Ando N.

Key Skills

Software

AWS SageMaker

Clickworker

CloudFactory

CVAT

Dataloop

Datasaur

Kili Technology

Labelbox

Label Studio

Roboflow

Supervisely

V7 Labs

Toloka

Top Subject Matter

AI data labeling quality assurance (CA/FA file review)

AI training data preparation and multimodal labeling

AI training (trainer/coaching) and assessment design for labeling operations

Top Data Types

Geospatial Tiled Imagery

Video

Image

Top Task Types

Classification

Bounding Box

Segmentation

Freelancer Overview

Quality Coach, SmartOne Madagascar. Brings 12+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and N. Education includes Bachelor of Japanese and English Languages, University of Antananarivo (2020) and Trainer’s Training, CCIFM Madagascar (2022). AI-training focus includes data types such as Image and Text and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

Launch Project Manager, SmartOne Madagascar

Geospatial Tiled ImageryBounding Box

Led the proof-of-concept (POC) and pilot from client knowledge-transfer through project completion, ensuring readiness of the labeling/training process. Produced training and assessment materials including guidelines and quizzes to standardize performance. Managed piloting operators and set up a quality follow-up model, incorporating client feedback into continuous improvements. • KT and pilot leadership to project completion • Training and assessment materials creation • Operator management and quality follow-up setup • Client feedback analysis and corrective actions for the team

2024 - Present

Trainer, SmartOne Madagascar

ImageObject Detection

Created training and assessment materials (guidelines and quizzes) to enable consistent onboarding and performance evaluation of project participants. Analyzed client feedback and applied updates to coaching and instructional content to align with evolving requirements. Delivered initial training to newcomers and conducted induction training for new workers. • Developed training guidelines and quizzes • Analyzed client feedback and corrected materials/process • Conducted onboarding and induction training • Built recruiting tests with the recruitment team

2021 - 2024

Online Operator, SmartOne Madagascar

VideoSegmentation

Worked as an online operator performing multi-modal data preparation tasks for AI workflows, including labeling and related preprocessing steps. Contributed to data extraction, data enrichment, and language recognition tasks to improve dataset coverage. Supported transcription-related preparation and language-related labeling needed for downstream models. • Image/video/audio/data labeling • Data extraction and enrichment • Language recognition • Dataset preparation for AI training

2020 - 2021

Quality Coach, SmartOne Madagascar

Image

Performed quality checks on incoming CA/FA files to ensure the correctness of judgments and answers before batches were released. Escalated issues to the production team when inaccurate judgments/answers were detected and supported resolution. Conducted follow-ups with operators to maintain consistent labeling quality across rounds. • Quality assurance review of labeled items • Identification and escalation of incorrect judgments/answers • Operator follow-up for consistency • Support for quality follow-up model

2020 - 2021

Education

Work History