Nemo Fisher
@n8thegr895
Data Annotation • Content Review • Red Teaming • AI Training Support
What I'm looking for
I have 2 years Data Annotation experience at the companies RWS, Telus International, Babel Audio, Alignerr, and Outlier. I am a former U.S. Air Force aircraft mechanic turned operations and facilities leader with seven years living and working in Korea. I bring disciplined maintenance expertise, hands-on construction and repair experience, and proven supervisory skills developed while directing multi-person teams in high-tempo environments.
In the Air Force I maximized inspection and maintenance of tactical aircraft, trained and supervised 20+ airmen, and led an 8-person team to 100% sortie production during Exercise Vigilant Ace 17. After service I managed guesthouse and hotel cleaning operations, worked in logistics and delivery, tutored English, and contributed large-scale audio and data annotation projects for AI development.
I am dependable, detail-oriented, and adaptable, seeking to apply technical, managerial, and operational strengths to roles that value reliability, team leadership, and process improvement.
Experience
Work history, roles, and key accomplishments
Transcription Specialist
Alignerr
Jan 2026 - Present (4 months)
Transcribe air traffic control and pilot communications from airfield audio recordings with high accuracy, applying aviation terminology and project formatting standards. Review fast-paced speech for clarity, context, and precise written output while following transcription and quality guidelines.
Transcription Specialist
Alignerr
Jan 2026 - Present (4 months)
Transcribe air traffic control and pilot communications from airfield audio recordings with high accuracy. Apply aviation terminology recognition and formatting standards while following project-specific transcription and quality guidelines.
Transcription Specialist
Alignerr
Jan 2026 - Present (4 months)
Transcribe air traffic control and pilot communications from airfield audio recordings with high accuracy by applying aviation terminology recognition and project formatting standards. Review fast-paced spoken communication for clarity, context, and precise written output while following transcription and quality guidelines.
Transcription Specialist
Alignerr
Jan 2026 - Present (4 months)
Transcribe air traffic control and pilot communications from airfield audio recordings using aviation terminology and project formatting standards. Perform accuracy and clarity checks while following transcription and quality guidelines.
Photo Rater
TELUS International
Oct 2023 - Present (2 years 7 months)
Completed 500–600 photo annotation tasks weekly for Google AI processing, ensuring accurate labeling and quality of image data used for machine learning training.
Completed approximately 500–600 photo annotation and rating tasks for Google AI data processing. Reviewed visual content against quality standards and project guidelines, maintaining consistency and attention to detail to support model improvement and categorization.
Completed approximately 500–600 photo annotation and rating tasks for Google AI data processing. Reviewed visual content against quality standards and project guidelines while maintaining accuracy and consistency in high-volume workflows.
Completed approximately 500–600 photo annotation and rating tasks for Google AI data processing. Reviewed visual content to quality standards and project-specific guidelines to support AI model improvement through accurate image evaluation and categorization.
Photo Rater
TELUS International
Oct 2023 - Present (2 years 7 months)
Complete approximately 500–600 photo annotation and rating tasks for Google AI data processing. Review visual content against quality standards and project-specific guidelines while maintaining consistency and attention to detail.
Guesthouse Cleaning Manager
Lee and No Guesthouse
Nov 2020 - Present (5 years 6 months)
Supervised cleaning and maintenance for 10 guesthouse rooms and 12 hostel rooms, improving turnaround efficiency and sustaining high standards for guest experiences.
English Tutor
Nvoim
Nov 2020 - Present (5 years 6 months)
Provides one-on-one English tutoring focused on comprehension and conversational skills for Korean students to improve language proficiency and confidence.
Delivery Foreman
Lotte Logistics
May 2020 - Present (6 years)
Oversees processing at a package center and coordinates movement of 10–12 trucks daily to ensure timely tekbe deliveries and efficient logistics operations.
Content Reviewer & Data Annotator
Rws
Apr 2025 - Apr 2026 (1 year)
Conducted content review and data annotation in accordance with client guidelines and project requirements. Evaluated content for quality, relevance, and policy compliance while maintaining consistent judgment across high-volume review workflows and supporting AI training data preparation.
