Open to opportunities

Shelby Stumpf

@shelbystumpf

AI-integrated education and operations generalist who improves learning outcomes and team efficiency through data-driven support.

United States

Message

What I'm looking for

I’m looking to support cross-functional teams by implementing AI-assisted workflows, strengthening documentation and onboarding, and applying data-driven progress monitoring to deliver measurable learning and operational results.

I’m an adaptable education professional and generalist with experience in classroom instruction, special education support, tutoring, and operational roles. I integrate technology and AI tools to improve learning outcomes and operational efficiency, and I’m known as a strong collaborator who uses individualized instruction and progress monitoring to solve problems across teams.

Most recently, I support cross-functional teams (product, ops, and research) as a Generalist at Outlier AI, where I implement and test AI-assisted workflows, collect and analyze qualitative feedback to prioritize feature adjustments, and create onboarding materials, how-to guides, and knowledge-base articles to streamline new-hire ramp-up. Previously, I delivered personalized instruction as a Virtual Tutor at Varsity Tutors using AI tools for tailored lesson materials and student progress tracking, and I taught diverse learners through standards-aligned lesson planning, differentiated instruction, and formative assessments.

Experience

Work history, roles, and key accomplishments

Current

Generalist

Current

Outlier AI

Nov 2025 - Present (7 months)

Coordinated cross-functional projects across product, operations, and research to improve workflows using AI-assisted tooling and process documentation. Collected qualitative feedback to prioritize feature adjustments and created onboarding materials to streamline new-hire ramp-up.

Project Coordination Cross Functional Collaboration Process Improvement Quality Assurance Documentation

Virtual Tutor

Varsity Tutors

Sep 2024 - Jan 2025 (4 months)

Delivered personalized online instruction using differentiated strategies to close learning gaps. Integrated AI tools to design tailored lesson materials and track student progress, providing actionable feedback to students and families.

online tutoring Student Progress Tracking Learning Gap Intervention Feedback

Second Grade Teacher

Nye County School District

Jul 2024 - Jan 2025 (6 months)

Designed and delivered standards-aligned lesson plans for diverse learners using differentiated instruction and formative assessments. Collaborated with faculty and families to support student growth and monitor progress.

Lesson planning Standards Alignment Family engagement

Paraprofessional

Round Mountain Elementary School

Aug 2023 - May 2024 (9 months)

Provided one-on-one and small-group instructional support using IEP/BIP strategies to meet students' needs. Used classroom technology and AV tools to support instruction and assist with data collection.

IEP BIP Support Small Group Instruction Instructional Technology Data Collection Learning Support

Assistant Manager

Champ’s

Aug 2022 - Apr 2023 (8 months)

Managed inventory, ordering, and store closing procedures while resolving customer concerns. Supervised daily operations and supported sales initiatives to keep store operations running smoothly.

Inventory Management Store Procedures Customer Service Sales Support

Veterinary Technician

Moapa Valley Veterinary

Apr 2013 - Aug 2016 (3 years 4 months)

Assisted with exams and treatments, administered medications, and maintained accurate record keeping. Communicated clearly with pet owners about care and follow-up instructions.

Animal Care Client Communication