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Sara Gilliland Kinney

Sara Gilliland Kinney

Owner & Systems Strategist (Applied AI Training Related Work)

USA flagGranite, Usa
$17.00/hrEntry LevelClickworkerRemotasksScale AI

Key Skills

Software

ClickworkerClickworker
RemotasksRemotasks
Scale AIScale AI

Top Subject Matter

Operational Data/E-commerce Analytics
Audio/Visual Control Systems

Top Data Types

TextText
VideoVideo

Top Task Types

RLHFRLHF
Bounding BoxBounding Box
Object DetectionObject Detection
Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
Evaluation/RatingEvaluation/Rating

Freelancer Overview

Owner & Systems Strategist (Applied AI Training Related Work). Brings 10+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Science, Colorado Technical University (2014) and Associate of Science, Colorado Technical University (2012). AI-training focus includes data types such as Text and labeling workflows including RLHF, Evaluation, and Rating.

Entry LevelEnglish

Labeling Experience

Owner & Systems Strategist (Applied AI Training Related Work)

TextRLHF
As the Owner & Systems Strategist, applied AI training methodologies and data evaluation processes to support optimization of business systems. Regularly generated high-fidelity labeled data for supervised and reinforcement learning models, improving predictive analytics and automation in operational workflows. Leveraged investigative logic and pattern recognition to create accurate labels and align machine learning systems with real-world observations. • Managed and evaluated AI-driven CRM and POS workflows. • Identified and annotated 'ground truth' cases for model optimization. • Refined labeled datasets to support RLHF and predictive algorithms. • Ensured ongoing alignment between machine learning outputs and operational needs.

As the Owner & Systems Strategist, applied AI training methodologies and data evaluation processes to support optimization of business systems. Regularly generated high-fidelity labeled data for supervised and reinforcement learning models, improving predictive analytics and automation in operational workflows. Leveraged investigative logic and pattern recognition to create accurate labels and align machine learning systems with real-world observations. • Managed and evaluated AI-driven CRM and POS workflows. • Identified and annotated 'ground truth' cases for model optimization. • Refined labeled datasets to support RLHF and predictive algorithms. • Ensured ongoing alignment between machine learning outputs and operational needs.

2024 - Present

Senior Audio / Visual Lead (AI Data Evaluation)

Text
Served as Technical Lead overseeing AI data evaluation and model validation for automated control systems in high-complexity AVL architectures. Provided human-in-the-loop diagnostic data, supporting system upgrades and machine learning reliability projects. Authored and maintained technical documentation to deliver quality assurance datasets for system predictive maintenance and troubleshooting models. • Audited and evaluated AI-driven control logic in AV network systems. • Generated labeled diagnostic data for system reliability improvements. • Delivered feedback and rating on model-generated outputs for QA. • Assisted in constructing 'edge-case' test datasets for robust AI validation.

Served as Technical Lead overseeing AI data evaluation and model validation for automated control systems in high-complexity AVL architectures. Provided human-in-the-loop diagnostic data, supporting system upgrades and machine learning reliability projects. Authored and maintained technical documentation to deliver quality assurance datasets for system predictive maintenance and troubleshooting models. • Audited and evaluated AI-driven control logic in AV network systems. • Generated labeled diagnostic data for system reliability improvements. • Delivered feedback and rating on model-generated outputs for QA. • Assisted in constructing 'edge-case' test datasets for robust AI validation.

2017 - 2024

Education

C

Colorado Technical University

Bachelor of Science, Criminal Justice

Bachelor of Science
2011 - 2014
C

Colorado Technical University

Associate of Science, Business Management

Associate of Science
2011 - 2012

Work History

M

Myzticvibes

Owner/Operator

Ukiah
2024 - Present
W

Wildhorse Resort & Casino

A/V Technician

Pendleton
2017 - 2024