Patricia Khatioli

Key Skills

Software

CVAT

iMerit

Labelbox

Sama

CloudFactory

Top Subject Matter

AI Data Annotation/Quality Assurance

Structured Document Annotation/Verification

Document Processing/AI Data Preparation

Top Data Types

Document

Text

Image

Top Task Types

Classification

Question Answering

Transcription

Prompt + Response Writing (SFT)

Bounding Box

Entity (NER) Classification

Evaluation/Rating

Freelancer Overview

Data Associate. Brings 1+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Sama, CloudFactory, and Techno Brain. Education includes Bachelor of Science, Maseno University (2019). AI-training focus includes data types such as Document and labeling workflows including Classification.

Labeling Experience

Data Annotation Specialist (Freelance)

ImeritDocumentClassification

As a Data Annotation Specialist (Freelance) for iMerit, I annotated, reviewed, and validated large datasets to train AI models. I performed quality checks on both structured and unstructured data, correcting errors in annotation outputs. I collaborated with remote teams to refine workflows and handle complex annotation tasks. • Labeled documents and data for AI model training • Applied complex guidelines and schemas for classification accuracy • Reviewed and corrected structured/unstructured annotation errors • Worked with global teams on workflow improvement.

As a Data Annotation Specialist (Freelance) for iMerit, I annotated, reviewed, and validated large datasets to train AI models. I performed quality checks on both structured and unstructured data, correcting errors in annotation outputs. I collaborated with remote teams to refine workflows and handle complex annotation tasks. • Labeled documents and data for AI model training • Applied complex guidelines and schemas for classification accuracy • Reviewed and corrected structured/unstructured annotation errors • Worked with global teams on workflow improvement.

2023 - Present

Data Associate

SamaDocumentClassification

As a Data Associate at Sama, I performed detailed data annotation, validation, and quality assurance on high volumes of documents for AI projects. I ensured all annotations adhered strictly to project guidelines and contributed feedback to enhance labeling accuracy. My work focused on reviewing structured document data for consistency and correctness. • Performed detailed labeling and validation of structured document fields • Maintained high accuracy standards (>98%) on all tasks • Identified and resolved discrepancies and ambiguous cases • Provided feedback to improve workflow and guidelines.

As a Data Associate at Sama, I performed detailed data annotation, validation, and quality assurance on high volumes of documents for AI projects. I ensured all annotations adhered strictly to project guidelines and contributed feedback to enhance labeling accuracy. My work focused on reviewing structured document data for consistency and correctness. • Performed detailed labeling and validation of structured document fields • Maintained high accuracy standards (>98%) on all tasks • Identified and resolved discrepancies and ambiguous cases • Provided feedback to improve workflow and guidelines.

2023 - Present

Data Annotation Associate

CloudfactoryDocumentClassification

As a Data Annotation Associate at CloudFactory, I was responsible for annotating and verifying structured data documents for machine learning purposes. I consistently cross-checked annotation outputs and engaged in QA peer reviews to ensure topquality data. Through this work, I supported robust training data pipelines for AI systems. • Labeled and verified structured document data for ML pipelines • Conducted self and peer QA for improved accuracy • Ensured outputs matched source document information • Achieved high productivity under strict quality thresholds.

As a Data Annotation Associate at CloudFactory, I was responsible for annotating and verifying structured data documents for machine learning purposes. I consistently cross-checked annotation outputs and engaged in QA peer reviews to ensure topquality data. Through this work, I supported robust training data pipelines for AI systems. • Labeled and verified structured document data for ML pipelines • Conducted self and peer QA for improved accuracy • Ensured outputs matched source document information • Achieved high productivity under strict quality thresholds.

2022 - 2022

Data Processing Assistant

DocumentClassification

While working as a Data Processing Assistant at Techno Brain, I processed and validated structured documents, verifying accuracy across multiple fields. My tasks included high-volume annotation and data entry for document workflows, focusing on correctness and completeness. I contributed to quality pipelines for AI data processing through careful review of datasets. • Reviewed and annotated structured document fields • Ensured data integrity for high-volume document projects • Verified corrected data entry on multiple fields • Supported document labeling processes for AI purposes.

While working as a Data Processing Assistant at Techno Brain, I processed and validated structured documents, verifying accuracy across multiple fields. My tasks included high-volume annotation and data entry for document workflows, focusing on correctness and completeness. I contributed to quality pipelines for AI data processing through careful review of datasets. • Reviewed and annotated structured document fields • Ensured data integrity for high-volume document projects • Verified corrected data entry on multiple fields • Supported document labeling processes for AI purposes.

2021 - 2021

Education

Work History