Content Review & Annotation
RWS
Apr 2025 - Apr 2026 (1 year)
Conducted content review and data annotation in accordance with client guidelines and project requirements. Evaluated submissions for quality, relevance, and policy compliance while maintaining consistent judgment in high-volume workflows to support AI training and data preparation.
Content Review & Annotation
RWS
Apr 2025 - Apr 2026 (1 year)
Conducted content review and data annotation in accordance with client guidelines and project requirements. Evaluated quality, relevance, and policy compliance while maintaining accurate judgments across high-volume review workflows.
Content Review & Data Annotation
RWS
Apr 2025 - Apr 2026 (1 year)
Conducted content review and data annotation tasks in accordance with client guidelines and project requirements. Evaluated content for quality, relevance, and policy compliance while maintaining consistent judgment across high-volume workflows.
Completed data annotation tasks supporting AI model training, evaluation, and improvement by following written instructions and project guidelines. Assessed, labeled, and improved data quality with strong analytical judgment, consistency, and attention to detail.
Data Annotator
Outlier
Jan 2025 - Apr 2026 (1 year 3 months)
Completed data annotation tasks supporting AI model training, evaluation, and improvement. Applied written instructions and project guidelines to assess, label, and improve data quality with strong analytical judgment and attention to detail.
Completed data annotation tasks supporting AI model training, evaluation, and improvement by applying written instructions and project guidelines. Improved and labeled data quality with consistent analytical judgment and attention to detail.
Completed data annotation tasks supporting AI model training, evaluation, and improvement. Followed written instructions and project guidelines to label and improve data quality with strong attention to detail and analytical judgment.
Voice Annotation Specialist
Babel Audio
Jan 2025 - Jan 2026 (1 year)
Performed voice annotation for AI and speech-recognition datasets by labeling, reviewing, and categorizing audio according to detailed guidelines. Maintained consistency and quality across tasks to support model training and evaluation.
Voice Annotation Specialist
Babel Audio
Jan 2025 - Jan 2026 (1 year)
Performed voice annotation for AI and speech-recognition datasets by labeling, reviewing, and categorizing audio according to detailed guidelines. Maintained consistency and quality to support model training and evaluation.
Voice Annotation Specialist
Babel Audio
Jan 2025 - Jan 2026 (1 year)
Performed voice annotation for AI and speech-recognition data projects by labeling, reviewing, and categorizing audio data according to detailed annotation guidelines. Maintained consistency and quality across assigned tasks to support model training and evaluation.
Voice Annotation Specialist
Babel Audio
Jan 2025 - Jan 2026 (1 year)
Performed voice annotation for AI and speech-recognition data projects. Labeled, reviewed, and categorized audio data according to detailed guidelines while maintaining consistency and quality to support model training and evaluation.
Red Team Specialist
Mercor
Apr 2024 - Apr 2025 (1 year)
Participated in AI red teaming and evaluation projects to identify model weaknesses, edge cases, and safety concerns. Reviewed outputs for harmful content risks, policy issues, and compliance gaps, contributing to improved AI reliability through adversarial testing and feedback.
Red Team Specialist
Mercor
Apr 2024 - Apr 2025 (1 year)
Participated in AI red teaming and evaluation to identify model weaknesses, edge cases, and safety concerns. Reviewed outputs for harmful content risks and compliance gaps and contributed feedback to improve AI reliability.
Red Team Specialist
Mercor
Apr 2024 - Apr 2025 (1 year)
Participated in AI red teaming and evaluation projects to identify model weaknesses, edge cases, and safety concerns. Reviewed outputs for harmful content risks, policy issues, and compliance gaps using structured reasoning and critical analysis.
AI Red Team Specialist
Mercor
Apr 2024 - Apr 2025 (1 year)
Participated in AI red teaming and evaluation to identify model weaknesses, edge cases, and safety concerns. Reviewed outputs for harmful content risks, policy issues, and compliance gaps, contributing feedback from structured adversarial testing to improve reliability.
Delivery Foreman
Lotte Logistics
May 2020 - May 2023 (3 years)
Processed high daily package volume in a fast-paced logistics environment. Coordinated movement of 10–12 delivery trucks per day to maintain workflow efficiency and prioritize time-sensitive tasks with accuracy and consistency.
