◒ Prescriptive Analytics
Prescriptive Analytics is a Scale-phase founder capability in the SKILLOS registry (category: new). Cross-references: 4 frameworks, 4 key metrics, 4 templates, 2 case studies, 3 mastery signals. Substrate applicability: 197 countries × 60 verticals × 99 SKILLOS sectors.
🔧 Frameworks
- Decision Optimization
- Constraint Satisfaction
- Multi-Objective Optimization
- Recommendation Systems
📊 Key Metrics
- Action adoption rate (>60%)
- Outcome improvement vs baseline
- Decision automation percentage
- ROI per recommendation
📋 Templates
- Decision matrix template
- Optimization constraint list
- Action prioritization framework
- Recommendation evaluation rubric
💡 Case Studies
Netflix's recommendation engine drives 80% of viewer activity and saves $1B/year in retention value — prescriptive 'what to watch next' creates measurably more engagement than search
Uber's surge pricing algorithm prescriptively balances supply-demand in real-time across millions of daily trips — mathematically optimal for matching riders to drivers
Prescriptive analytics only works if recommendations are actionable and adopted. Track recommendation acceptance rates — if teams ignore the outputs, fix the model or the culture.
🎯 You've mastered this when…
- Prescriptive recommendations routinely accepted without debate
- Measurable lift in KPIs when recommendations followed
- Teams request more automated decision support
Related skills in the Scale phase
Frequently asked about Prescriptive Analytics
What phase of the founder journey does Prescriptive Analytics belong to?
It is a Scale-phase skill in the SKILLOS registry. The seven phases are Foundation, Discovery, Capital, Build, Growth, Revenue, and Scale.
What are the most useful frameworks for Prescriptive Analytics?
The four canonical frameworks are: Decision Optimization; Constraint Satisfaction; Multi-Objective Optimization; Recommendation Systems.
How do I know when I have mastered Prescriptive Analytics?
Mastery signals include: Prescriptive recommendations routinely accepted without debate; Measurable lift in KPIs when recommendations followed; Teams request more automated decision support.
Which sectors does this skill apply to?
All 99 SKILLOS sectors — from AI & Machine Learning to Emerging Consumer Technology. The skill applies across every vertical in AJG's substrate of 197 countries and 60 commerce verticals.