James Wiley

Key Skills

Software

AWS SageMaker

Clickworker

Mercor

Toloka

Other

Top Subject Matter

No subject matter listed

Top Data Types

Audio

Computer Code Programming

Video

Top Task Types

Action Recognition

Audio Recording

Bounding Box

Classification

Text Generation

Freelancer Overview

I am a detail-oriented independent contractor with a multidisciplinary background spanning engineering, science, mathematics, finance, and energy systems. My experience includes working in highly structured, accuracy-driven environments where adherence to technical guidelines, data integrity, and repeatable execution are critical. I am comfortable analyzing complex instructions, applying consistent decision logic, and identifying edge cases while maintaining alignment with defined rules. My background in engineering and science has trained me to approach tasks methodically, validate inputs and outputs, and prioritize precision. My work in finance and energy projects has required strong quantitative reasoning, attention to detail, and accountability for accuracy under review. Across roles, I have routinely worked with technical documentation, numerical data, and process-driven workflows that demand consistency and quality control. I am experienced working independently in remote, task-based settings and can reliably complete annotation, labeling, and data evaluation tasks across text, image, video, and numerical domains. I value clarity, follow instructions exactly as written, and review my work to ensure it meets platform quality standards before submission.

Labeling Experience

Multimodal Data Review & Quality Control for AI Datasets

OtherImageEntity Ner ClassificationClassification

Performed data review and quality control tasks across multimodal datasets, including text, images, and short videos. Evaluated labeled data for correctness, consistency, and adherence to project-specific guidelines. Identified labeling errors, incomplete annotations, and instruction deviations. Ensured datasets met quality requirements before acceptance, supporting reliable downstream AI model training.

Performed data review and quality control tasks across multimodal datasets, including text, images, and short videos. Evaluated labeled data for correctness, consistency, and adherence to project-specific guidelines. Identified labeling errors, incomplete annotations, and instruction deviations. Ensured datasets met quality requirements before acceptance, supporting reliable downstream AI model training.

2024

Image & Video Annotation for Computer Vision Training

TolokaVideoClassificationQuestion Answering

Contributed to image and short-video annotation projects designed to support computer vision model training. Tasks included classifying visual content, tagging attributes, and reviewing frames for clarity and compliance with labeling guidelines. Followed detailed instructions to ensure consistent application of labels across large task sets. Performed self-review to verify accuracy, completeness, and alignment with quality standards prior to submission. Maintained consistency across repeated tasks and adapted to updated guidelines as required.

Contributed to image and short-video annotation projects designed to support computer vision model training. Tasks included classifying visual content, tagging attributes, and reviewing frames for clarity and compliance with labeling guidelines. Followed detailed instructions to ensure consistent application of labels across large task sets. Performed self-review to verify accuracy, completeness, and alignment with quality standards prior to submission. Maintained consistency across repeated tasks and adapted to updated guidelines as required.

2024

Text Classification & Content Labeling for AI Training

OtherTextSegmentationText Generation

Completed text labeling tasks to support NLP and language model development. Responsibilities included categorizing text, assigning relevance or intent labels, and applying predefined taxonomies consistently. Carefully interpreted task instructions and resolved ambiguous cases using provided rules. Reviewed all submissions to ensure labeling accuracy and compliance with quality thresholds. Maintained consistent decision logic across high-volume task sets.

Completed text labeling tasks to support NLP and language model development. Responsibilities included categorizing text, assigning relevance or intent labels, and applying predefined taxonomies consistently. Carefully interpreted task instructions and resolved ambiguous cases using provided rules. Reviewed all submissions to ensure labeling accuracy and compliance with quality thresholds. Maintained consistent decision logic across high-volume task sets.

2024 - 2024

Education

Work History