Product preference & market simulation
Which combination of safety, autonomy, connectivity, energy, and comfort should shape a new mobility offer?
- Conjoint analysis
- Customer segmentation
- Choice simulation
Selected work · Applied analytics
Applied Analytics Casework
Selected analytical casework spanning preference research, predictive modeling, optimization, recommendation systems, and simulation.
The challenge
A model matters only when it sharpens the decision.
Leaders often have a consequential question but not a dependable way to connect fragmented data, uncertain assumptions, and competing tradeoffs to a decision they can defend.
The response
Use the method the question requires.
Across this body of work, Axlete structured the decision, selected fit-for-purpose methods, compared alternatives, and translated the result into a clear course of action. That discipline now informs how we build Parallax and organizational intelligence systems.
Decision modelingMachine learningOptimization & simulation
Casework library
Different questions. Deliberate methods.
Presented as analytical casework, each example began with a decision and worked backward to the evidence and method required.
Workforce attrition & engagement
Which factors signal preventable attrition or disengagement, and which interventions merit action?
- Classification
- Model comparison
- Driver analysis
Loan pricing & risk modeling
Which loan attributes best explain interest-rate assignment, and which model balances accuracy and interpretability?
- Feature engineering
- Random forest and SVM
- Model validation
Capacity, pricing & revenue optimization
How should a transportation operator allocate constrained capacity and price under uncertainty?
- Optimization
- Scenario modeling
- Revenue management
Recommendation systems
Which approach best improves discovery and cross-sell across retail and media catalogs?
- Market-basket analysis
- Collaborative and content filtering
- Neural networks
Public-health supply simulation
What production plan best balances uncertain demand, shortage risk, surplus risk, and economics?
- Monte Carlo simulation
- Demand modeling
- Decision analysis