Scott K.

Key Skills

Software

CrowdFlower

Axiom AI

AWS SageMaker

Top Subject Matter

Accounting & Finance

Top Data Types

Text

Top Task Types

Polygon

Freelancer Overview

Senior AI Content Developer (Accounting & Finance). Brings 14+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Master of Interdisciplinary Research and Communication, University of Florida (2017) and Master of Science in Finance, University of Florida (2013). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Senior AI Content Developer (Accounting & Finance)

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As Senior AI Content Developer, I reviewed and validated accounting questions and logic for internal AI training systems. I utilized Python and proprietary tools to evaluate the reasoning of language models in accounting and finance domains. The work included error identification in AI-generated content and testing for edge cases in managerial accounting logic. • Conducted systematic AI model assessments for quantitative and logic accuracy. • Developed and executed validation rubrics for LLM-generated responses. • Collaborated on tools to reduce model review time and improve benchmarks. • Focused on ensuring the reliability of AI financial content and output.

2021 - Present

AI Data Specialist (Automated Assessment & Reasoning Pipeline)

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Developed an automated assessment and reasoning pipeline for labeling graduate-level technical documents. Labeled documentation for quantitative accuracy, algorithmic structure, and technical rhetoric using a custom Python/Scikit-learn framework. Integrated ML classifiers to evaluate and annotate academic writing for correctness and precision. • Created workflows for standardizing and labeling economic datasets. • Applied grading rubrics for systematic evaluation of academic content. • Collaborated with researchers and students to annotate and validate technical writing. • Generated feedback loops for continuous improvement of document labeling quality.

2020 - 2020

Education

Work History