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Bushra Naaz

Bushra Naaz

GIS Engineer - Geospatial Data Management

INDIA flag
New Delhi, India
Expert

Key Skills

Software

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Top Subject Matter

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Top Data Types

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Top Label Types

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Freelancer Overview

I am a data analyst and GIS engineer with over 10 years of experience specializing in data labeling, annotation, and AI training data for large-scale projects. My expertise includes 2D/3D bounding box annotation, LiDAR data handling, and quality management for computer vision applications such as autonomous vehicles and geospatial intelligence. I have successfully led teams on projects involving the annotation of pedestrians, vehicles, and road features, as well as the digitization and validation of complex datasets for national initiatives. Skilled in tools like Kognic, ArcGIS, QGIS, Cartopia, and Coronado, I excel at ensuring data accuracy and delivering actionable insights through advanced analytics, Power BI dashboards, and SQL-based data management. My hands-on approach, attention to detail, and ability to optimize data workflows make me highly effective in supporting AI and machine learning model development.

Expert

Labeling Experience

Production – Area Mapping (Pilot Project-AutoCAD)

Geospatial Tiled ImageryMapping
Contributed to digitization and annotation of roads, walkways, parking, and building footprints from imagery sources using AutoCAD. Updated and maintained attribute data for geospatial mapping in pilot projects. Implemented annotation standards and performed quality reviews during the mapping process. • Processed fine-grained segmentation of infrastructure features • Standardized attribute schema for building and road mapping • Assisted in training sessions for annotation protocols • Supported pilot deployments with annotation expertise

Contributed to digitization and annotation of roads, walkways, parking, and building footprints from imagery sources using AutoCAD. Updated and maintained attribute data for geospatial mapping in pilot projects. Implemented annotation standards and performed quality reviews during the mapping process. • Processed fine-grained segmentation of infrastructure features • Standardized attribute schema for building and road mapping • Assisted in training sessions for annotation protocols • Supported pilot deployments with annotation expertise

2015 - 2024

Production – Project: Peru (ArcGIS)

Geospatial Tiled ImageryMapping
Handled digitization and attribution of roads and speed labels within Peru mapping projects using ArcGIS. Labeled road infrastructure features to improve map accuracy for navigation and traffic flow analysis. Worked in the annotation/production pipeline ensuring data meets established guidelines and standards. • Maintained annotation schedules for large datasets • Performed routine QA checks on mapped segments • Facilitated updated training for annotation tasks • Coordinated closely with mapping production teams

Handled digitization and attribution of roads and speed labels within Peru mapping projects using ArcGIS. Labeled road infrastructure features to improve map accuracy for navigation and traffic flow analysis. Worked in the annotation/production pipeline ensuring data meets established guidelines and standards. • Maintained annotation schedules for large datasets • Performed routine QA checks on mapped segments • Facilitated updated training for annotation tasks • Coordinated closely with mapping production teams

2015 - 2024

Quality Manager – POI Integration (Violation Solving)

Geospatial Tiled ImageryMapping
Supervised the identification, resolution, and updating of Points of Interest (POI) violations in digital map datasets using imagery and video sources. Facilitated addition and editing of POIs such as shops, cafes, and hotels, ensuring accurate representation within navigational systems. Managed QA reviews and escalations as Quality Manager in POI mapping projects. • Maintained POI feature integrity through audits • Enhanced workflows for violation tracking • Provided annotation support for new POI categories • Coordinated with engineers for POI schema changes

Supervised the identification, resolution, and updating of Points of Interest (POI) violations in digital map datasets using imagery and video sources. Facilitated addition and editing of POIs such as shops, cafes, and hotels, ensuring accurate representation within navigational systems. Managed QA reviews and escalations as Quality Manager in POI mapping projects. • Maintained POI feature integrity through audits • Enhanced workflows for violation tracking • Provided annotation support for new POI categories • Coordinated with engineers for POI schema changes

2015 - 2024

Quality Manager – Mapping

Geospatial Tiled ImageryMapping
Directed digitization and attribution tasks to update roads, street names, and signposts for navigation datasets using GPS, satellite, and photogrammetric imagery. Managed QA/QC processes as a Quality Manager to sustain high standards in labeled geographic data. Ensured comprehensive mapping updates and data integration for enhanced navigation experiences. • Led digitization efforts from imagery and GPS traces • Oversaw feature attribution and differentiation • Set benchmarks for mapping accuracy and completeness • Handled team escalations for mapping uncertainty cases

Directed digitization and attribution tasks to update roads, street names, and signposts for navigation datasets using GPS, satellite, and photogrammetric imagery. Managed QA/QC processes as a Quality Manager to sustain high standards in labeled geographic data. Ensured comprehensive mapping updates and data integration for enhanced navigation experiences. • Led digitization efforts from imagery and GPS traces • Oversaw feature attribution and differentiation • Set benchmarks for mapping accuracy and completeness • Handled team escalations for mapping uncertainty cases

2015 - 2024

Quality Manager – Cygnus Free-space FWP

OtherVideoBounding BoxPolygon
Managed annotation workflow identifying road features such as curbs, trees, crossings, and traffic signs using image, video, and LiDAR data for improved AI and ML model accuracy. Led the team’s quality management and oversaw segmentation label consistency across datasets. Enhanced annotation standards to improve detection and recognition capability of downstream models. • Coordinated extraction of fine-grained road feature data • Developed protocols for video and LiDAR segmentation workflows • Performed dataset audits and label error corrections • Collaborated with engineering teams for label schema updates

Managed annotation workflow identifying road features such as curbs, trees, crossings, and traffic signs using image, video, and LiDAR data for improved AI and ML model accuracy. Led the team’s quality management and oversaw segmentation label consistency across datasets. Enhanced annotation standards to improve detection and recognition capability of downstream models. • Coordinated extraction of fine-grained road feature data • Developed protocols for video and LiDAR segmentation workflows • Performed dataset audits and label error corrections • Collaborated with engineering teams for label schema updates

2015 - 2024

Education

M

Maharaja Agrasen Himalayan Garhwal University

Master of Arts, Geography

Master of Arts
2020 - 2022
U

University of Delhi

Bachelor of Arts, General Studies

Bachelor of Arts
2010 - 2013

Work History

M

Ministry of Education

Software Developer (GIS)

New Delhi
2024 - Present
R

RMSI

Team Lead

Noida
2022 - 2024