Jane L.

Key Skills

Software

Don't disclose

Other

Top Subject Matter

AI/LLM training data annotation and evaluation (multilingual Oromo/Swahili/English)

AI training/annotation workflows for LLM quality and safety

Content annotation and structured categorization for crypto/blockchain information

Top Data Types

Text

Image

Top Task Types

Prompt + Response Writing (SFT)

Classification

Data Collection

Freelancer Overview

AI Data Specialist (Independent Contractor, Remote). Brings 10+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose and Other. Education includes Master of Business Administration, Africa Nazarene University (2023) and Bachelor of Commerce, University of Nairobi (UoN) (2017). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Prompt + Response Writing (SFT).

Labeling Experience

AI Data Specialist (Independent Contractor, Remote)

Don't discloseText

Independent contractor performing AI data collection and evaluation for model training and quality improvement. Conducts pairwise ranking of LLM-generated responses across Oromo, Swahili, and English to measure relevance, quality, and safety. Applies consistent annotation practices to support downstream machine learning pipelines. • Pairwise comparison and output evaluation • Ranking AI-generated outputs in multilingual contexts • Counting and categorization tasks with QA benchmarks • Labeling and quality assurance for ML pipeline readiness

2024 - Present

Finance, Crypto & Web3 Content Writer (Freelance, Remote)

Don't discloseTextData Collection

Performs research-oriented labeling and organization of educational material assets for Web3/crypto topics. Conducts data verification and fact evaluation while preparing structured research outputs. Applies annotation and labeling practices to organize research data and content assets for later use. • Research verification and fact checking • Organizing research data using annotation/labeling practices • Producing structured educational content • Preparing labeled content assets for re-use

2021 - Present

Senior Author & Crypto SEO Content Writer (Remote)

OtherTextClassification

Works on structured content annotation and categorization to support database organization and downstream retrieval. Authors and evaluates long-form crypto/blockchain content with quality assurance to ensure factual accuracy and consistency. Applies annotation practices to label content types such as articles and FAQs for structured classification. • Content QA for factual accuracy • Annotating and categorizing content types (articles, FAQs, academy resources) • Structured organization for searchable databases • Applying evaluation and verification to research outputs

2024 - 2026

AI Data Trainer (Certified) - AIDRA Labs Training Program

Don't discloseTextPrompt + Response Writing (SFT)

Certified AI Data Trainer completion focused on advanced supervised and unsupervised annotation workflows for LLM improvement. Practiced pairwise ranking, relevance scoring, and structured evaluation of AI responses for quality control. Trained on identifying edge cases, bias, and errors to strengthen feedback loops and annotation schema design. • Pairwise ranking and relevance scoring • Response evaluation for LLM improvement • Edge case, bias, and error identification • Data preprocessing and QA workflow development

2025 - 2025

Education

Work History