From Code to KPIs
Dr. Data Decision Intelligence was founded by Dr. Zubia Mughal, Ed.D., an enterprise AI and data research leader focused on reliable machine learning, decision intelligence, and adoption. With years of applied research and advisory for decision-ready AI systems, she helps organizations bridge the gap between data collection and confident action.
Her path: 23 years from programming instructor to Lead Data Researcher, now building and validating AI agents that move business metrics.
Our mission: transform scattered data into confident decisions. No drama. Just data that works.
Bridging Learning Science & Production AI
I didn't come to AI through a bootcamp. I came through two decades of technical work, teaching programming, architecting enterprise learning systems, and conducting doctoral research on training transfer optimization using statistical methods and ML algorithms.
In my latest engagement, I served as a data consultant and lead researcher on an enterprise AI Services team. I architected GraphRAG knowledge graphs, implemented MLOps governance, and deployed predictive models (churn, risk, survival forecasting) that connected fragmented enterprise data to confident business decisions.
My team delivered 92,000+ labor hours saved annually, equivalent to $4.6M+ in productivity gains, through automated analytics and governance systems serving 1,500+ business users.
Agent Architecture
GraphRAG • Neo4j • Vector DBs • LLM Orchestration (LangChain) • Azure AI Foundry • RAG Systems
Decision Intelligence
Churn Modeling • Survival Analysis • Forecasting • MLOps • KPI Architecture • Explainable AI (SHAP)
Research & Training Transfer
EdD Research • 70:20:10 Learning Frameworks • Organizational Change • Human-AI Interaction
92,000+
Labor Hours Saved Annually
23+
Years Technical Experience
50+
ML Systems Deployed
$4.6M+
Productivity Gains Delivered
The Journey
Programming Foundations
Started career teaching programming (C++, SQL, systems analysis) at community college level, building the technical foundation that would later power ML systems.
Enterprise Learning Leadership
Progressed to senior Instructional Design roles, specializing in technical training architecture for cloud, cybersecurity, and ERP systems adoption.
Doctoral Research Begins
Started EdD at UW-Stout, conducting quantitative research on workplace training transfer using statistical methods and ML algorithms for organizational effectiveness.
Decision Intelligence & AI
Pivoted to production AI/ML systems, architecting GraphRAG, MLOps governance, and predictive models that connect data to business KPIs.
Enterprise AI Leadership
Served as Performance & Learning Analytics Lead, then promoted to Lead Data Researcher, part of team delivering 92,000+ labor hours saved annually.
Dr. Data + PhD Instructor
Launched Dr. Data consultancy while teaching Quantitative Research Methods to doctoral candidates at UW-Stout.
Governance-First Agent Architecture
AI Systems You Can Trust, Audit & Defend
I design agentic AI systems that organizations can trust, audit, and defend.
While many AI solutions focus on speed and automation, my work focuses on:
Human Accountability
Clear ownership and responsibility in every decision
Deterministic Engineering
Predictable, repeatable outcomes you can rely on
Transparent Decision Logic
Explainable AI with clear reasoning paths
Regulatory Alignment
Governance designed for real compliance expectations
I help organizations deploy AI without losing control, by building systems that are explainable, reviewable, and designed for responsible scale.
This is AI built for real organizations, real risk, and real decisions.
Visit Governance & ResponsibilityThe Dr. Data Approach
I work with data. I build agents to do that. Every system follows one path: Discover → Connect → Decide
Discover
Uncover patterns in your data. Identify decision bottlenecks. Define KPIs that actually matter to executives.
Connect
Build agents that unify fragmented systems. GraphRAG, LLM orchestration, and MLOps that connect data to meaning.
Decide
Deliver decision-ready outputs. Clear actions tied to signals. Measurable outcomes that move the bottom line.
Stop data hunting. Start decision-making.
Book a short discovery call. We will map where decision intelligence fits your goals.
Book a discovery callMake progress with your data faster. Dr. Data turns scattered information into governance-first intelligence you can trust.