Victor Elendu

Key Skills

Software

OneForma

Top Subject Matter

No subject matter listed

Top Data Types

Text

Image

Audio

Top Label Types

Fine Tuning

Evaluation Rating

Object Detection

Point Key Point

Emotion Recognition

Text Summarization

Translation Localization

Transcription

Freelancer Overview

I am an experienced AI annotation expert and data labeling specialist with over two years of remote work in evaluating and enhancing machine learning datasets. My background includes meticulously tagging and scrutinizing diverse data types, from text and web content to visuals, ensuring high-quality training data for AI systems. I excel at comparative output ranking, fact-verification audits, and identifying issues such as query misinterpretation, factual inaccuracies, and compliance breaches. With strong skills in markup protocols, output assessment, and dataset assembly, I bring a keen analytical eye and native Nigerian English proficiency to every project. My experience spans technical content creation and digital strategy, allowing me to adapt to various domains and maintain rigorous quality standards in high-volume annotation workflows.

Labeling Experience

Transcription

OneformaAudioTranscription

On OneForma, transcription projects usually involve listening to short audio clips. You'll convert the spoken words into accurate text, following strict guidelines. Some tasks also include audio segmentation, where you mark the start and end of speech to perfectly align the transcript with its time segments.

On OneForma, transcription projects usually involve listening to short audio clips. You'll convert the spoken words into accurate text, following strict guidelines. Some tasks also include audio segmentation, where you mark the start and end of speech to perfectly align the transcript with its time segments.

2025 - 2025

LE Localization

OneformaTextEmotion RecognitionTranslation Localization

An LE Localization project on OneForma typically evaluates localized text. This involves checking for meaning fidelity, fluency, grammar, and cultural fit in the target locale. The work often means rating translation quality against set criteria. If a rating or preferred version needs explaining, a brief, structured justification in English clarifies the choice. These are usually high-volume, repeatable tasks, all managed directly on the OneForma platform. Every project has its own guidelines and requires qualification steps before production work can begin.

An LE Localization project on OneForma typically evaluates localized text. This involves checking for meaning fidelity, fluency, grammar, and cultural fit in the target locale. The work often means rating translation quality against set criteria. If a rating or preferred version needs explaining, a brief, structured justification in English clarifies the choice. These are usually high-volume, repeatable tasks, all managed directly on the OneForma platform. Every project has its own guidelines and requires qualification steps before production work can begin.

2025 - 2025

CYU

OneformaTextText Summarization

OneForma's CYU and Summarization tasks (like synopsis, topic, topline, and email summaries) ask you to create or evaluate short summaries of everyday content. This might include emails, messages, or snippets from multiple sources. Every summary type comes with strict rules for its format and length. Often, you'll write a concise topline or synopsis, keeping within the word count. The summary must stick strictly to the original text; don't add any inferred emotion. For email summaries, never just copy the subject line.

OneForma's CYU and Summarization tasks (like synopsis, topic, topline, and email summaries) ask you to create or evaluate short summaries of everyday content. This might include emails, messages, or snippets from multiple sources. Every summary type comes with strict rules for its format and length. Often, you'll write a concise topline or synopsis, keeping within the word count. The summary must stick strictly to the original text; don't add any inferred emotion. For email summaries, never just copy the subject line.

2025 - 2025

Text Composition

OneformaTextPoint Key PointEmotion Recognition

Text Composition project 'Key Points Transform' has you distill an input passage into a short, prioritized bulleted list. You'll need to make sure the meaning stays accurate and true to the original. This work involves pulling out the core ideas, prioritizing them, and following specific rules for format and safety. You aren't adding any new information.

Text Composition project 'Key Points Transform' has you distill an input passage into a short, prioritized bulleted list. You'll need to make sure the meaning stays accurate and true to the original. This work involves pulling out the core ideas, prioritizing them, and following specific rules for format and safety. You aren't adding any new information.

2025 - 2025

Visual Content Generation (VCG)

OneformaImageObject Detection

The VCG (Visual Content Generation) image evaluation subproject on OneForma evaluates AI-generated images in large volumes. It aims to improve image generation quality by comparing the images it gets against an input prompt. The prompt might be text, another image, or a mix of both. These tasks mostly involve rating how well an image aligns with its prompt and looking at other image quality factors too, such as structural integrity and how good it looks. Labelers then select or score images based on the project's rubric.

The VCG (Visual Content Generation) image evaluation subproject on OneForma evaluates AI-generated images in large volumes. It aims to improve image generation quality by comparing the images it gets against an input prompt. The prompt might be text, another image, or a mix of both. These tasks mostly involve rating how well an image aligns with its prompt and looking at other image quality factors too, such as structural integrity and how good it looks. Labelers then select or score images based on the project's rubric.

2025 - 2025

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Education

Work History