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Bill Mugwe

Bill Mugwe

Data and Finance Consultant - Financial Services

KENYA flag
Nairobi, Kenya
$8.00/hrIntermediateScale AI

Key Skills

Software

Scale AIScale AI

Top Subject Matter

No subject matter listed

Top Data Types

ImageImage
VideoVideo

Top Label Types

Classification
Text Generation

Freelancer Overview

I am a detail-oriented professional with a strong foundation in data analysis, financial reporting, and compliance, supported by my background in Economics and Finance and current CPA training. My experience as a Data and Finance Consultant involved transforming raw operational data into actionable insights for diverse clients, which sharpened my skills in data integrity, accuracy, and large-scale data handling. I am proficient in Excel, Power BI, SQL, and data visualization, and have hands-on experience with data analytics and artificial intelligence through specialized training and certifications. I am eager to apply my analytical mindset, technical skills, and commitment to quality in roles focused on data labeling, annotation, and AI training data preparation, ensuring high-quality datasets for machine learning and business intelligence projects.

IntermediateEnglishSwahili

Labeling Experience

Scale AI

Data Annotation

Scale AIImageClassification
I was assigned to an image classification project where I was responsible for labeling large datasets. My daily task involved analyzing visual data and categorizing it according to a strict 50-item taxonomy. Beyond just clicking labels, I acted as the first line of quality control. I identified patterns where the model might struggle—such as low-light conditions or overlapping objects—and provided feedback to the data science team to refine the labeling guidelines. This resulted in a cleaner dataset, which directly led to higher model validation scores during the testing phase.

I was assigned to an image classification project where I was responsible for labeling large datasets. My daily task involved analyzing visual data and categorizing it according to a strict 50-item taxonomy. Beyond just clicking labels, I acted as the first line of quality control. I identified patterns where the model might struggle—such as low-light conditions or overlapping objects—and provided feedback to the data science team to refine the labeling guidelines. This resulted in a cleaner dataset, which directly led to higher model validation scores during the testing phase.

2024 - 2025

Education

A

ALX Africa

Certificate in Data Science, Data Science

Certificate in Data Science
2024 - 2026
K

KCA

Certified Public Accountant Part I and II, Accounting

Certified Public Accountant Part I and II
2024 - 2025

Work History

A

AfriAnalytica Consultancy

Data and Finance Consultant

Nairobi
2025 - 2025
R

Remotask

Data Annotator

San Fransisco
2024 - 2025