Tabitha Michael

Key Skills

Software

Telus

Top Subject Matter

AI Language Models

NLP Datasets and Language Model Training

Language Quality for AI Datasets

Top Data Types

Text

Top Task Types

Prompt + Response Writing (SFT)

Classification

Freelancer Overview

AI Data Annotator & Contributor (Freelance: TELUS International/Data Force/Outlier AI). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Telus, Outlier, and DataForce. Education includes Bachelor of Arts, University of Nairobi (2020). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Prompt + Response Writing (SFT).

Labeling Experience

Dataset Labeling

TextClassification

During dataset labeling projects, I performed structured annotation including data classification, tagging, and response ranking. I followed project-specific guidelines and contributed to building high-quality AI training datasets. My role required attention to detail and strong understanding of annotation protocols for NLP tasks. • Conducted data tagging and classification tasks. • Operated within strict project annotation workflows. • Ranked model responses for dataset curation. • Ensured annotation accuracy for training data integrity.

During dataset labeling projects, I performed structured annotation including data classification, tagging, and response ranking. I followed project-specific guidelines and contributed to building high-quality AI training datasets. My role required attention to detail and strong understanding of annotation protocols for NLP tasks. • Conducted data tagging and classification tasks. • Operated within strict project annotation workflows. • Ranked model responses for dataset curation. • Ensured annotation accuracy for training data integrity.

2024 - Present

Language Quality Review

TextClassification

For language quality review, I conducted grammar correction, sentence restructuring, and tone evaluation on AI training datasets. My responsibilities encompassed thorough proofreading and application of nuanced linguistic rules. I ensured that all language data adhered to quality and consistency guidelines for use in large language models. • Applied grammar and style checks to AI-generated text. • Evaluated tone and language usage for appropriateness. • Structured content to fit annotation requirements. • Supported creation of high-fidelity evaluation datasets.

For language quality review, I conducted grammar correction, sentence restructuring, and tone evaluation on AI training datasets. My responsibilities encompassed thorough proofreading and application of nuanced linguistic rules. I ensured that all language data adhered to quality and consistency guidelines for use in large language models. • Applied grammar and style checks to AI-generated text. • Evaluated tone and language usage for appropriateness. • Structured content to fit annotation requirements. • Supported creation of high-fidelity evaluation datasets.

2024 - Present

Prompt Engineering & AI Evaluation Tasks

TextPrompt Response Writing SFT

In prompt engineering and AI evaluation projects, I created prompts and evaluated AI responses across diverse quality benchmarks. I specifically assessed reasoning, writing quality, and factual accuracy of outputs generated by language models. My tasks included reviewing and ranking AI-generated content to ensure high dataset standards. • Designed and implemented prompts for language models. • Critically evaluated generated responses for multiple criteria. • Maintained rigorous standards for dataset inclusion. • Involved in response ranking and structured feedback.

In prompt engineering and AI evaluation projects, I created prompts and evaluated AI responses across diverse quality benchmarks. I specifically assessed reasoning, writing quality, and factual accuracy of outputs generated by language models. My tasks included reviewing and ranking AI-generated content to ensure high dataset standards. • Designed and implemented prompts for language models. • Critically evaluated generated responses for multiple criteria. • Maintained rigorous standards for dataset inclusion. • Involved in response ranking and structured feedback.

2024 - Present

AI Data Annotator & Contributor (Freelance: TELUS International/Data Force/Outlier AI)

TelusText

As an AI Data Annotator & Contributor, I annotated and evaluated large datasets for machine learning and generative AI models. I reviewed AI-generated responses for accuracy and labeled text data following strict guidelines to enhance natural language understanding. I performed quality control checks and provided feedback to help refine model outputs. • Annotated datasets for AI and machine learning training. • Conducted evaluation of model responses on instruction adherence, coherence, and safety. • Executed quality control for linguistic reliability. • Followed detailed annotation guidelines using professional platforms.

As an AI Data Annotator & Contributor, I annotated and evaluated large datasets for machine learning and generative AI models. I reviewed AI-generated responses for accuracy and labeled text data following strict guidelines to enhance natural language understanding. I performed quality control checks and provided feedback to help refine model outputs. • Annotated datasets for AI and machine learning training. • Conducted evaluation of model responses on instruction adherence, coherence, and safety. • Executed quality control for linguistic reliability. • Followed detailed annotation guidelines using professional platforms.

2024 - Present

Education

Work History