ECONOMICS · ANALYTICS · APPLIED AI
Intelligence for consequential decisions
Magnolia helps energy and infrastructure leaders navigate uncertainty, evaluate alternatives, and make defensible decisions by bringing together economics, advanced analytics, and applied AI.
ORGANIZATIONS MAGNOLIA SUPPORTS
Energy companies & utilities
Ports & infrastructure operators
Economic development agencies
Industry associations
Investors & project developers
Strategic clarity in a complex world
THE MANDATE
Major investments, competing strategic priorities, and emerging technologies present difficult choices, often with incomplete information and significant consequences. Magnolia helps organizations navigate these challenges by examining the evidence, evaluating trade-offs, and identifying practical courses of action grounded in economic reasoning and rigorous analysis.
CAPABILITIES
Built around the questions that matter most
Economics, advanced analytics and applied AI assembled around the decision, never the other way around.
01Market & Strategic Intelligence
Understand the economic, competitive, and policy forces shaping your industry, and what they mean for strategic planning, investment, and growth.
02AI & Analytics Strategy
Identify where AI and advanced analytics can create meaningful value, assess organizational readiness, and develop a practical path from experimentation to implementation.
03Decision Models & Scenario Analysis
Evaluate competing alternatives, test critical assumptions, and understand how changing market conditions, costs, and risks could influence strategic decisions.
04Executive Decision Support
Translate complex evidence into clear strategic recommendations that help leadership teams weigh trade-offs, establish priorities, and make defensible decisions.
BUILT ON DEEP EXPERTISE
10+ years
Economics, analytics & decision support
Stanford + UC Davis
Advanced economics training
Data + AI
Applied models, workflows & decision systems
Gulf Coast
Based at the center of America’s energy economy
PORTFOLIO PROJECTS & APPLIED RESEARCH
Proof through the work
INDUSTRIAL OPERATIONS
AI-ENABLED EARLY WARNING FOR INDUSTRIAL PROCESS QUALITY
Can an emerging quality risk be identified early enough for engineers to investigate before final testing?
ORGANIZATIONAL STRATEGY
ORGANIZATIONAL INTELLIGENCE
How can organizations turn fragmented information into clearer strategic priorities and make more informed decisions about allocating limited resources?
POWER + INFRASTRUCTURE
AI/DATA CENTER LOAD GROWTH & GRID READINESS
Where could large-load growth create infrastructure constraints, investment needs or strategic opportunity?
IN DEVELOPMENT
DECISION METHODOLOGY
The Magnolia Approach
Technology serves the decision, not the other way around.
01 Clarify
02 Assess
03 Analyze
04 Synthesize
05 Decide
FOUNDER & PRINCIPAL
Economist
AI & analytics strategist
Decision advisor
Magnolia Decision Advisory is led by Rebecca Osakwe, an economist and AI & analytics strategist who brings 10+ years of experience in economics, research, data and executive decision support to the practical application of AI.
Clients work directly with Rebecca to frame high-stakes questions, evaluate where AI and analytics can create meaningful value, and translate complex evidence into clear action.
FEATURED INSIGHTS
Current thinking
AI + DECISION STRATEGY
Decision Infrastructure: The Missing Organizational Capability in the Age of AI
Why better models alone do not produce better decisions, and what leaders need to build around them.
GULF COAST ECONOMY
Beyond Investment: Turning Louisiana’s Energy Boom into Long-Term Prosperity
A framework for converting major energy investment into durable workforce, supplier and infrastructure gains.