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Esther C.

Esther C.

Outlier.ai — AI Data Specialist (AI output evaluation & dataset auditing)

Nigeria flagKansas, Nigeria

Key Skills

Software

ClickworkerClickworker
TolokaToloka
MindriftMindrift
LabelboxLabelbox
Label StudioLabel Studio
CVATCVAT
DoccanoDoccano

Top Subject Matter

AI output evaluation and annotated dataset quality (financial and administrative context)
Recruitment/support operations for data-labeling workforce coordination
Content metadata/data entry for business page SEO and publishing

Top Data Types

TextText
VideoVideo
DocumentDocument

Top Task Types

Data CollectionData Collection
RLHFRLHF
TranscriptionTranscription
Fine-tuningFine-tuning
Question AnsweringQuestion Answering
Object DetectionObject Detection
Entity (NER) ClassificationEntity (NER) Classification
ClassificationClassification
Evaluation/RatingEvaluation/Rating

Freelancer Overview

Outlier.ai — AI Data Specialist (AI output evaluation & dataset auditing). Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other, Microsoft Excel, and Google Sheets (CSVs. Education includes Bachelor of Science, Tansian University (2012). AI-training focus includes data types such as Text and Video and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

Outlier.ai — AI Data Specialist (AI output evaluation & dataset auditing)

OtherTextText

Evaluated AI-generated outputs for precision, tone, relevance, and compliance with provided instructions to support high-quality model behavior. Applied detailed guidelines to assess language understanding, intent classification, and overall response quality for downstream use. Reviewed and corrected annotated datasets to maintain dataset consistency and fairness for training and QA pipelines. • Precision/tone/relevance assessment of generated responses • Intent classification and language understanding checks • QA auditing with error detection and hallucination spotting • Bias/ambiguity/ethical risk flagging with improvement feedback

2026 - Present

Independent Freelancer — Virtual Secretary (freelancer screening and coordination)

OtherTextTextData CollectionData Collection

Assisted with sourcing and screening freelancers by matching candidates to a company’s required profile. Coordinated interviews and task handoffs, including information forwarding and notification messaging. Supported communication workflows to ensure clarity and correctness of information sent to targets. • Freelancer sourcing and profile matching • Interview coordination and task assignment support • Information forwarding and multi-channel notifications • Message clarity/correctness checks

2025 - Present

Brainiac Video Production — Business Page Manager (SEO data entry & media captioning)

VideoVideoData CollectionData Collection

Performed high-volume SEO data entry associated with business page content management. Uploaded and formatted media assets daily, including video files and images, with accompanying captions. Maintained consistent content publishing schedules to support ongoing website interaction. • Daily SEO data entry at scale (700+ entries) • Daily uploading of videos and images with captions • Website interaction and daily optimization tasks • Structured daily content publishing for business pages

2025 - 2025

Education

T

Tansian University

Bachelor of Science, Economics

Bachelor of Science
2008 - 2012

Work History

O

Outlier.ai

AI Output Evaluator

Kansas
2026 - Present
I

Independent Freelancer

Virtual Secretary (Freelancer Coordinator)

Remote
2025 - Present