Pryor Allen

Key Skills

Software

Labelbox

CVAT

Top Subject Matter

AI/ML Dataset Preparation

Speech Recognition

NLP/Data Preparation

Top Data Types

Text

Image

Audio

Top Task Types

Classification

Transcription

Freelancer Overview

Data Labeling Specialist (Freelance / Remote). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Labelbox and CVAT. Education includes Bachelor of Science, University of Texas at Austin (1995). AI-training focus includes data types such as Text, Image, and Audio and labeling workflows including Classification and Transcription.

Labeling Experience

Speech Recognition Annotation Project

LabelboxAudioTranscription

In the Speech Recognition Annotation Project, I transcribed and annotated audio data to enhance speech recognition systems. My responsibilities included labeling speaker segments and correcting transcription errors for precise model input. I worked methodically to meet accuracy and throughput expectations. • Transcribed audio files for speech-to-text systems • Labeled segments by speaker for training data separation • Corrected errors to maintain transcription quality • Contributed to audio dataset expansion and refinement

In the Speech Recognition Annotation Project, I transcribed and annotated audio data to enhance speech recognition systems. My responsibilities included labeling speaker segments and correcting transcription errors for precise model input. I worked methodically to meet accuracy and throughput expectations. • Transcribed audio files for speech-to-text systems • Labeled segments by speaker for training data separation • Corrected errors to maintain transcription quality • Contributed to audio dataset expansion and refinement

2023 - Present

Data Labeling Specialist (Freelance / Remote)

LabelboxTextClassification

As a freelance Data Labeling Specialist, I annotated and labeled diverse datasets to support the development of AI models. My work included text classification, sentiment analysis, and entity recognition, always adhering to detailed guidelines. I consistently maintained over 95% accuracy while meeting daily and weekly project targets. • Labeled and classified text data for model training • Performed high-accuracy transcription and segmentation of audio files • Collaborated on refining annotation instructions and quality assurance • Managed large datasets and delivered results on tight deadlines

As a freelance Data Labeling Specialist, I annotated and labeled diverse datasets to support the development of AI models. My work included text classification, sentiment analysis, and entity recognition, always adhering to detailed guidelines. I consistently maintained over 95% accuracy while meeting daily and weekly project targets. • Labeled and classified text data for model training • Performed high-accuracy transcription and segmentation of audio files • Collaborated on refining annotation instructions and quality assurance • Managed large datasets and delivered results on tight deadlines

2023 - Present

Text Classification Project

LabelboxTextClassification

In the Text Classification Project, I categorized extensive text datasets into predefined classes for machine learning workflows. My work focused on improving the quality and reliability of training data. I was responsible for error detection and adjusting labels as needed. • Performed classification of text data for AI models • Detected and corrected annotation and class assignment errors • Enhanced consistency of labeling across datasets • Maintained strict compliance with project guidelines

In the Text Classification Project, I categorized extensive text datasets into predefined classes for machine learning workflows. My work focused on improving the quality and reliability of training data. I was responsible for error detection and adjusting labels as needed. • Performed classification of text data for AI models • Detected and corrected annotation and class assignment errors • Enhanced consistency of labeling across datasets • Maintained strict compliance with project guidelines

2023 - 2023

AI Data Annotator Intern

CVATImageClassification

As an AI Data Annotator Intern, I participated in labeling both image and text datasets for machine learning applications. I followed strict annotation guidelines and was responsible for data cleaning and formatting. I proactively sought out and corrected errors in labeled datasets to ensure quality. • Labeled images and text for AI model training • Ensured consistency and accuracy according to guidelines • Supported data preprocessing tasks • Improved quality of data via correction and annotation

As an AI Data Annotator Intern, I participated in labeling both image and text datasets for machine learning applications. I followed strict annotation guidelines and was responsible for data cleaning and formatting. I proactively sought out and corrected errors in labeled datasets to ensure quality. • Labeled images and text for AI model training • Ensured consistency and accuracy according to guidelines • Supported data preprocessing tasks • Improved quality of data via correction and annotation

2022 - 2023

Education

Work History