AI Evaluation & Annotation Specialist

SHAYNA HUTCHINS

United States **************@***************.*** 480-***-**** in/shayna-hutchins5 www.LoveRecoveredCo.com

SUM M ARY

InnovativeAITraining & Evaluation Specialist with 4 years of experience devising comprehensive evaluation frameworks for AI models. Pioneered

the development of data annotation guidelines, boosting annotation consistency and expediting machine learning project delivery. Seeking to

leverage expertise in LLM evaluation to drive transformative AI solutions at a forward-thinking organization.

EXPERIENCE

Founder

Love Recovered Co January 2025 - Present,Scottsdale, Arizona

+Instituted scalable client onboarding procedures, streamlining intake workflows and expediting project kickoff for machine learning partnerships.

-Forged strategic partnerships with industry leaders, expanding service offerings and enhancing the organization's reputation within the

healthcare technology sector.

-Championed cross-departmental collaboration to deploy data-driven retention strategies, securing enduring client relationships and supporting

sustainable revenue growth.

Al Training & Evaluation Specialist

Freelance / Contract 2024 — Present,Remote

-Devised comprehensive evaluation frameworks for AI model assessments, ensuring robust quality benchmarks and seamless alignment with

client objectives throughout contract engagements.

-Engineered data annotation guidelines and tailored instructional resources, equipping contractors to enhance annotation consistency and

accelerate delivery of client machine learning initiatives.

+Standardized feedback processes for annotator performance by crafting objective evaluation rubrics, driving improvements in annotation accuracy

and facilitating timely project deliveries.

Content & Digital Projects Specialist

Independent 2022 — Present,Remote

Developed and reviewed written and visual content with a focus on clarity and audience alignment

-Designed and optimized repeatable content workflows, improving efficiency, task tracking, and cross-platform coordination.

-Analyzed performance insights to improve communication effectiveness

Maintained organized systems for project tracking and asset management.

Al Model Training Contributor

Project-Based Platforms (Mercor, Outlier) 2024,Remote

-Reviewed model outputs for reasoning quality, instruction adherence, and content appropriateness

-Flagged issues and generated corrected or higher-quality responses to support training objectives

-Completed structured evaluation tasks requiring analytical thinking and attention to detail

Adapted quickly to new workflows, tools, and project requirements

-Evaluated model outputs simulating real-world operational and decision-making scenarios, verifying logical sequencing, process alignment, and

consistency with defined constraints.

EDUCATION

CertifiedExpertLife Coach

Minor inCertified Coaching & Mentoring-Champion Academy-The United Kingdom:2024

-Completed Expert Life Coaching Certification through The Champion Academy with Ed J. C. Smith, developing skills in communication, behavioral

analysis, goal setting, and structured personal development frameworks.

Cosmetology License

Minor inHair, Skin, & Nails-Toni & Guy Academy: Scottsdale, Arizona-2007

+Studied at Toni & Guy Academy from 2006-2007, completing required training hours toward Arizona State cosmetology licensure and gaining

hands-on experience in professional hair services and client care.

Some College

Minor inPsychology-Scottsdale Community College-Scottsdale, Arizona-2004-3.68

+I attended Scottsdale Community College, where I completed general studies coursework with a focus on psychology. While I did not pursue a

formal degree, my studies emphasized communication, human behavior, and analytical thinking.

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