Toba F.

Key Skills

Software

Other

Clickworker

iMerit

Mercor

Top Subject Matter

AI-generated content evaluation

content moderation

and RLHF-style feedback/review

Top Data Types

Text

Image

Document

Top Task Types

Segmentation

Transcription

Evaluation/Rating

Text Summarization

Object Detection

Classification

Freelancer Overview

Independent AI Data Contributor (Remote & Task-Based). Brings 12+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other and Google Workspace & Microsoft Office. Education includes Master of Science, Sheffield Hallam University (2024) and Bachelor of Science, ESPAM Formation University (2022). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Independent AI Data Contributor (Remote & Task-Based)

OtherText

Provided guideline-based evaluation of complex AI-generated or written content to ensure accuracy and compliance with specific rules. Used structured standards and evolving project guidance to assess quality and identify subtle errors and inconsistencies. Supported iterative dataset improvements by applying consistent judgments across repetitive tasks. • Followed detailed quality standards and instructions • Conducted fact-checking and internet research for truthfulness • Maintained high productivity and performance metrics • Performed nuanced content moderation and error identification

2019 - Present

Academic Evaluator & Instructor

Text

Evaluated academic submissions using structured marking guides and rubrics to ensure rigorous, consistent assessment. Identified factual errors in learners’ work and delivered constructive written feedback to improve outcomes. Maintained accurate digital records and reports for large-scale evaluations. • Applied rubric-based grading and consistency checks • Flagged factual inaccuracies • Provided written feedback to learners • Managed digital records using productivity tools

2015 - 2019

Education

Work History