Ryan Likhubi

Key Skills

Software

Appen

Telus

Top Subject Matter

General AI

Coding (Go, JavaScript basics)

Search Engine Evaluation

Top Data Types

Text

Computer Code Programming

Document

Top Task Types

Prompt + Response Writing (SFT)

Bounding Box

Text Generation

Text Summarization

Transcription

Evaluation/Rating

Data Collection

Question Answering

Object Detection

Fine-tuning

Freelancer Overview

AI Data Trainer & Evaluator (Remote Contract) – Appen. Brings 7+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Appen and Telus. Education includes Bachelor of Science, N/A (2020). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Data Trainer & Evaluator (Remote Contract) – Appen

AppenText

As an AI Data Trainer & Evaluator at Appen, I evaluated AI-generated responses for accuracy and quality. My work involved structured feedback, logical analysis, and the ranking of multiple outputs. I maintained high-quality standards and consistency across large annotation tasks. • Reviewed and rated text and code responses based on factual accuracy and reasoning • Ranked AI-generated outputs for clarity and usefulness • Flagged hallucinations and inconsistencies in model outputs • Enhanced dataset reliability through strict adherence to guidelines

As an AI Data Trainer & Evaluator at Appen, I evaluated AI-generated responses for accuracy and quality. My work involved structured feedback, logical analysis, and the ranking of multiple outputs. I maintained high-quality standards and consistency across large annotation tasks. • Reviewed and rated text and code responses based on factual accuracy and reasoning • Ranked AI-generated outputs for clarity and usefulness • Flagged hallucinations and inconsistencies in model outputs • Enhanced dataset reliability through strict adherence to guidelines

2024 - Present

Search Engine Evaluator – TELUS International AI Data Solutions

TelusText

As a Search Engine Evaluator at TELUS International AI Data Solutions, I assessed search results against user intent. The role required the application of structured evaluation guidelines and detailed reasoning for ranking decisions. I consistently met quality and turnaround targets in AI model alignment. • Evaluated and ranked search results to optimize relevance • Applied structured guidelines to ambiguous queries • Provided written feedback on model performance • Improved model alignment through detailed justifications

As a Search Engine Evaluator at TELUS International AI Data Solutions, I assessed search results against user intent. The role required the application of structured evaluation guidelines and detailed reasoning for ranking decisions. I consistently met quality and turnaround targets in AI model alignment. • Evaluated and ranked search results to optimize relevance • Applied structured guidelines to ambiguous queries • Provided written feedback on model performance • Improved model alignment through detailed justifications

2023 - 2024

Education

Work History