Benson Kyalo

Key Skills

Software

Mercor

Top Subject Matter

AI training and evaluation

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Image

Document

Top Task Types

Classification

Evaluation Rating

Question Answering

Prompt Response Writing SFT

Transcription

Data Collection

Freelancer Overview

I have hands-on experience in AI training data through my role as a Generalist Expert, where I worked extensively on annotating and evaluating text, image, and multimodal datasets. I consistently applied detailed guidelines and predefined taxonomies to ensure high levels of accuracy and consistency across large datasets. My work involved identifying ambiguities, resolving inconsistencies, and maintaining data integrity, all of which contributed directly to improving machine learning model performance. In addition to my annotation experience, I bring strong analytical and organizational skills developed through my Automotive Engineering background and administrative roles. I am highly proficient in tools like Excel and Google Sheets for data tracking and quality control, and I thrive in fast-paced, detail-oriented environments. My ability to work independently, maintain high-quality standards, and adapt quickly to new guidelines sets me apart in AI training and data labeling tasks.

Labeling Experience

Generalist Expert

MercorTextClassification

As a Generalist Expert at Mercor, I was responsible for annotating and categorizing large volumes of text, image, and multimodal datasets according to highly detailed guidelines. I ensured the accuracy and consistency of data labeling by applying predefined taxonomies, resolving ambiguities, and correcting errors throughout the process. My work directly contributed to improving AI model performance through precise and scalable annotation practices. • Labeled diverse datasets involving both text and images using rigorous evaluation criteria. • Maintained high accuracy rates while following strict annotation protocols. • Resolved inconsistencies and improved overall dataset quality for AI model consumption. • Collaborated with teams to synthesize insights and support data-driven decisions.

As a Generalist Expert at Mercor, I was responsible for annotating and categorizing large volumes of text, image, and multimodal datasets according to highly detailed guidelines. I ensured the accuracy and consistency of data labeling by applying predefined taxonomies, resolving ambiguities, and correcting errors throughout the process. My work directly contributed to improving AI model performance through precise and scalable annotation practices. • Labeled diverse datasets involving both text and images using rigorous evaluation criteria. • Maintained high accuracy rates while following strict annotation protocols. • Resolved inconsistencies and improved overall dataset quality for AI model consumption. • Collaborated with teams to synthesize insights and support data-driven decisions.

2026 - Present

Education

Work History