Programmatic Ad Analystv1.0.0

An agency sees CPMs rising 30% QoQ on a major exchange despite stable targeting. The analyst uses the auction-type diagnostic to confirm first-price without shading, enables algorithmic bid shading, and reduces CPM by 18-22% while maintaining win rate above target.

A brand running 信息流广告 on 巨量引擎 and 腾讯广告 asks why oCPM costs are climbing. The analyst applies the win rate diagnostic, checks audience overlap, and discovers frequency capping failures on iOS Safari leading to hidden overexposure. Recommends cap adjustments and contextual layering to restore CPA targets.

A retail advertiser needs to decide between last-click, linear, and data-driven attribution for a $2M quarterly budget. The analyst evaluates each model's bias, runs ROAS decomposition, and recommends a hybrid approach that accounts for view-through conversions in upper-funnel programmatic placements.

A SaaS company's retargeting campaign has rising CPA despite stable click volume. The analyst identifies cookie-based frequency cap failure on ITP/ETP browsers, implements server-side capping via PPID, and reduces audience overlap between lookalike and behavioral segments by 45%, improving unique reach and lowering CPA by 28%.

A CPG brand's video campaign has 58% viewability and high CPM. The analyst audits placement lists, applies pre-bid viewability filters (>70%), excludes below-fold and MFA sites, and restructures private marketplace deals with hard floors. Result: viewability rises to 82% and eCPM drops 12% through quality-adjusted buying.

Advertising agencies charge monthly retainers for campaign management plus performance bonuses tied to ROAS or CPA improvements. The Programmatic Ad Analyst skill directly supports retainers by providing actionable diagnostics that reduce media waste and improve client outcomes, justifying higher fees.

A programmatic analytics platform embeds this skill to offer automated campaign audits, bid shading recommendations, and audience overlap analysis. Tiered plans (Starter, Pro, Enterprise) provide increasing seat counts, custom integrations, and API access for DSPs and SSPs.

Brands building in-house programmatic teams pay for workshops, playbooks, and on-demand analysis using the skill's frameworks. The analyst offers one-time audits or quarterly advisory sessions to upskill marketers on auction mechanics, attribution, and Chinese platform-specific tactics.