Summary
Overview
Work History
Education
Skills
Timeline
Generic
Anthony Too

Anthony Too

Data Annotation, Data Entry, Web Research, Lead Generation
Kitale

Summary

Quality assurance professional leading annotation QA reviews, error detection, and corrective feedback for computer-vision datasets. Focuses on consistency by auditing labeled outputs, training annotators on standards, and tightening review steps before client submission. Supports reliable delivery through metrics-based coaching and recurring defect reduction.

Overview

12
12
years of professional experience

Work History

Senior Project Lead/Team Lead

SketchDeck.ai
06.2022 - Current
  • Lead and coordinate a team of data annotators to ensure projects are completed accurately, efficiently, and within established deadlines.
  • Assign tasks, prioritize workloads, monitor progress, and ensure team members meet daily and project-level productivity targets.
  • Provide training, onboarding, coaching, and ongoing support to annotators on project guidelines, annotation workflows, and quality standards.
  • Conduct quality reviews and audits of annotated datasets to identify errors, inconsistencies, and areas requiring correction.
  • Monitor team performance using productivity and quality metrics and provide timely feedback to improve individual and overall team performance.
  • Interpret project instructions and translate them into clear, practical guidance for annotators.
  • Coordinate project workflows from task assignment through completion, review, correction, and final submission.
  • Identify recurring annotation issues and implement process improvements to increase accuracy, consistency, and efficiency.
  • Serve as the primary point of contact between the annotation team, project management, and other stakeholders for project updates, questions, and issue resolution.
  • Track project progress, dataset completion, quality findings, and team performance using Google Sheets, Excel, and project management tools.
  • Review project requirements and ensure annotation outputs comply with client specifications and established quality standards.
  • Escalate complex technical, quality, or workflow issues and follow up to ensure timely resolution.
  • Prepare regular project and team performance updates, highlighting progress, challenges, quality issues, and areas for improvement.
  • Support continuous improvement of annotation workflows, documentation, training materials, and quality-control processes.
  • Remote

Senior Data Annotation Specialist

Remotasks
Nairobi, Kenya
11.2018 - 11.2022
  • Produced high-precision labeled datasets for computer vision and machine-learning applications
  • Lead and coordinate a team of data annotators to ensure projects are completed accurately, efficiently, and within established deadlines.
  • Assign tasks, prioritize workloads, monitor progress, and ensure team members meet daily and project-level productivity targets.
  • Provide training, onboarding, coaching, and ongoing support to annotators on project guidelines, annotation workflows, and quality standards.
  • Conduct quality reviews and audits of annotated datasets to identify errors, inconsistencies, and areas requiring correction.
  • Monitor team performance using productivity and quality metrics and provide timely feedback to improve individual and overall team performance.
  • Interpret project instructions and translate them into clear, practical guidance for annotators.
  • Coordinate project workflows from task assignment through completion, review, correction, and final submission.
  • Identify recurring annotation issues and implement process improvements to increase accuracy, consistency, and efficiency.
  • Serve as the primary point of contact between the annotation team, project management, and other stakeholders for project updates, questions, and issue resolution.
  • Annotated images, videos, LiDAR, and 3D point-cloud data according to detailed client and project specifications
  • Performed 2D annotation using bounding boxes, rotated boxes, polygons, lines, dots, and keypoints
  • Applied semantic segmentation and object-level labeling to support computer-vision model training
  • Reviewed annotations for accuracy, completeness, consistency, and adherence to labeling guidelines
  • Customized data outputs to meet technical requirements and contributed to large-scale AI training datasets
  • Tools included CVAT, Labelbox, LabelImg, LabelMe, VGG, and Roboflow

3D LiDAR Data Expert / Training Lead

Remotasks
Nairobi, Kenya
04.2018 - 05.2022
  • Annotated 3D LiDAR and point-cloud datasets for AI and computer-vision projects with consistent labeling standards.
  • Led onboarding and training for annotators and trainers on 3D workflows, project instructions, and quality standards.
  • Designed training materials, annotation workflows, and evaluation frameworks to improve consistency and accuracy.
  • Monitored productivity and quality metrics, then delivered corrective feedback to strengthen annotation performance.
  • Supported quality control by identifying labeling issues and helping teams resolve recurring annotation errors.

Financial Advisor

Kenya Orient Life Assurance Ltd
08.2016 - 04.2018
  • Prospected and generated leads through direct marketing, outreach, referrals, and client engagement.
  • Conducted client needs assessments and recommended suitable financial products based on gathered customer information.
  • Built client relationships through structured follow-up and clear professional communication.
  • Prepared presentations and delivered financial-literacy sessions to groups and businesses.
  • Maintained accurate records and supported reporting, administrative tasks, and routine follow-up across daily operations.

Agricultural Research Intern

Kenya Agricultural Livestock Research Organization
Kitale, Kenya
06.2014 - 12.2014
  • Recorded and organized agronomic observations to support crop-performance monitoring and farm trial tracking.
  • Supported analysis of field data by maintaining clear documentation of trial conditions and agronomic practices.
  • Prepared research reports by compiling field findings into concise, usable documentation.
  • Participated in farmer field demonstrations to explain research activities and gather on-site feedback.
  • Assisted with training activities by supporting participant coordination and day-of-session logistics.

Education

Bachelor of Science - Agricultural Economics

Egerton University
Kenya
12-2015

Skills

2D bounding boxes

Rotated bounding boxes

Polylines/lines points/dots keypoints

Categorization semantic segmentation

Image and video annotation

Team training

Coaching and feedback

Task prioritization

Cross-functional coordination

Escalation management

Quality audits

Process improvement

Workflow management

Productivity reporting

Performance metrics tracking

Timeline

Senior Project Lead/Team Lead

SketchDeck.ai
06.2022 - Current

Senior Data Annotation Specialist

Remotasks
11.2018 - 11.2022

3D LiDAR Data Expert / Training Lead

Remotasks
04.2018 - 05.2022

Financial Advisor

Kenya Orient Life Assurance Ltd
08.2016 - 04.2018

Agricultural Research Intern

Kenya Agricultural Livestock Research Organization
06.2014 - 12.2014

Bachelor of Science - Agricultural Economics

Egerton University
Anthony TooData Annotation, Data Entry, Web Research, Lead Generation