Capabilities

Capability Areas Demonstrated Through Projects

Decision Layer Analytics is currently a personal portfolio lab. These practice areas show how I frame business problems, build systems, and communicate measurable outcomes through prior professional work and portfolio projects.

Prove It Worked

Validate program ROI with statistical rigor. Move from correlation claims to causal proof that builds executive confidence.

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Predict What's Next

Stop guessing which customers to prioritize. ML models that tell you who will convert and why.

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Build It for Real

From whiteboard to production. Scalable cloud applications that your team can actually use.

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One Source of Truth

End the spreadsheet chaos. Dashboards everyone trusts, automated pipelines, standardized KPIs.

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Data That Flows

Reliable pipelines that don't break. Quality data where you need it, when you need it.

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AI-Ready Organization

Prepare your people and data for AI adoption. Training, governance, and a clear path forward.

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What makes this work credible?

  • • Proven methodologies applied to multi-million dollar programs
  • • Cross-functional expertise spanning statistics, ML/AI, and AWS architecture
  • • Executive-ready storytelling grounded in data and causal inference
  • • Repeatable frameworks, documentation, and demo-safe implementation artifacts

Future advisory paths

  • • Portfolio and hiring conversations
  • • Collaboration around analytics, AI, and AWS projects
  • • Limited advisory or project-based work in the future
  • • Talks, workshops, and playbook creation when appropriate

Want the curated version?

Start with the portfolio hub for selected case studies, repos, apps, and architecture notes.