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DEBORAH ANOSA

@deborahanosa

Data labelling specialist turning precise analysis into reliable AI training data.

Nigeria
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What I'm looking for

I’m looking to apply my data-labelling rigor in a postgraduate AI annotation internship. I want to contribute to machine learning data pipelines, follow strict guidelines, support quality review and inter-annotator calibration, and grow through careful, consistent labelling work.

I’m a precise, methodical, and intellectually curious professional with a Second Class Upper degree in Electrical Electronics Engineering, drawn to AI annotation because it combines rigorous attention to detail with making complex systems work better. My engineering training taught me to treat accuracy as non-negotiable—because a single misclassification can cascade downstream. I bring structured thinking to labelling, reviewing, and interpreting data, with a strong focus on standards, guidelines, and edge cases.

In my Technical Data & Annotation Support role at Nestlé Nigeria PLC (NYSC Posting), I systematically collected, reviewed, and categorised equipment performance data while maintaining data integrity across high-volume documentation. I quality-checked operational records for accuracy, completeness, and internal consistency, and applied structured evaluation criteria to annotate findings with standardised classifications. I also identified recurring fault signatures and anomalies, contributing to a 20% reduction in unplanned machine downtime, and supported energy efficiency improvements by helping achieve a 15% reduction in energy costs.

At African Development Institute of Research Methodology (ADIRM), I designed and deployed a structured data classification and labelling system for the research database—reducing retrieval errors and improving searchability by 30%. I audited and re-annotated existing records, developed assessment tools, and drafted annotation guidelines to reduce inter-annotator inconsistency. I’m now seeking a postgraduate AI annotation internship where I can contribute to machine learning data pipelines, deepen my understanding of AI training workflows, and bring the same care and consistency to labelling tasks I’ve delivered across every data-facing role.

Experience

Work history, roles, and key accomplishments

NP

Technical Data & Annotation Associate

Nestlé Nigeria PLC

Jul 2023 - Jun 2024 (11 months)

Systematically collected, reviewed, and categorised equipment performance data using consistent labelling conventions for fault logs, inspection records, and maintenance reports. Performed quality checks for accuracy/completeness, annotated system condition using standardised classifications, trained staff with assessment rubrics, and maintained structured daily logs.

AA

Data Annotation Intern

African Development Institute of Research Methodology (ADIRM

Nov 2022 - Feb 2023 (3 months)

Designed and implemented a structured data classification and labelling system for the institute’s research database, reducing retrieval errors and improving searchability. Audited and re-annotated existing records, applied a qualitative coding framework to categorise networking/feedback data, and created annotation guidelines and assessment tools to support inter-annotator consistency.

PD

Customer Data Collection Representative

PZ Cussons Distributor

Mar 2020 - Jul 2020 (4 months)

Conducted structured, criteria-based customer needs assessments and collected/labelled customer preference data to support targeted recommendations. Maintained accurately tagged CRM and sales records, reviewed customer feedback/purchasing patterns for trends, monitored performance data against targets, and produced evidence-based reports including sustainability/waste data.

Education

Degrees, certifications, and relevant coursework

ET

Enugu State University of Technology

Bachelor of Engineering (B.Eng), Electrical & Electronics Engineering

2018 - 2022

Grade: Second Class Upper (2:1)

Earned a B.Eng in Electrical & Electronics Engineering (Second Class Upper, 2:1). Completed a degree research project on direct earthing discharge systems and built/commissioned a solar-powered street lighting system for performance validation and documentation.

WW

West African Senior School Certificate (WASSCE)

West African Senior School Certificate (WASSCE), Secondary Education

Completed the West African Senior School Certificate Examination (WASSCE) in 2014.

Tech stack

Software and tools used professionally

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