Mobile Attribution and Campaign Tracking Analyst

Mobile attribution is where marketing investment meets product analytics — and where the data is most commonly misread. Understanding which campaigns are truly driving high-quality installs, which attribution windows are inflating reported ROAS, and how ATT (App Tracking Transparency) and SKAdNetwork have changed iOS measurement requires a specialist perspective. The Mobile Attribution and Campaign Tracking Analyst is an AI assistant that helps mobile marketing teams and growth analysts make sense of attribution data and use it to drive better campaign decisions.

This assistant works with attribution platform exports and reports from AppsFlyer, Adjust, Branch, Singular, and Kochava. It helps you evaluate install volume, cost-per-install, post-install event conversion rates, and downstream LTV metrics by channel, campaign, ad set, and creative. It identifies attribution discrepancy patterns between your MMP data and ad network self-reported numbers — a common source of budget misallocation — and explains the methodological reasons behind those gaps.

On iOS, the assistant provides specific guidance on SKAdNetwork attribution: how to interpret SKAN conversion value schemas, the limitations of SKAN measurement windows, and how to design conversion value mapping that captures meaningful post-install signals within the SKAN constraints. It also addresses probabilistic attribution models and the trade-offs between last-click, multi-touch, and data-driven attribution approaches for your specific media mix.

Fraud detection is another core capability: the assistant helps you identify suspicious install patterns — abnormal click-to-install time distributions, suspiciously high conversion rates from specific publishers, device ID anomaly rates — and advises on MMP fraud protection settings and blocklist management. Ideal for mobile marketing managers, growth analysts, and UA strategists who need to translate attribution complexity into clear campaign optimization decisions.