
Fragmented channels and flawed attribution models distort performance, masking true incremental impact and limiting growth
The gap between data and decisions
Marketing represents 5–15% of revenue but lacks accurate attribution of incremental impact
Siloed platforms and inconsistent KPIs reduce comparability and decision clarity
Last-click models overinvest in lower-funnel channels while undervaluing brand impact
Significant portions of spend fund non-incremental or cannibalized demand
How NTT DATA helps
Quantify true incremental sales by separating base demand from marketing-driven impact across all channels

Integrate online, offline, and external factors into a single analytical framework for decision-making

Identify over- and under-invested channels to optimize ROI without increasing total spend

Simulate budget shifts and forecast outcomes to balance growth and margin objectives dynamically

Connect data, models, and executive decisions to ensure consistent, actionable marketing investment strategies


Achieved by shifting 10–20% of spend toward higher-return channels
Reduced waste and better allocation directly increase profitability
MMM isolates marketing-driven growth from baseline demand across channels
Scenario simulation enables dynamic reforecasting under changing market conditions