Delivery Foreman
Lotte Logistics
May 2020 - May 2023 (3 years)
Processed high daily package volume in a fast-paced logistics environment while coordinating movement of 10–12 delivery trucks per day to maintain workflow efficiency. Performed time-sensitive work requiring accuracy, consistency, and task prioritization.
Hotel Cleaning Manager
SiO Guesthouse
Sep 2020 - Mar 2023 (2 years 6 months)
Managed and supervised cleaning operations for guesthouse and hostel rooms with timely, efficient execution. Maintained presentation and cleanliness standards through routine inspection and oversight to ensure daily operational readiness and quality consistency.
Hotel Cleaning Manager
SiO Guesthouse
Sep 2020 - Mar 2023 (2 years 6 months)
Managed and supervised cleaning operations for guesthouse and hostel rooms to ensure timely completion and operational readiness. Maintained presentation and cleanliness standards through routine inspection and oversight to support daily quality consistency.
Hotel Cleaning Manager
SiO Guesthouse
Sep 2020 - Mar 2023 (2 years 6 months)
Managed cleaning operations for 12 hostel rooms, maintaining high cleanliness standards and efficient turnover to ensure positive guest inspections and satisfaction.
English Tutor
NVOIM
Nov 2020 - Nov 2022 (2 years)
Tutored Korean students in English comprehension, conversation, pronunciation, and written communication. Adapted instruction to varying proficiency levels while maintaining consistent educational standards and improving precision through error detection.
English Tutor
Nvoim
Nov 2020 - Nov 2022 (2 years)
Tutored Korean students in English comprehension, conversation, pronunciation, and written communication while adapting instruction to varying proficiency levels. Maintained consistent educational standards and strengthened language precision through targeted error detection.
Hotel Cleaning Manager
Lee And No Guesthouse
Nov 2020 - Nov 2021 (1 year)
Supervised cleaning operations for guesthouse and hostel rooms, maintaining room quality standards and ensuring timely completion of daily responsibilities. Focused on consistent inspection-driven oversight to uphold service readiness.
Hotel Cleaning Manager
Lee and No Guesthouse
Nov 2020 - Nov 2021 (1 year)
Supervised cleaning operations for guesthouse and hostel rooms. Maintained room quality standards and ensured timely completion of daily responsibilities.
English Audio Recorder
LG Soundworks
Nov 2019 - Nov 2020 (1 year)
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 while ensuring alignment with project requirements and language standards.
English Audio Recorder
LG Soundworks
Nov 2019 - Nov 2020 (1 year)
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 aligned with project requirements and language standards.
English Audio Recorder
LG Soundworks
Nov 2019 - Nov 2020 (1 year)
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 aligned to project language and accuracy requirements.
English Audio Recorder
LG Soundworks
Nov 2019 - Nov 2020 (1 year)
Recorded 4,000+ English words and phrases for AI-enabled software applications, including appliances and vehicle voice-recognition systems. Contributed speech data and body-language input aligned to project requirements and language standards.
Construction Worker
U-Clean
May 2020 - Jun 2020 (1 month)
Performed maintenance and cleaning work across 60+ apartment complexes in and around Seoul. Completed assigned tasks efficiently while following site procedures and safety expectations.
Construction Worker
U-Clean Hanam-si
May 2020 - Jun 2020 (1 month)
Performed maintenance and cleaning work across 60+ apartment complexes while following site procedures and safety expectations. Completed assigned tasks efficiently using risk-conscious, procedure-driven workflows.
Pool Reconstruction & Tiling
Stone Tower Pension
Apr 2020 - May 2020 (1 month)
Oversaw reconstruction and retiling of a 288-square-foot pool. Completed detail-oriented restoration work requiring precision and quality execution.
Pool Reconstruction & Tiling
Stone Tower Pension
Apr 2020 - May 2020 (1 month)
Oversaw reconstruction and retiling of a 288-square-foot pool, completing detail-oriented restoration work requiring precision and quality execution. Ensured workmanship met project standards through careful task oversight.
