Iniobong O.

Key Skills

Software

Mindrift

Top Subject Matter

AI search/recommendation quality assurance and product categorization

Speech/audio transcription for content creation

Top Data Types

Text

Audio

Top Task Types

Transcription

Freelancer Overview

Data annotator/QA expert at Mindrift (December 2023–June 2025). Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Mindrift, N, and A. Education includes Bachelor Degree, Delta State University (2025). AI-training focus includes data types such as Text and Audio and labeling workflows including Evaluation, Rating, and Transcription.

Labeling Experience

Freelance writer (Upwork) including transcription services (May 2021–Present)

AudioTranscription

Worked as a freelance writer/transcriber creating text from spoken material for client use. Transcribed speeches and audio content including conversations, political interviews, and academic materials. Delivered accurate written transcripts for different audiences and content types. • Transcribed conversation audio into text. • Transcribed political interviews and speeches. • Transcribed academic and instructional materials. • Prepared clean outputs for client review and use.

2021 - Present

Data annotator/QA expert at Mindrift (December 2023–June 2025)

MindriftText

Served as a data annotator/QA expert performing evaluations of AI outputs to improve system quality. Compared pair-wise search engine results and assessed which option was better, supporting recommendation and ranking improvements. Reviewed product listings and verified alignment with shopping website categories, ensuring labels matched expected taxonomy. • Evaluated pair-wise search results for relevance and quality. • Checked product-category alignment on e-commerce pages. • Compared AI responses against prompts for safety, helpfulness, and factuality. • Reviewed other annotators' submissions and provided constructive feedback.

2023 - 2025

Education

Work History