Antony R.

Key Skills

Software

Clickworker

CVAT

Labelbox

Label Studio

Mindrift

OneForma

Roboflow

Toloka

Other

Remotasks

Top Subject Matter

Image annotation and label QA for multilingual Kenyan content contexts

Text/content categorization

data verification

Top Data Types

Text

Image

Document

Audio

Top Task Types

Prompt + Response Writing (SFT)

Classification

Bounding Box

Text Generation

Evaluation/Rating

Data Collection

Transcription

Object Detection

Polyline

Polygon

Segmentation

Entity (NER) Classification

Freelancer Overview

Online Microtask & AI Data Review Contributor. Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Clickworker, Remotasks, and TranscribeMe. Education includes Bachelor of Science, The Technical University of Kenya (2024). AI-training focus includes data types such as Image, Text, and Audio and labeling workflows including Bounding Box, Classification, and Text Generation.

Labeling Experience

AI / Data Annotation Candidate - OpenTrain AI Focus (Remote-ready, 2026)

OtherTextPrompt + Response Writing (SFT)

Prepared for AI data projects that involve text labeling and evaluation of model outputs against user instructions. Assessed responses for factual accuracy, clarity, safety, completeness, and overall usefulness while following project-specific labeling rubrics. Documented ambiguous cases and escalated unclear examples for resolution.• Planned text/category labeling and response ranking/evaluation workflows.• Compared model responses to instructions for instruction-following and quality.• Identified and flagged ambiguous examples for escalation.• Followed labeling rubrics and maintained consistency in repetitive tasks.

2026 - Present

Freelance Online Task Worker - Data, Research & Evaluation (Remote, 2022 - Present)

ClickworkerTextClassification

Performed remote online microtasks for surveys, information checking, and content evaluation using provided written guidelines. Reviewed submissions for spelling, category accuracy, completeness, and guideline compliance before final delivery. Maintained consistent, high-quality outputs across repetitive, detail-sensitive workflows.• Applied annotation guidelines to produce reliable labeled/evaluated results.• Conducted content verification and guideline-based quality checks.• Managed time independently to meet deadline-based online task requirements.• Performed final QC-style reviews prior to submission.

2023 - Present

Online Microtask & AI Data Review Contributor

ClickworkerImageBounding Box

Provided image review and annotation-quality checking for AI data workflows using bounding-box related guidance. Verified that object visibility and labeled categories matched what was present in the images, and flagged missing annotations or potential false positives. Followed platform instructions and example-matching steps to maintain guideline compliance during submissions. • Reviewed images for label/category correctness • Checked for missing annotations and object visibility issues • Detected unclear samples, duplicates, and low-quality items • Performed final submission review with privacy-aware handling

2022 - Present

Freelance IT Tutor / Digital Skills Trainer (Kenya, 2024 - Present)

DocumentData Collection

Delivered freelance tutoring and digital skills training that supported accurate data handling and structured analysis practices. Created practical assignments with checking criteria emphasizing accuracy, attention to detail, and correct spreadsheet/document workflows. Assisted learners with data entry, formatting, and basic analysis tasks to strengthen reliability in data-oriented work.• Taught spreadsheet use and data entry with structured accuracy checks.• Supported document formatting and data preparation habits.• Prepared learning activities requiring careful verification and attention to detail.• Reinforced good quality-control practices through assignment rubric-based evaluation.

2022 - Present

Remotasks AI Data Training / Annotation Practice (Text)

RemotasksTextText Generation

Conducted AI training practice on text/content tasks including text classification and caption rewriting or review. Evaluated content for correctness and quality using guideline-based instructions and example matching. Verified data by flagging duplicate or low-quality items and ensuring alignment between captions and contextual requirements. • Performed text classification and caption review • Rewrote or refined captions per guidelines • Checked cultural context and data verification rules • Flagged duplicates, low-quality, and unclear samples

2023 - 2024

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Education

Work History