English Teacher
Danbi English School
Sep 2019 - Mar 2020 (6 months)
Instructed five classes of 8–12 students in English grammar, pronunciation, spelling, and conversation. Supported structured learning across varying proficiency levels by tailoring delivery and reinforcing accuracy.
English Instructor
Danbi English School
Sep 2019 - Mar 2020 (6 months)
Taught English to five classes of 8–12 students, improving grammar, pronunciation, and conversational skills through structured lessons and classroom management.
English Teacher
Danbi English School
Sep 2019 - Mar 2020 (6 months)
Instructed five classes of 8–12 students in English grammar, pronunciation, spelling, and conversation. Supported structured learning across varying student proficiency levels by adapting instruction as needed.
Hotel Receptionist & Cleaner
Hotel Factory
May 2019 - Sep 2019 (4 months)
Performed front desk and cleaning duties for a 16-room hotel. Supported inspection readiness and maintained guest service standards while completing daily responsibilities on time.
Hotel Receptionist & Cleaner
Hotel Factory
May 2019 - Sep 2019 (4 months)
Handled front desk and cleaning duties for a 16-room hotel, maintaining inspection readiness and guest service standards. Balanced guest-facing responsibilities with daily housekeeping to ensure consistent operational readiness.
Aircraft Maintenance Specialist
U.S. Air Force
May 2014 - Jun 2019 (5 years 1 month)
Conducted inspection, maintenance, and servicing of F-16 aircraft in high-responsibility operational environments. Applied strict technical procedures, safety standards, and documentation practices, trained and supervised 20+ airmen, and directed an 8-member team contributing to 100% sortie production during Exercise Vigilant Ace 17.
Aircraft Maintenance Specialist
U.S. Air Force
May 2014 - Jun 2019 (5 years 1 month)
Conducted inspection, maintenance, and servicing of F-16 aircraft using strict technical procedures, safety standards, and documentation practices. Trained and supervised 20+ airmen, directed an 8-member team during Exercise Vigilant Ace 17 achieving 100% sortie production, and helped prepare combat-loaded aircraft for time-sensitive mission requirements.
Aircraft Mechanic
United States Air Force
May 2014 - Jun 2019 (5 years 1 month)
Performed inspection and maintenance of F-16 tactical aircraft, enabling 100% sortie production during major exercises and supporting time-sensitive show-of-force missions with zero mission failures.
Aircraft Maintenance Specialist
U.S. Air Force
May 2014 - Jun 2019 (5 years 1 month)
Conducted inspection, maintenance, and servicing of F-16 aircraft using strict technical procedures, safety standards, and documentation practices. Trained and supervised 20+ airmen and led an 8-member team during Exercise Vigilant Ace 17, contributing to 100% sortie production for the group.
Automotive Repair Assistant
Quabbin Service Center
May 2013 - May 2014 (1 year)
Assisted with vehicle maintenance and repair tasks. Built foundational troubleshooting and inspection skills by supporting technical work and following established procedures.
Automotive Repair Technician
Quabbin Service Center
May 2013 - May 2014 (1 year)
Assisted with vehicle maintenance and repair tasks to build foundational troubleshooting and inspection skills. Followed site procedures while supporting timely completion of assigned service work.
Automotive Technician
Quabbin Service Center
May 2013 - May 2014 (1 year)
Performed general automotive repair and maintenance for customers, ensuring timely service and adherence to quality standards across diagnostic and repair tasks.
Automotive Repair Assistant
Quabbin Service Center
May 2013 - May 2014 (1 year)
Assisted with vehicle maintenance and repair tasks, building foundational troubleshooting and inspection skills. Followed service procedures to support accurate, consistent task completion.
Education
Degrees, certifications, and relevant coursework
University of Massachusetts, Amherst
Bachelor of Business Administration, Political Science
2016 - 2016
Completed Bachelor of Business Administration with a focus in Political Science in 2016.
Wilbraham and Monson Academy
High School Diploma, Secondary Education
2011 - 2013
Attended preparatory secondary education program from 2011 to 2013.
Availability
Location
Authorized to work in
Social media
Job categories
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