We analyze data to help clients minimize or avoid these three sources of failures by advocating a process involving deep data analysis for small and big data as illustrated in this figure:
Deep data analysis is involved at each stage: text analysis for Ideas, Conjoint and Kansei Analysis for development, discrete choice for testing, message ranking and TURF for launch, and big data analysis for tracking.