Cherls Maish

Key Skills

Software

Other

CVAT

Mercor

Mindrift

OneForma

Remotasks

Top Subject Matter

Wildlife/Environmental Research

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Document

Image

Top Task Types

Classification

Object Detection

Text Summarization

Transcription

Data Collection

Freelancer Overview

I bring a strong foundation in data labeling and AI training support through my experience in academic research, content editing, and machine learning studies. Over the past several years, I have worked extensively with structured and unstructured datasets, where accuracy, consistency, and adherence to detailed guidelines were essential. My role as a freelance academic writer and research assistant required systematic review of large volumes of information, identification of inconsistencies, and precise refinement of content—skills directly transferable to data annotation and validation tasks. Additionally, my experience as a content moderator strengthened my ability to detect subtle errors and maintain high-quality standards in fast-paced, high-volume environments. Complementing this, I have formal exposure to machine learning through ALX training and ongoing programming studies, where I developed an understanding of how high-quality labeled data influences model performance. My background in wildlife research further enhanced my ability to classify, interpret, and document complex visual and environmental data with a high level of detail. I am particularly skilled in pattern recognition, quality assurance, and following strict annotation protocols, making me well-equipped to contribute effectively to AI training data projects that demand precision and consistency.

Labeling Experience

Education

Work History