Learning Design & Effectiveness
Identify Pain Points. Refine Process. Solve Creatively.
Skills
Strengths
Map patterns through complexity to find the most efficient path forward. This allows for clear navigation of messy data and identification of systemic failure points.
My Thoughts On Leadership
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Project Highlights
Project Highlights
Applied AI & Systems Intelligence
➤ Architectied AI-powered workflows for content production, research synthesis, and operational automation to reduce manual cycle times.
➤ Leveraged large Language Models (LLMs) and Prompt Engineering to create adaptive responses and automation within complex business environments.
➤ Led roganizational change and training enablement for high-velocity adoption of AI tools to bridge the gap between legacy processes and modern digital infrastructure.
Operational Automation & Systems Architecture
- ➤ Designed and launched **CredentialForge**, an automated infrastructure that reduced operational support tickets by 90% through intuitive system logic.
- ➤ Automated outcomes assessment tracking within enterprise learning systems (Canvas LMS), eliminating manual data entry and reducing third-party licensing costs by thousands.
- ➤ Bridged the development-to-approval gap for large-scale institutions by architecting transparent workflows that integrated siloed tools and shortened approval cycles from months to weeks.
- ➤ Standardized institutional user experience processes to improve engagement and quality through iterative research and usability analytics.
Scalable Solution & Platform Deployment
- ➤ Created and deployed HOA Insights, a custom operational environment for residential governance, centralizing messy financials and vendor tracking into a single, high-visibility dashboard + HOA website for owners and guests.
- ➤ Transformed operational chaos into a modern digital experience that functioned as a primary sales lever for fiber internet enterprise partners.
- ➤ Successfully migrated fragmented legacy databases and operational processes into unified, modern platforms to ensure data integrity, user-centered accessibility, and long-term scalability.
- ➤ Led on-site and fully remote teams through multi-phase product rollouts to optimize enterprise-wide adoption.
Ecosystem Enablement & Team Architecture
➤ Directed large-scale cross-functional teams including 100+ remote faculty and 10 lead leads to maintain operational standards and production velocity.
➤ Conceptualized and deployed scalable training infrastructure for 2,000+ instructors, prioritizing ecosystem integration and long-term experience optimization.
Human-Centered Systems Architecture
➤ Created 1000+ engaging online courses with standardized technical frameworks to ensure WCAG-compliant accessibility and seamless user navigation.
➤ Developed 100+ responsive digital resources optimized for content hierarchy and performance across diverse technical ecosystems.
Evidence-Based Strategy & Operational Research
➤ Led mixed-methods research for global platforms serving 20,000+ users, uncovering systemic pain points that increased satisfaction by 25% through data-driven redesign.
➤ Utilized hueristic evaluations and feedback loops in cross-functional agile environments to iterate on interfaces and reduce systemic friction.
Systems Thinking & Strategic Infrastructure
Operational Frameworks & Strategic Models
The core of effective Systems Architecture is the ability to prioritize durable infrastructure over temporary fixes. I utilize multi-disciplinary frameworks to audit pain points, simplify technical friction, and measure success through organizational behavioral change.
System Dynamics Mapping Visualizing complex feedback loops to identify where manual bottlenecks create systemic drag.
Lean Six Sigma Principles Applying DMAIC (Define, Measure, Analyze, Improve, Control) to eliminate waste in digital workflows.
ADKAR Change Management Ensuring organizational readiness and technical adoption for new platform deployments.
Cognitive Load Optimization Engineering interfaces that respect human bandwidth to ensure accuracy and speed in high-stakes environments.
Creating Systems that Turn Friction into Flow
"I solve for the hidden complexities that others ignore, creating high-transparency environments where technical infrastructure serves the human objective, not the other way around."
My 5-Factor Decision Framework
The foundation I use to evaluate and lead every project
Core 5 Factors
I use these first on any request, problem, or initiative. I do not move to solutions until they are answered.
| # | Question | Purpose | What to Listen For |
|---|---|---|---|
| 1 | What operational outcome do we actually need? | Separate need from solution shopping | Behavior change, stopped workarounds, measurable result |
| 2 | Where is the friction or failure happening today? | Find the real problem | Current process, workarounds, pain points, risk events |
| 3 | What are the real constraints and dependencies? | Surface technical and organizational reality | Integrations, data ownership, security, what will break |
| 4 | What does success look like, and what is the cost of doing nothing? | Force prioritization and accountability | Metrics, timeline, risk of inaction, ROI |
| 5 | Who has to change their behavior, and what will make that possible? | Ensure adoption | Users, training needs, process changes, resistance |
Additional Questions by Category
Strategy & Alignment
- How does this support (or compete with) our top 3 organizational priorities?
- What are we deliberately choosing not to do if we say yes to this?
- Is this solving a one-time problem or building a repeatable capability?
Risk, Security & Continuity
- What is the worst realistic failure mode, and how do we contain it?
- Who owns the data, and what are the access and retention rules?
- What is our recovery time and recovery point if this fails?
- Does this increase or decrease our overall attack surface?
Architecture & Technical Debt
- What existing systems does this touch or replace?
- Are we adding another integration, or are we simplifying?
- What technical debt will this create or retire?
- Can we support this with current skills and tools?
Financial & Resource Reality
- What is the full cost (licenses, implementation, training, ongoing support, opportunity cost)?
- What resources will be pulled from other work?
- How will we measure return in 6 and 18 months?
- What happens to the budget if adoption is only 60%?
People, Change & Talent
- Who are the critical users and informal influencers?
- What skills do our people need that they don’t have today?
- Who will own this after the project team leaves?
- How will we know people are actually using it correctly?
AI & Emerging Technology
- What specific process or decision does this improve?
- What data quality and governance do we need for this to work?
- What human oversight is required?
- What is the fallback if the AI component fails or is inaccurate?
Vendor & Ecosystem
- What happens if this vendor doubles prices or is acquired?
- How locked in will we be in two years?
- Who else is using this successfully in a similar environment?
Quick Decision Lenses
After gathering answers, I filter the decision through these three lenses:
- Reliability → Does this reduce operational risk or create new single points of failure?
- Leverage →Does this make the organization faster or more capable with the people and systems we already have?
- Sustainability → Can we secure, support, and improve this without heroic effort later?
If it fails any of the three, I slow down or redesign.
How I Use This Framework
- In meetings. I run the Core 5 before anyone proposes a solution.
- With my team. I require that proposals answer the Core 5 + relevant additional questions before they reach me.
- With executives. I translate technical issues into outcome, friction, constraints, cost of inaction, and behavior change.
- Personal rule. If I cannot clearly answer questions 1, 3, and 4, I do not yet have enough information to decide.