Marketing Performance
Attribution Gap Review
Reviews attribution gaps by comparing deterministic credit assignment outcomes across first-touch, last-touch, linear, and position-based models. The dashboard lets users choose a reference model and a comparison model, then isolate the largest channel and campaign shifts using channel focus buttons, confidence filters, and a materiality threshold. A reconciliation panel quantifies credit displacement by channel and campaign while a ranked delta view highlights the rows most likely to affect budget guidance or executive narrative. Users can reset the review to the deterministic seed state after inspecting the model differences. Expected outputs include a model-delta summary, channel confidence tiers, and a deterministic recommendation set for planning and reporting alignment.
Channel & Campaign Drilldown
Enables drilldown from aggregate marketing outcomes into channel and campaign-level efficiency, conversion quality, and contribution diagnostics. The upper panel summarizes selected scope, while the center combines campaign rank tables, spend-to-pipeline scatter views, and variance columns for fast pattern detection. A concentration-risk module highlights overdependence on a small set of channels or creatives that can destabilize forecast confidence. Users can filter by channel family, campaign objective, and audience tier to isolate where optimization should be prioritized first. Expected outputs include a campaign intervention queue, deterministic budget reallocation guidance, and a repeatable list of underperforming campaign groups.
Creative Performance Explorer
Explores creative-level performance by linking message themes, formats, and audience segments to downstream conversion and revenue influence. The dashboard combines a creative leaderboard with fatigue indicators, engagement curves, and conversion-quality overlays to reveal which assets scale efficiently. A theme comparison matrix separates performance by value proposition so teams can distinguish temporary engagement spikes from repeatable business outcomes. Users can filter by channel, format, audience, and creative age to evaluate refresh timing and asset rotation decisions. Expected outputs include a deterministic keep-test-retire decision table, prioritized creative refresh list, and message-level performance hypotheses.
Funnel Stage Diagnostics
Diagnoses marketing funnel performance by stage using deterministic conversion, velocity, and leakage metrics from lead capture through closed-won influence. The dashboard presents stage conversion cards, trend lines, and leakage heatmaps to identify where throughput degrades across the funnel. A bottleneck panel compares current period against baseline targets by region and segment, revealing whether issues are localized or broad-based. Users can switch stage lenses, choose percentile views, and apply minimum-volume rules to ensure comparisons remain statistically stable. Expected outputs include a ranked bottleneck list, stage-specific remediation hypotheses, and deterministic intervention priorities for marketing and sales handoff teams.
Marketing Performance Overview
Provides a single-screen diagnostic view of marketing performance with deterministic KPI tiles for spend, pipeline contribution, sourced revenue, CAC, and ROI across the selected reporting period. The top band compares current-period actuals against plan and prior-period benchmarks, while channel focus buttons and reporting-window controls let users isolate the time slice or channel mix under review. The center section combines channel trend trajectories with campaign cohort performance to separate systemic underperformance from isolated campaign misses. The lower diagnostics matrix assigns metric owners and status severity so decision meetings can translate directly into accountable actions, and the watchlist filter surfaces only rows that need intervention. Expected outputs include a prioritized watchlist of KPI gaps, an operating review table for leadership updates, and deterministic follow-up tasks for channel owners.
Optimization Action Queue
Presents a prioritized queue of campaign optimization actions ranked by expected pipeline impact, urgency, and implementation effort. The upper summary shows queue load, estimated upside, and SLA risk for delayed actions, while the main grid lists action recommendations with owner, due date, and dependency status. A side breakdown groups actions by intervention type such as bid adjustments, audience refresh, creative replacement, landing-page fixes, and follow-up process updates. Filters support rapid triage by channel, campaign objective, and confidence score, enabling deterministic assignment in weekly growth standups. Expected outputs include an owner-routed optimization register, due-date tracking, and an execution-ready calendar of interventions.
ROI Variance Diagnostics
Decomposes marketing ROI variance by channel, campaign objective, audience tier, and conversion stage to show where returns diverge from plan assumptions. The dashboard pairs a variance bridge with a driver table that quantifies contribution from spend levels, conversion rates, deal velocity, and average deal value. Users can compare performance against annual plan, latest forecast, and prior-period baseline to separate execution drift from planning error. Materiality controls allow teams to focus only on drivers large enough to change quarter outcomes, reducing noise during executive reviews. Expected outputs include signed variance decomposition, owner-assigned corrective actions, and deterministic assumptions for the next forecast cycle.