Portfolio Optimization

Overview

The Portfolio Optimization skill applies mathematical optimization techniques to project portfolio selection and balancing. It maximizes portfolio value while respecting budget, resource, and strategic constraints, enabling data-driven investment decisions.

Capabilities

Optimization Methods

• Apply constraint-based optimization (budget, resources)
• Calculate efficient frontier for risk-return tradeoff
• Support integer programming for project selection
• Model dependency constraints between projects
• Handle mutually exclusive project alternatives

Multi-Criteria Analysis

• Support multi-criteria project scoring
• Apply weighted scoring models
• Perform pairwise comparison (AHP)
• Normalize heterogeneous criteria
• Calculate composite portfolio scores

Scenario Analysis

• Perform scenario analysis on portfolio
• Calculate portfolio-level NPV and risk
• Identify project interdependencies
• Generate what-if analysis for portfolio changes
• Model constraint relaxation impacts

Portfolio Balancing

• Support dynamic portfolio rebalancing
• Optimize resource allocation across projects
• Balance strategic alignment dimensions
• Model risk diversification
• Track portfolio composition metrics

Usage

Input Requirements

• Project candidates with attributes
• Scoring criteria and weights
• Constraint definitions (budget, resources)
• Strategic alignment factors
• Project dependencies and exclusions

Output Deliverables

• Optimized portfolio selection
• Efficient frontier visualization
• Constraint analysis report
• Scenario comparison results
• Portfolio balance scorecard

Example Use Cases

1. Annual Planning: Optimize project selection for budget
2. Portfolio Review: Rebalance in-flight portfolio
3. Strategic Alignment: Maximize strategic value
4. Resource Planning: Optimize under resource constraints

Process Integration

This skill integrates with the following processes:

• portfolio-prioritization.js
• Resource Planning and Allocation
• benefits-realization.js
• Business Case Development

Dependencies

• Optimization algorithms (linear, integer programming)
• Constraint solvers
• Financial models
• Visualization libraries

Related Skills

• SK-009: NPV/IRR Calculator
• SK-011: Benefits Tracking Dashboard
• SK-019: Dependency Mapper