Open to opportunities

edwin githae

@edwingithae

Message

I build, evaluate, and quality-check AI training datasets, prompts, and model responses.

Kenya

Message

What I'm looking for

I'm looking for AI training, evaluation, data annotation, or data operations work where I can apply structured reasoning, data-quality assurance, prompt design, and domain knowledge in agribusiness, exports, market intelligence, and financial analysis.

I build and evaluate AI training datasets through independent AI/data training projects, covering NER, text classification, intent, sentiment, PII identification, and relation extraction. I structure datasets in Excel, CSV, and JSON, configure Label Studio projects, and apply guidelines, taxonomies, and quality checks to maintain annotation consistency.

My background spans more than 15 years in agribusiness, exports, market intelligence, financial planning, and business analysis. I bring evidence-based judgment, quantitative analysis, fact-checking, prompt design, and Python-supported data workflows to AI evaluation and data-quality work.

Experience

Work history, roles, and key accomplishments

Current

AI Data Annotator

Current

Independent AI / Data Training Projects

Jan 2026 - Present (8 months)

Built and evaluated annotation workflows for AI training datasets, including NER, text classification, intent, sentiment, PII, and relation extraction. Created structured datasets using Excel/CSV/JSON and configured projects in Label Studio.

Data Annotation NER Text Classification Intent Labeling Sentiment Labeling PII Detection Relation Extraction LabelStudio Excel CSV JSON Python Prompt Engineering AI Response Evaluation Quality Assurance

Current

Founder & Agribusiness / Export Consultant

Current

Farmland Limited / Farmland Africa

Jan 2010 - Present (16 years 8 months)

Provide business, agribusiness, export, market intelligence, and operational advisory services. Built expertise in international agricultural trade, market research, farmer support, compliance, and evidence-based decision-making.

Agribusiness Export Market Intelligence Business Analysis Operations Advisory Data Enrichment AI Readiness

Current

Founder / Export Manager

Current

Seedec Exporters / Openseason Enterprises

Jan 2010 - Present (16 years 8 months)

Managed export-oriented business activities and market development across agricultural products. Worked with international buyers, suppliers, logistics, product quality, documentation, and commercial decision-making.

Export Management Market Development International Trade Logistics Quality Assurance Documentation

Financial Planning Manager

British American Asset Managers

Jan 2007 - Dec 2010 (3 years 11 months)

Worked in financial planning and business analysis, developing quantitative and structured analytical skills. Prepared and interpreted financial information to support planning and decision-making.

Financial Planning Business Analysis Quantitative Analysis Financial Reporting