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Wayne Ruth

Data Annotation Specialist – Text Data

USA flag
Minneapolis, Usa
$80.00/hrExpertClickworkerCloudfactoryMercor

Key Skills

Software

ClickworkerClickworker
CloudFactoryCloudFactory
MercorMercor
Micro1
MindriftMindrift
OneFormaOneForma
RemotasksRemotasks
Scale AIScale AI
Snorkel AISnorkel AI

Top Subject Matter

Natural Language Processing
Computer Vision
Automatic Speech Recognition

Top Data Types

TextText
ImageImage
AudioAudio
VideoVideo

Top Task Types

Classification
Bounding Box
Transcription
Segmentation

Freelancer Overview

Data Annotation Specialist – Text Data. Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Master of Science, California State University (2023) and Bachelor of Arts, University of Manchester (2021). AI-training focus includes data types such as Text, Image, and Audio and labeling workflows including Classification, Bounding Box, and Transcription.

ExpertEnglish

Labeling Experience

Data Annotation Specialist – Video Data

VideoSegmentation
I performed video labeling and segmentation tasks, preparing data for action recognition and object detection within machine learning models. My annotations included object tracking and segmentation across video frames, precisely following structured project guidelines. The labeling processes relied on proprietary internal software to deliver consistent results. • Labeled and segmented video samples for model training • Used frame-level object tracking and classification techniques • Maintained annotation quality standards across projects • Provided labeled video data for computer vision applications

I performed video labeling and segmentation tasks, preparing data for action recognition and object detection within machine learning models. My annotations included object tracking and segmentation across video frames, precisely following structured project guidelines. The labeling processes relied on proprietary internal software to deliver consistent results. • Labeled and segmented video samples for model training • Used frame-level object tracking and classification techniques • Maintained annotation quality standards across projects • Provided labeled video data for computer vision applications

2020 - 2024

Data Annotation Specialist – Audio Data

AudioTranscription
I was responsible for transcribing, annotating, and labeling audio data samples for training automatic speech recognition systems. High precision was expected for each segment, with strict adherence to structured transcriptions and annotation quality controls. All audio labeling was conducted using the company's internal tools. • Transcribed and annotated diverse audio clips • Ensured linguistic accuracy and completeness • Adhered to structured guidelines and review protocols • Supported improvements in machine learning speech models

I was responsible for transcribing, annotating, and labeling audio data samples for training automatic speech recognition systems. High precision was expected for each segment, with strict adherence to structured transcriptions and annotation quality controls. All audio labeling was conducted using the company's internal tools. • Transcribed and annotated diverse audio clips • Ensured linguistic accuracy and completeness • Adhered to structured guidelines and review protocols • Supported improvements in machine learning speech models

2020 - 2024

Data Annotation Specialist – Image Data

ImageBounding Box
I labeled and segmented images for computer vision model development, applying advanced visual annotation techniques. My work featured bounding boxes, polygons, and keypoint detection to support supervised machine learning pipelines. All labeling was performed with internal proprietary tools using consistently applied standards. • Drew bounding boxes and polygons for object detection • Applied keypoint annotation for pose estimation tasks • Maintained annotation consistency across large image datasets • Directly contributed to computer vision model accuracy improvements

I labeled and segmented images for computer vision model development, applying advanced visual annotation techniques. My work featured bounding boxes, polygons, and keypoint detection to support supervised machine learning pipelines. All labeling was performed with internal proprietary tools using consistently applied standards. • Drew bounding boxes and polygons for object detection • Applied keypoint annotation for pose estimation tasks • Maintained annotation consistency across large image datasets • Directly contributed to computer vision model accuracy improvements

2020 - 2024

Data Annotation Specialist – Text Data

TextClassification
I annotated large-scale text data for natural language processing tasks following structured guidelines and high-precision protocols. My responsibilities included intent classification, ensuring consistency and contributing to improved model training outcomes. I used internal proprietary tools to label samples quickly and accurately. • Conducted detailed intent classification for text datasets • Achieved consistently high accuracy rates • Followed strict annotation and QA procedures • Contributed to training and evaluation datasets for NLP models

I annotated large-scale text data for natural language processing tasks following structured guidelines and high-precision protocols. My responsibilities included intent classification, ensuring consistency and contributing to improved model training outcomes. I used internal proprietary tools to label samples quickly and accurately. • Conducted detailed intent classification for text datasets • Achieved consistently high accuracy rates • Followed strict annotation and QA procedures • Contributed to training and evaluation datasets for NLP models

2020 - 2024

Education

U

University of Manchester

Bachelor of Arts, English Linguistics

Bachelor of Arts
2017 - 2021
C

California State University

Master of Science, Computer Science

Master of Science
2023

Work History

A

Alignerr

Python Developer

Minneapolis
2022 - 2023