AI Data Annotation and Content Review Specialist

Nathan A. Fisher

Wilbraham, MA, USA 413-***-**** *.*********@*****.***

PROFESSIONAL SUMMARY

Detail-oriented professional with experience in data annotation, content review, red teaming, transcription, voice annotation, and AI training support. Former U.S. Air Force aircraft maintenance specialist with a strong background in procedural compliance, technical inspection, quality assurance, and high-pressure operational work. Also brings English teaching and tutoring experience in South Korea, strong communication skills, and a proven ability to complete high-volume tasks with accuracy and consistency. Seeking a role in data annotation, AI evaluation, content review, trust & safety, red teaming, or language-related support.

CORE SKILLS

Data Annotation • Content Review • Red Teaming • AI Training Support • Voice Annotation • Transcription • Quality Assurance • Guideline Compliance • Attention to Detail • Pattern Recognition • Technical Documentation • English Language Review • Risk Identification • Task Accuracy • Analytical Judgment • Team Leadership • Cross-Cultural Communication • Safety and Procedural Compliance

RELEVANT EXPERIENCE

Transcription Specialist, Alignerr

Remote January 2026 – Present

Transcribe air traffic control and pilot communications from airfield audio recordings with a high degree of accuracy

Apply careful listening, aviation terminology recognition, and formatting standards to produce reliable transcripts

Review fast-paced spoken communication for clarity, context, and precise written output

Follow project-specific transcription and quality guidelines Voice Annotation Specialist, Babel Audio

Remote 2023 – 2026

Performed voice annotation work for AI and speech-recognition data projects

Labeled, reviewed, and categorized audio data according to detailed annotation guidelines

Maintained consistency and quality across assigned tasks to support model training and evaluation

Content Reviewer / Data Annotation Specialist, RWS Remote 2023 – 2026

Conducted content review and data annotation tasks in accordance with client guidelines and project requirements

Evaluated content for quality, relevance, and policy compliance

Maintained consistent judgment and accuracy across high-volume review workflows

Supported AI training and data preparation through structured content evaluation Data Annotator, Outlier

Remote 2023 – 2026

Completed data annotation tasks supporting AI model training, evaluation, and improvement

Applied written instructions and project guidelines to assess, label, and improve data quality

Demonstrated strong analytical judgment, consistency, and attention to detail in task completion

Red Team Specialist, Mercor

Remote 2023 – 2025

Participated in AI red teaming and evaluation projects designed to identify model weaknesses, edge cases, and safety concerns

Reviewed outputs for harmful content risks, policy issues, and compliance gaps

Applied structured reasoning and critical analysis when evaluating model behavior against quality and safety standards

Contributed to improving AI reliability through adversarial testing and feedback Photo Rater, TELUS International

Remote October 2023 – Present

Complete approximately 500–600 photo annotation and rating tasks for AI data processing

Review visual content according to quality standards and project-specific guidelines

Maintain consistency and attention to detail across high-volume task workflows

Support AI model improvement through accurate image evaluation and categorization English Audio Recorder, LG Soundworks

Seoul, South Korea November 2019 – November 2020

Recorded more than 4,000 English words and phrases for AI-enabled software applications, including appliances and vehicle voice-recognition systems

Contributed speech data and associated body-language input for machine learning and recognition training

Delivered accurate recordings aligned with project requirements and language standards ADDITIONAL PROFESSIONAL EXPERIENCE

Front Desk / Receptionist, Bluedot Poshtel

[Location] January 2025 – Present

Managed guest check-in and check-out processes in a fast-paced hospitality environment

Responded to guest questions and resolved issues professionally

Handled reservations, front desk communication, and daily administrative tasks

Maintained a welcoming environment and supported smooth daily operations English Instructor, Brent’s Phone English

Remote 2022 – 2025

Conducted online English speaking lessons for Korean learners in a one-on-one phone- based format

Supported students in conversation practice, pronunciation, listening comprehension, and confidence building

Adapted instruction to varying proficiency levels and learning goals

Helped students improve practical spoken English skills through consistent guided practice

Tekbe Delivery Foreman, Lotte Logistics

Seoul, South Korea May 2020 – May 2023

Processed high daily package volume in a fast-paced logistics environment

Coordinated movement of 10–12 delivery trucks per day to maintain workflow efficiency

Performed time-sensitive work requiring accuracy, consistency, and task prioritization English Tutor, NVOIM

Seoul, South Korea November 2020 – November 2022

Tutored Korean students in English comprehension, conversation, pronunciation, and written communication

Adapted instruction to varying proficiency levels while maintaining consistent educational standards

Strengthened language precision, communication skills, and error detection English Teacher, Danbi English School

Hanam-si, South Korea September 2019 – March 2020

Instructed five classes of 8–12 students in English grammar, pronunciation, spelling, and conversation

Supported structured learning across varying student proficiency levels Aircraft Maintenance Specialist / Crew Chief, U.S. Air Force Shaw AFB, South Carolina / Osan AB, South Korea May 2014 – June 2019

Conducted inspection, maintenance, and servicing of F-16 aircraft in high-responsibility operational environments

Applied strict technical procedures, safety standards, and documentation practices

Supported aircraft readiness and launch operations for mission requirements

Trained and supervised 20+ airmen in hot pit aircraft refueling procedures and related safety protocols

Directed an 8-member team during Exercise Vigilant Ace 17, contributing to 100% sortie production for the group

Helped prepare 2 fully combat-loaded F-16 aircraft for a time-sensitive Show of Force mission

Automotive Repair, Quabbin Service Center

Belchertown, Massachusetts May 2013 – May 2014

Assisted with vehicle maintenance and repair tasks

Built foundational troubleshooting and inspection skills EDUCATION

University of Massachusetts Amherst

Bachelor of Business Administration / Political Science 2016 Wilbraham and Monson Academy

Wilbraham, Massachusetts 2011 – 2013

CERTIFICATIONS

Red Team Academy Certification

TEFL Certification

TRAINING & MILITARY COURSEWORK

Basic Military Training, Lackland AFB (2014)

Fighter and Tactical Aircraft Maintenance Apprenticeship Course — 31 semester credit hours awarded

Air Force Specialty Internship Journeyman Course — 8 semester credit hours awarded

F-16 Advanced Crew Chief Certification Training — 6 semester credit hours awarded

Aerospace Prop Engine Removal and Installation Course — 2 semester credit hours awarded

Annual training in operational security, risk management, workplace safety, equal opportunity, sexual harassment prevention, disaster preparedness, self-aid and buddy care, CPR/advanced first aid, and suicide prevention

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