Manuel W.

Key Skills

Software

Other

Top Subject Matter

AI training dataset preparation

labeling review

and output quality evaluation

Top Data Types

Text

Image

Document

Top Task Types

No task types listed

Freelancer Overview

AI Data & Intelligent Systems Operations Specialist, CHS Inc.. Brings 12+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Science, Montana State University Billings (2018). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Data & Intelligent Systems Operations Specialist, CHS Inc.

OtherText

Supported applied AI and analytics initiatives by preparing, validating, and evaluating datasets for machine learning and intelligent systems. Performed review and quality checks on labeled data to ensure accuracy, completeness, and consistency. Conducted comparative evaluations of AI-generated outputs using statistical and logical reasoning to verify data reliability. • Reviewed labeled text data for accuracy and consistency • Executed categorization, tagging, and quantitative assessment tasks • Applied anomaly, inconsistency, and potential bias checks • Adjusted workflows to meet evolving technical requirements and guidelines

2018 - Present

Data Quality & Systems Support Analyst, Avista Corporation

OtherText

Supported enterprise data and analytics initiatives by reviewing, validating, and organizing information used in operational reporting and early intelligent system workflows. Applied validation checks to identify discrepancies and structural or formatting issues in datasets. Standardized and documented data handling procedures to support traceability and quality control. • Reviewed datasets for completeness, accuracy, and structural consistency • Applied validation checks to detect discrepancies and formatting issues • Organized and standardized data for downstream analytical use • Documented data handling procedures and collaborated to meet data integrity standards

2015 - 2018

Education

Work History