Cris Kwaram

Key Skills

Software

CVAT

Labelbox

Other

Top Subject Matter

Computer Vision

Audio Domain Expertise

Speech Recognition

Top Data Types

Video

Audio

Image

Text

Document

Top Task Types

Segmentation

Transcription

Freelancer Overview

Video Annotation Specialist (Freelance / AI Data Projects). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include CVAT, Labelbox, and Other. Education includes Master of Arts, Moi University (2019) and Bachelor of Arts, Kenyatta University (2016). AI-training focus includes data types such as Video and Audio and labeling workflows including Segmentation and Transcription.

Labeling Experience

Video Annotation Specialist (Freelance / AI Data Projects)

CVATVideoSegmentation

As a Video Annotation Specialist, I annotated complex video sequences featuring human-object interactions and motion tracking. I segmented actions into precise intervals and labeled object manipulations such as pick, place, adjust, and release. I ensured strict adherence to annotation guidelines and delivered datasets used for computer vision model training. • Maintained frame-level accuracy across long video sequences • Developed scalable, structured labeling workflows • Delivered high-quality, annotation-ready outputs • Collaborated with AI teams remotely

As a Video Annotation Specialist, I annotated complex video sequences featuring human-object interactions and motion tracking. I segmented actions into precise intervals and labeled object manipulations such as pick, place, adjust, and release. I ensured strict adherence to annotation guidelines and delivered datasets used for computer vision model training. • Maintained frame-level accuracy across long video sequences • Developed scalable, structured labeling workflows • Delivered high-quality, annotation-ready outputs • Collaborated with AI teams remotely

2023 - Present

Speech & Data Annotation Specialist (QuantumNest Global)

LabelboxAudioTranscription

As a Speech & Data Annotation Specialist, I processed and annotated large audio and multimodal datasets for AI system training. I applied high-accuracy labeling, transcription, and validation workflows while optimizing data usability and consistency for ML teams. I used multiple platforms to validate, review, and improve datasets for AI applications. • Implemented quality assurance and error checking • Elevated annotation accuracy with QA techniques • Collaborated on annotation validation and improvement • Managed metadata tagging and data structuring

As a Speech & Data Annotation Specialist, I processed and annotated large audio and multimodal datasets for AI system training. I applied high-accuracy labeling, transcription, and validation workflows while optimizing data usability and consistency for ML teams. I used multiple platforms to validate, review, and improve datasets for AI applications. • Implemented quality assurance and error checking • Elevated annotation accuracy with QA techniques • Collaborated on annotation validation and improvement • Managed metadata tagging and data structuring

2023 - 2025

Audio Annotation & Transcription Analyst (Vendor AI Projects)

LabelboxAudioTranscription

In the Audio Annotation & Transcription Analyst role, I converted raw audio data into structured datasets for AI training. I used linguistic knowledge for high-accuracy annotation, achieving validated datasets with over 95% accuracy. I ensured final datasets were ready for deployment in machine learning models. • Performed linguistic and contextual data labeling • Validated, reviewed, and QA’d large audio datasets • Supported dataset formatting for ML teams • Delivered project outputs within set timeframes

In the Audio Annotation & Transcription Analyst role, I converted raw audio data into structured datasets for AI training. I used linguistic knowledge for high-accuracy annotation, achieving validated datasets with over 95% accuracy. I ensured final datasets were ready for deployment in machine learning models. • Performed linguistic and contextual data labeling • Validated, reviewed, and QA’d large audio datasets • Supported dataset formatting for ML teams • Delivered project outputs within set timeframes

2022 - 2024

Data Analyst (Speech & AI Data, Crown Data Analysis & Consultancy Ltd)

OtherAudioTranscription

As a Data Analyst for Speech & AI Data, I processed and supported large-scale datasets for AI and analytics applications. I maintained data integrity, ensured labeling consistency, and supported annotation documentation at scale. I aided with annotation workflows, quality compliance, and scalability across projects. • Managed bulk data processing and dataset preparation • Facilitated documentation of annotation standards • Conducted ongoing QA and guideline enforcement • Supported scalable annotation workflow development

As a Data Analyst for Speech & AI Data, I processed and supported large-scale datasets for AI and analytics applications. I maintained data integrity, ensured labeling consistency, and supported annotation documentation at scale. I aided with annotation workflows, quality compliance, and scalability across projects. • Managed bulk data processing and dataset preparation • Facilitated documentation of annotation standards • Conducted ongoing QA and guideline enforcement • Supported scalable annotation workflow development

2019 - 2022

Education

Work History