For employers

Hire this AI Trainer

Sign in or create an account to invite AI Trainers to your job.

Invite to Job
Michael Bruce Riggleman

Michael Bruce Riggleman

AI Response Quality Analyst - Language Technology

camden, A
$15.00/hrExpertAppen

Key Skills

Software

AppenAppen

Top Subject Matter

No subject matter listed

Top Data Types

AudioAudio

Top Label Types

Text Generation

Freelancer Overview

I am a Master’s-qualified English-language analyst with over 9 years of experience specializing in AI response evaluation, data labeling, and editorial review. My work has involved evaluating and annotating more than 6,800 AI-generated responses across diverse domains such as science, business, healthcare, and the humanities. I excel at applying detailed scoring rubrics, fact-checking, and providing structured written justifications to ensure data quality and model safety. My expertise includes prompt engineering, ranking outputs for quality and compliance, and identifying inconsistencies or hallucinations within training datasets. I am highly skilled with AI evaluation interfaces, research databases, and workflow management tools, and I thrive in remote, fast-paced, multi-domain environments where accuracy and editorial rigor are essential.

ExpertEnglish

Labeling Experience

Appen

Advanced Audio & Text Annotation for AI Language Models

AppenAudioText Generation
Annotated thousands of English audio recordings to generate detailed descriptions of human speech attributes including tone, delivery style, pace, intonation, pronunciation patterns, accent markers, and demographic cues. Evaluated AI-generated text outputs using rubric-based scoring systems for factual accuracy, clarity, safety, and adherence to editorial standards. Created and labeled prompt-response datasets for LLM fine-tuning, improving model reasoning, coherence, and alignment with human-like responses. Conducted quality checks and detailed justification reports, ensuring high inter-annotator agreement and dataset reliability. Applied expertise across multiple domains including education, healthcare, policy, and digital communications.

Annotated thousands of English audio recordings to generate detailed descriptions of human speech attributes including tone, delivery style, pace, intonation, pronunciation patterns, accent markers, and demographic cues. Evaluated AI-generated text outputs using rubric-based scoring systems for factual accuracy, clarity, safety, and adherence to editorial standards. Created and labeled prompt-response datasets for LLM fine-tuning, improving model reasoning, coherence, and alignment with human-like responses. Conducted quality checks and detailed justification reports, ensuring high inter-annotator agreement and dataset reliability. Applied expertise across multiple domains including education, healthcare, policy, and digital communications.

2021 - 2024

Education

U

University of Colorado Denver

Master of Arts, English (Writing and Digital Communication)

Master of Arts
2015 - 2017
W

West Virginia University

Bachelor of Arts, English

Bachelor of Arts
2010 - 2014

Work History

R

Rocky Mountain Knowledge Group

Editorial Standards Consultant

Fort Collins
2019 - 2022
C

Colorado Public Data Collaborative

Research Communications Specialist

Denver
2017 - 2019