Ekky H.

Key Skills

Software

Mercor

Micro1

Top Subject Matter

Higher Education

AI Model Response Evaluation

Project Administration - Not for Profit/Public Sector

Top Data Types

Text

Document

Top Task Types

Classification

Text Generation

RLHF

Evaluation/Rating

Data Collection

Freelancer Overview

I have experience in AI response evaluation, rubric-based assessment, content review, and AI-assisted product development. My work has included evaluating model outputs for instruction adherence, reasoning quality, consistency, naturalness, usefulness, and alignment with expected behaviour. I have also worked with golden responses, structured rubrics, preference-style evaluation, and rationale writing. Alongside this, I am building Pronunciation Lab, an AI-assisted English pronunciation and fluency platform focused on practical intelligibility rather than perfectionist scoring. This has helped me develop skills in AI evaluation design, speech-analysis workflows, scoring logic, prompt engineering, product architecture, data validation, and learner feedback design. My background as an English teacher and IELTS specialist gives me strong language judgement, especially around clarity, communication, naturalness, academic English, and learner-centred feedback.

Labeling Experience

Naturalness

TextEvaluation/Rating

Project Naturalness focused on evaluating whether AI-generated responses aligned with a target behavioural style and response model. The work involved reviewing model outputs, identifying aligned and misaligned segments, and writing concise rationales explaining whether each highlighted section matched the expected standard. The evaluation required careful judgement of naturalness, instruction adherence, tone, usefulness, and response quality. Each assessment had to connect specific evidence from the response to the project rubric, while ensuring that the final score was consistent with the number and severity of aligned or misaligned observations.

2026 - 2026

Education

Work History