01Information governance
In DevelopmentProtecting what makes the brand valuable
A Microsoft Purview control design for customer profiles, employee records, influencer contracts, campaign plans, and confidential product information.
Data + AI Governance
Govern the data.
Guide the AI.
I translate business requirements into practical governance controls—connecting data quality, information protection, identity, risk, and responsible AI.
My point of view
Governance should make decisions clearer—not add noise.
Strong governance connects policy to execution. It defines who owns a decision, what evidence is required, how a control operates, and how outcomes are measured.
My work sits at the intersection of business, technology, and risk. I bring more than 12 years of experience in higher education, data management, compliance, reporting, documentation, and process improvement.
The fictional enterprise
Veloura Beauty Group
A modern beauty and lifestyle company selling cosmetics, haircare, and accessories through e-commerce, retail boutiques, and a loyalty app. Veloura works with influencers, agencies, suppliers, and beauty advisors—and is preparing to launch an AI-powered virtual beauty advisor.
One company · four governance modules · one practical reporting bridge
What Veloura needs to govern
Customer profiles & preferencesProduct, shade & ingredient dataLoyalty & purchase historyInfluencer & supplier contractsAI recommendations & decisionsSelected portfolio
One beauty brand.
Governance with a reporting bridge.
A concise case-study program showing how protected information and governed access create trusted data, how quality-controlled reporting supports decisions, and how the same foundation supports responsible AI.
02Identity governance
In DevelopmentGiving the right people the right access
An Entra governance model for employees, beauty advisors, agencies, suppliers, and seasonal partners using access reviews and lifecycle controls.
03Enterprise data governance
In DevelopmentCreating one trusted view of beauty data
The centerpiece: clear ownership and quality standards for customer, product, shade, inventory, supplier, and loyalty-program data.
04Reporting & data quality
CompletedTurning trusted beauty data into clear business decisions
A completed reporting case study using SQL, Microsoft Fabric, and Power BI to profile product data, resolve quality issues, model sales, and communicate actionable insights.
View completed case study05AI governance
In DevelopmentMaking personalization feel helpful—not invasive
A responsible-AI framework for Veloura's virtual beauty advisor and recommendation engine, covering data use, transparency, human oversight, bias, and monitoring.
Completed case study
Veloura Sales & Data Quality Overview
Built a compact raw-to-report workflow that preserves source evidence, standardizes product data, validates sales calculations, and gives decision-makers a trusted view of revenue, profitability, and data-quality exceptions.
Five governed KPIs and three decision-focused visuals translate the curated model into an executive-ready report.
Raw product and transaction files are retained alongside curated, dimensional, and fact tables. Select the image to view it full size.
Testing confirmed 120 unique transactions, zero unmatched product keys, and zero financial-calculation errors. Select the image to view it full size.
An active one-to-many relationship connects the trusted product dimension to sales facts and reusable measures. Select the image to view it full size.
120
validated transactions
0
unmatched product keys
0
calculation errors
1
product flagged for review
The governance chain
01Business need
→Define the decision, risk, and accountable owner.
02Governance control
→Translate policy into a clear, testable requirement.
03Implementation
→Configure the process, platform, roles, and evidence.
04Outcome
Monitor effectiveness and improve the control.
Credentials & foundation
Business depth.
Technical fluency.
My background combines doctoral-level business and information systems education with hands-on knowledge of Microsoft security, identity, cloud, and data platforms.
Doctor of Business AdministrationInformation Systems
Master of ScienceComputer Information Systems
Master of Business AdministrationBusiness Administration
Certifications earned
Microsoft Certified: Identity and Access Administrator Associate (SC-300)Microsoft Certified: Security, Compliance, and Identity Fundamentals (SC-900)Microsoft Certified: Azure Data Fundamentals (DP-900)CompTIA Data+CompTIA A+
Next chapter
Governance can be rigorous without losing the human side.
Open to fully remote opportunities in enterprise data governance, AI governance, information governance, data quality, governance reporting, reporting analysis, business intelligence, governance risk and compliance, and governance operations.
Explore the portfolio ↗