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Professional Output

Designing Systems
for Scale.

A selection of institutional systems, economic analysis, and practical AI implementations focused on measurable outcomes and repeatable execution.

AI Enablement

3 Series

Practical Trainings & Programs Led

System Reach

Thousands

Users for Standardized Solutions

Strategic Adoption

25 People

Involved in New AI Workflows

Selected Projects

Strategic Operations

AI Orchestration & Systems Design

"Built a scalable enterprise AI enablement structure from the ground up, focusing on repeatable workflow improvements and leadership governance."

Enablement Scope

5 Leaders

Trainings Taught

3 Total

Key Outcomes & Results

  • Designed and launched an internal AI environment to support higher-quality delivery across global teams.

  • Established an end-to-end AI tool request and approval workflow, integrating InfoSec and leadership requirements.

  • Developed a reusable 'AI Handbook' and training standards, driving adoption and reducing administrative overhead.

Product Delivery

Workflow Modernization & Product Systems

"Rebuilt critical delivery systems to improve visibility and consistency through AI-driven automation and standardized documentation."

Users Reached

Thousands

Delivery Systems

Rebuilt & Standardized

Key Outcomes & Results

  • Automated the release documentation process using AI to bridge-gap sprint demos and stakeholder visibility.

  • Standardized platform manual experiences, significantly improving launch readiness and information accessibility.

  • Refreshed training documentation to align with rapid platform changes for thousands of active users.

Organization Design

Institutional Program Strategy

"Packaged complex organizational initiatives into executive-ready, repeatable business models."

Program Scope

10-Week Rubric

Impact

Exec-Ready Model

Key Outcomes & Results

  • Built a comprehensive internship program model with 10-week rubrics and full work plans.

  • Developed executive-level proposal decks and launch timelines for scaling strategic initiatives.

  • Applied economic theory and data-driven prioritization to optimize project delivery timelines.

Writing Archive

AI Lowers Startup Overhead

Feb 14, 2026

AI Lowers Startup Overhead

AI isn’t “killing entrepreneurship”, it's actually making it easier to start a business.

AI That Ships
Execution Design
Read on LinkedIn
Weather vs Economics

Feb 10, 2026

Weather vs Economics

Winter storms remind me of Economics: Everyone checks the forecast, and nobody is ready for the results.

Applied Economics
Forecasting
Read on LinkedIn
Where Did Entry-Level Jobs Go?

Feb 5, 2026

Where Did Entry-Level Jobs Go?

Where did all the entry-level jobs go? Hint: it’s not just AI.

Applied Economics
Labor Market
Read on LinkedIn
AI Isn't a Cheat Code

Jan 28, 2026

AI Isn't a Cheat Code

AI isn’t a productivity cheat code just because it exists.

AI That Ships
Workflows
Read on LinkedIn
The Economy Isn't a Screenshot

Jan 15, 2026

The Economy Isn't a Screenshot

People keep asking me for a one-sentence read on the economy. “Are we in a recession or not?”

Applied Economics
Market Signal
Read on LinkedIn
Separating AI Hype from Data

Jan 8, 2026

Separating AI Hype from Data

I’ve been trying to separate AI productivity hype from the actual data.

AI That Ships
Data to Decisions
Read on LinkedIn