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clint mugai

@clintmugai

AI Data Specialist experienced in data annotation, QA, and dataset management for machine learning.

Kenya
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What I'm looking for

I seek a role focused on high-quality data annotation and QA within collaborative, data-driven teams that prioritize accuracy, process improvement, and measurable ML impact.

I am an AI Data Specialist with hands-on experience in annotating and labeling text, image, and audio datasets to support machine learning projects. I focus on delivering high-quality, consistent data to improve model performance.

From 2020 to 2022 I worked as a freelance Data Annotator and Data Entry Specialist, using multiple annotation tools and performing rigorous quality assurance on large-scale datasets under tight deadlines. I collaborated with data scientists to refine annotation processes and boost model accuracy.

Between 2022 and March 2025 I served as a Toll Collector and Monitoring Officer at the Nairobi Expressway, where I developed strong organizational, reporting, and operational-tracking skills in high-pressure environments. This role strengthened my data reporting and attention-to-detail capabilities.

I am dedicated to accuracy, process improvement, and teamwork, and I am passionate about contributing high-quality data to drive AI and machine-learning innovations.

Experience

Work history, roles, and key accomplishments

NE

Toll Collector & Monitoring Officer

Nairobi Expressway

Jan 2022 - Mar 2025 (3 years 2 months)

Managed toll transactions and operational monitoring, maintained accurate financial and operational records, and produced daily reports while handling customer inquiries and incident reporting.

FR

Data Annotator

Freelance

Jan 2020 - Dec 2022 (2 years 11 months)

Annotated and labeled text, image, and audio datasets for ML projects, performed quality control to ensure dataset accuracy and collaborated with data scientists to improve annotation processes and model performance.

Education

Degrees, certifications, and relevant coursework

NS

Nairobi Institute of Business Studies

Mass Communication

2015 - 2017

Studied Mass Communication at Nairobi Institute of Business Studies from 2015 to 2017.

KS

Kavutiri Boys Secondary School

Kenya Certificate of Secondary Education (KCSE), Secondary Education

2010 - 2013

Completed secondary education and obtained the Kenya Certificate of Secondary Education (KCSE) in 2013.

KS

Kamuthatha Primary School

Kenya Certificate of Primary Education (KCPE), Primary Education

2002 - 2009

Completed primary education and obtained the Kenya Certificate of Primary Education (KCPE) in 2009.

Tech stack

Software and tools used professionally

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clint mugai - Toll Collector & Monitoring Officer - Nairobi Expressway | Himalayas