I care deeply about how information is created, maintained, and shared, because people make real decisions based on what they find, whether it's as simple as where to eat or as important as what doctor to visit. It's why I believe organizations have a responsibility to ensure their information is reliable, unbiased, and accurate.
I focus on data and information governance, metadata management, and information integrity, helping organizations prevent downstream failures caused by inconsistent definitions, poor classification, and unvetted data.
I apply these same principles directly to AI where accurate, ethical, and well-structured information is the key to a strong foundation.
Information integrity work and AI output evaluation share the same core failure modes: inaccurate records, inconsistent classifications, missing context, outdated information, and outputs that can have a negative impact on the people relying on them.
I apply a structured audit approach to identify and address gaps that cause downstream issues.
ℹ️ Information & Data Integrity
- Accuracy
- Classification consistency
- Definition and standards alignment
- Information lifecycle validity
- Source reliability
💻 AI Output Evaluation
- Bias and fairness
- Cognitive accessibility
- Misaligned or unintended outputs
- Response integrity
- UX clarity
This approach supports organizations working through process improvement, content workflow challenges, classification gaps, and responsible AI integration, whether the problem lives in a legacy database, a vendor submission, or a generated output.
-
Retail Metadata Ingestion and Workflow Improvement An Information Integrity Project (IIP) focused on taking flat query spreadsheet return and turning it into a multi-sheet workbook with actionable categories, metrics, and problem tracking use.
-
HHS Contract Expiration — Classification Governance & Integrity Analysis An Information Integrity Project (IIP) applying classification governance and downstream use case planning to publicly sourced Health & Human Surfaces contract expiration data file (17,773 records), including data field separation, NAICS taxonomy classification, and multi-dimensional reporting with Looker visualization.
-
Chiron Accessibility Audit & Ethics Integrity Framework An Information Integrity Project (IIP) applying WCAG 2.2 and plain-language principles to accessibility audit and ethics review. Includes a structured three-part audit cycle, fulfillment ratings rubric, UX walkthrough, and full QA documentation set.
- Minerva Pro Cognitive support prompts designed to assist with focus management, task clarity, and emotional regulation.
- Minnie Basic A lightweight, beginner-friendly focus tool for navigating distraction, overwhelm, and task initiation.
- Atlas Job Suite A practical, stress-tested job search toolkit built for real users navigating overwhelming listings, shifting role terms, and limited time.
- Atlas Company Search A modular prompt for researching potential employers based on user-aligned values and criteria.
- Atlas Recruiter Search Helps users align and filter job titles based on actual responsibilities and preferred terminology.
- Atlas Role/Title Search A structured writing assistant designed to support tone, message clarity, and user authorship control.
- P.O.E. a writing prompt assistant that preserves voice, intent, and user control.