KendraAI Data Evaluation
Reviewing AI-generated content, text responses, and search results for accuracy, relevance, and compliance with project guidelines.
Hey There, I'm Kendra
I review AI-generated content and digital information for accuracy, relevance, and quality, and I love getting the details right.
viellarox@gmail.comAI response review
- Accuracy
- Relevance
- Compliance
25+YearsExperience
B.S. Information SystemsPennsylvania State University
Data Quality & Annotation
Structured data labeling and classification, plus spotting inconsistencies, errors, and unclear information within datasets.
Research & Documentation
Online research to verify information, backed by clear written feedback, quality reports, and repeatable process documentation.
Services
What do I help with?
I help teams improve the quality of the data behind their products by reviewing digital information, applying structured guidelines, and improving accuracy across datasets and AI-generated content.
With a background in information systems, data management, research, and quality-focused processes, I'm interested in contributing to AI training, data evaluation, and machine learning improvement projects.
- 25+Years of Experience
- 4Professional Roles
- 2Remote AI Data Roles
Career
My Work Experience
TELUS Digital
2024 – 2025 · RemoteAI Data Quality Reviewer
- Review and evaluate AI-generated content for accuracy, relevance, and compliance with project guidelines
- Analyze search results, text responses, and digital information to determine quality and usefulness
- Perform structured data labeling and classification tasks to support AI model improvement
- Identify inconsistencies, errors, and unclear information within datasets
- Provide written feedback to improve AI-generated outputs
RWS Group
2021 – 2024 · RemoteData Quality Analyst
- Reviewed large volumes of digital content and language-based data for accuracy and consistency
- Applied detailed evaluation criteria to classify and improve training datasets
- Conducted online research to verify information and identify content issues
- Maintained documentation and quality reports for ongoing projects
- Collaborated with distributed teams on data-focused assignments
Health Network Technology Services
2010 – 2021 · Pennsylvania, USAInformation Systems Specialist
- Supported internal information systems and maintained accurate digital records
- Assisted users with technology systems, data organization, and workflow improvements
- Managed reports, documentation, and data quality processes
- Reviewed system information to identify errors and improve operational efficiency
- Supported technology adoption across administrative teams
Pennsylvania Business Services Organization
1998 – 2010 · Pennsylvania, USAAdministrative Technology Coordinator
- Maintained electronic records and supported office technology systems
- Created reports and organized business information using digital tools
- Assisted with database updates and document management
- Improved administrative workflows through technology solutions
Toolkit
Skills & Training
Core Skills
- AI Data Evaluation
- Data Quality Review
- Content Assessment
- Information Verification
- Search Relevance Evaluation
- Data Annotation
- Quality Assurance
- Research & Analysis
- Process Documentation
- Technical Support
- Digital Systems Management
- Microsoft Office Suite
- Database Management
- Remote Collaboration
Technical Skills
- SQL (Database Fundamentals)
- Python (Basic Data Processing)
- Microsoft Excel
- Google Workspace
- Data Management Systems
- CRM Platforms
- Online Research Tools
- AI Productivity Tools
- Documentation Platforms
B.S. in Information Systems
Pennsylvania State University · University Park, PA · 1989 – 1993Data Analytics & AI Foundations
Online Professional Training · 2022- Data Quality Principles
- Machine Learning Concepts
- AI Model Evaluation
- Data Preparation Techniques
Academic Transcript
B.S. in Information Systems · Pennsylvania State University · 1989 – 1993| Course | Title | Credits | Grade |
|---|---|---|---|
| IST 101 | Introduction to Information Systems | 3.0 | A |
| MATH 140 | Calculus with Analytic Geometry I | 4.0 | B+ |
| ENGL 015 | Rhetoric and Composition | 3.0 | A- |
| STAT 200 | Elementary Statistics | 4.0 | B+ |
| CMPSC 101 | Introduction to Programming | 3.0 | A |
| Term GPA | 17.0 | 3.63 | |
| Course | Title | Credits | Grade |
|---|---|---|---|
| IST 240 | Database Fundamentals | 3.0 | A |
| IST 260 | Systems Analysis and Design | 3.0 | A- |
| ECON 102 | Introductory Microeconomic Analysis | 3.0 | B+ |
| CMPSC 121 | Data Structures | 3.0 | B |
| COMM 150 | Business Communication | 3.0 | A |
| Term GPA | 15.0 | 3.60 | |
| Course | Title | Credits | Grade |
|---|---|---|---|
| IST 420 | Information Quality and Data Management | 3.0 | A |
| IST 440 | Information Systems Project Management | 3.0 | A- |
| IST 495 | Senior Capstone | 4.0 | A |
| STAT 301 | Applied Statistical Methods | 3.0 | B+ |
| Term GPA | 13.0 | 3.77 | |
Cumulative45.0 creditsGPA 3.66
Selected Work
Project Experience
AI Response Evaluation & Data Quality Project
- Reviewed AI-generated responses using structured quality criteria
- Compared outputs for accuracy, completeness, and relevance
- Documented patterns and common errors to support improvement
Digital Information Management Project
- Organized and analyzed large collections of digital records
- Improved consistency through standardized review processes
- Created documentation for repeatable workflows
Let's make something amazing together.
Start by saying hi- Strong attention to information accuracy
- Reliable independent work habits
- Clear written communication
- Ability to learn new technology platforms
- Experience following detailed procedures
Information
- viellarox@gmail.com
- Kendra Su Irvin
- Location
- Lansdale, PA, USA
- Languages
- English (Fluent)