivered
Automated ingestion, unified segmentation, and sales attribution across campaigns, leads, and dynamic audiences.
Marketo & Google Analytics ingestion
Built pipelines to ingest campaign, lead, and engagement data from Marketo alongside web behavior and conversion events from Google Analytics, preparing a single dataset for analysis.
Segmentation & targeting
Designed and evaluated audience segments for marketing campaigns: profiling lead attributes, comparing static vs. dynamic segments, and refining targeting rules based on conversion patterns.
Lead-to-sale attribution
Analyzed sales outcomes against lead sources, campaign membership, and segment definitions to identify which audiences and touchpoints correlate with revenue.
Newsletter & campaign analysis
Produced recurring analyses on newsletter performance, engagement trends, and segment behavior to help marketing teams prioritize content and audience strategies.
Business impact
Marketing decisions moved from intuition and isolated metrics to a shared, data-backed view of what converts.
Sharper targeting
Segments grounded in observed conversion behavior, not assumptions alone.
Clearer sales attribution
Visibility into which leads, campaigns, and dynamic segments contribute to pipeline and revenue.
Repeatable newsletter insights
Structured reporting on newsletter and campaign performance the team could reuse every cycle.
Less manual reporting
Replaced one-off exports with a consistent analytical framework across Marketo and web data.
Tech stack
Python data pipelines, Redshift data warehouse, Tableau dashboards, Marketo and Google Analytics APIs
ACR Analytics gave a complex B2B marketing operation the attribution layer it was missing: segments that reflect real conversion patterns, and a clear line from campaign activity to sales.