Allan Kinyua

Key Skills

Software

Other

Remotasks

Top Subject Matter

LLM outputs

structured data

multilingual datasets

Top Data Types

Text

Audio

Image

Document

Top Task Types

Classification

Freelancer Overview

AI Data Specialist. Brings 3+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Bachelor of Science, Western Governors University (2026). AI-training focus includes data types such as Text and Audio and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

AI Data Specialist

Text

As an AI Data Specialist at RWS Group, I annotated and labeled datasets to support AI model training and evaluation. My work included reviewing AI-generated responses for accuracy and quality. I ensured structured data formats complied with defined schemas in large-scale, multilingual datasets. • Performed pairwise comparison of model outputs to identify inconsistencies. • Validated structured data formats like JSON. • Flagged ambiguous outputs to guide annotation improvement. • Maintained high accuracy throughout large dataset annotation projects.

As an AI Data Specialist at RWS Group, I annotated and labeled datasets to support AI model training and evaluation. My work included reviewing AI-generated responses for accuracy and quality. I ensured structured data formats complied with defined schemas in large-scale, multilingual datasets. • Performed pairwise comparison of model outputs to identify inconsistencies. • Validated structured data formats like JSON. • Flagged ambiguous outputs to guide annotation improvement. • Maintained high accuracy throughout large dataset annotation projects.

2025 - 2025

AI Data Labeler

RemotasksTextClassification

At Remotask, I completed data labeling, categorization, and annotation tasks across various text-based datasets. I ensured high accuracy while working on large-scale annotation projects with strict deadlines. My efforts guaranteed data consistency and project compliance in fast-paced environments. • Applied rigorous quality control standards. • Collaborated within defined platform workflows. • Met specific project requirements and expectations. • Contributed to accurate labeled data for downstream AI models.

At Remotask, I completed data labeling, categorization, and annotation tasks across various text-based datasets. I ensured high accuracy while working on large-scale annotation projects with strict deadlines. My efforts guaranteed data consistency and project compliance in fast-paced environments. • Applied rigorous quality control standards. • Collaborated within defined platform workflows. • Met specific project requirements and expectations. • Contributed to accurate labeled data for downstream AI models.

2022 - 2023

AI Trainer / Data Annotator

OtherText

While working at Outlier AI, I evaluated and rated AI-generated responses for logical consistency and factual accuracy. I performed prompt-response testing and refinement to improve outputs. My contributions enhanced model performance and ensured high-quality training data for large language models. • Identified hallucinations and factual inconsistencies. • Followed strict annotation guidelines. • Contributed feedback to refine model evaluation standards. • Focused on maintaining data quality in LLM contexts.

While working at Outlier AI, I evaluated and rated AI-generated responses for logical consistency and factual accuracy. I performed prompt-response testing and refinement to improve outputs. My contributions enhanced model performance and ensured high-quality training data for large language models. • Identified hallucinations and factual inconsistencies. • Followed strict annotation guidelines. • Contributed feedback to refine model evaluation standards. • Focused on maintaining data quality in LLM contexts.

2021 - 2022

AI Audio Data Evaluator

OtherAudio

As an AI Audio Data Evaluator for Uber AI, I supported model improvement by evaluating audio dataset outputs. I provided structured feedback to enhance system usability and training effectiveness. My role contributed to the refinement of training and testing datasets for AI systems. • Reviewed audio outputs for accuracy and utility. • Ensured alignment with expected results in evaluations. • Assisted in dataset curation for training and testing phases. • Enhanced audio data quality through methodical evaluation.

As an AI Audio Data Evaluator for Uber AI, I supported model improvement by evaluating audio dataset outputs. I provided structured feedback to enhance system usability and training effectiveness. My role contributed to the refinement of training and testing datasets for AI systems. • Reviewed audio outputs for accuracy and utility. • Ensured alignment with expected results in evaluations. • Assisted in dataset curation for training and testing phases. • Enhanced audio data quality through methodical evaluation.

Not specified

Education

Work History