Bryan M.

Key Skills

Software

Other

Axiom AI

Clickworker

Appen

Top Subject Matter

AI dataset preparation and quality assurance (text categorization)

Instruction following and evaluation for AI training/support content

Dataset validation and preparation (structured data cleaning)

Top Data Types

Document

Image

Computer Code Programming

Top Task Types

Classification

Bounding Box

Polygon

Cuboid

Entity (NER) Classification

Text Generation

Text Summarization

Question Answering

RLHF

Computer Programming/Coding

Data Collection

Prompt + Response Writing (SFT)

Object Detection

Segmentation

Freelancer Overview

Data Categorization & Quality Control – Academic/Self-directed. Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Science, University of Nairobi (2017) and Bachelor of Science, Chuka University (2023). AI-training focus includes data types such as Text, Document, and Computer Code and labeling workflows including Classification, Evaluation, and Rating.

Labeling Experience

Data Categorization & Quality Control – Academic/Self-directed

OtherTextClassification

Organized and labeled 300+ text samples into predefined categories such as sentiment, topic, and intent. Performed error checking by reviewing datasets for duplicates, inconsistencies, and missing values. Documented labeling guidelines and edge cases and used these to cross-check results against reference standards. • Labeled 300+ examples with 95%+ category consistency • Reviewed datasets for duplicates, inconsistencies, and missing values • Created repeatable workflows using written guideline documentation • Conducted QA cross-checking against reference standards

2024 - Present

Spreadsheet-Based Data Analysis – Self-taught

OtherTextClassification

Used Microsoft Excel and Google Sheets to organize, filter, sort, and analyze structured data. Identified trends, outliers, missing values, and inconsistencies within datasets. Created formulas and conditional formatting to automate data-checking tasks and support dataset preparation. • Organized and filtered structured datasets in Excel/Sheets • Detected missing values, outliers, and inconsistencies • Automated validation checks with formulas and conditional formatting • Prepared cleaned data for freelance use cases

2023 - Present

Technical Writing & Instruction Following – Freelance

OtherDocument

Created clear step-by-step documentation for software tasks, troubleshooting guides, and process flows. Evaluated written responses and instructions for factual accuracy, clarity, logical flow, and grammar. Rewrote unclear or ambiguous content into structured, easy-to-follow language and interpreted detailed client/platform guidelines precisely. • Authored structured technical instructions • Checked responses for factual accuracy and logical coherence • Rewrote ambiguous content for consistency and usability • Interpreted and applied detailed guidelines for repeatable outputs

2023 - Present

Basic Scripting for Task Automation – Learning project

Other

Wrote simple Python scripts to automate repetitive tasks such as file renaming, entry counting, and format checking. Practiced logical thinking, debugging, and structured problem-solving while building these automation scripts. Learned how automation improves consistency in data processing for training workflows. • Automated file renaming and counting tasks • Implemented format checking routines • Developed debugging and structured problem-solving habits • Used scripting understanding to support efficient data handling

2024 - 2024

Education

Work History