Insurance Analytics | Udit Asopa

Geospatial Data Scientist | EO Data Scientist | Remote Sensing Engineer

Thu, 03 Jul 2025 00:00:00 +0000

Geospatial Intelligence for Rapid Disaster Response

As a remote sensing and geospatial specialist at ICEYE, I worked across two of the company’s flagship catastrophe response solutions—Hurricane Rapid Impact and Wildfire Insights. These products enable insurance and emergency response sectors to detect, assess, and act on disaster impact within hours using ICEYE’s proprietary SAR satellite constellation.

In both projects, I delivered high-resolution raster-based geospatial insights, designed and executed change detection workflows, and generated scalable hexgrid summaries for real-time situational awareness.

Hurricane Rapid Impact

In the Hurricane product, I built raster processing chains that translated raw multi-temporal SAR data into wind-induced damage footprints. These outputs were used to triage claims, assess building damage, and direct emergency responders during critical post-landfall hours.

My Contributions:

SAR-based Raster Workflows: Developed and optimized multi-temporal raster analytics to detect structural changes in hurricane paths at 30 m resolution.
Hexgrid-Based Summaries: Aggregated spatial damage estimates into hexgrids to support scalable risk assessments and GIS integration.
Disaster Data Pipelines: Collaborated with cross-functional teams to automate raster product delivery, reducing time-to-insight for operational users

Wildfire Insights

For ICEYE’s wildfire product, I contributed to near real-time building-level damage classification by integrating SAR-based change detection with structural footprint databases. This helped insurers identify destroyed or undamaged structures even in areas obscured by smoke or cloud cover.

My Contributions

Binary Structural Classification: Supported modeling of destroyed vs. undamaged structures within fire perimeters using SAR-based raster maps.
Quality Control Pipelines: Refined damage detection algorithms to ensure high accuracy and reduce false positives.
Spatial Analytics Integration: Delivered clean geospatial outputs compatible with Esri-based dashboards and insurance risk models.

Cross-Domain Impact

This experience strengthened my expertise in:

Remote Sensing & SAR Analytics: From raw image calibration to thematic product generation.
GIS & Spatial Data Engineering: Raster tiling, hexgrid binning, and vector-raster fusion.
Data Science for Earth Observation: Structuring, automating, and scaling geospatial data pipelines for real-world use cases.

Whether for disaster response or broader EO applications, my work demonstrates the ability to derive actionable insights from complex SAR datasets and transform them into deployable products that inform decisions at scale.

Additional Resources:

Offcial Page: ICEYE Hurricane Solution

ICEYE Hurricane Solution Overview

Answering Key Questions on the Hurricane Solution

ICEYE Wildfire Insights

Webinar: Wildfire Monitoring with ICEYE

ICEYE Hurricane Solution

Tue, 01 Jul 2025 00:00:00 +0000

Rapid Geospatial Insight for Hurricane Events

As part of ICEYE’s Hurricane Solution development team, I applied my SAR remote sensing and geospatial science expertise to create the raster-based damage layers and hexgrid products that underpin the Rapid Impact Heat Map. This product delivers high-resolution, data-driven insights on structural impacts across storm-affected regions within 24 hours of landfall.

Using ICEYE’s persistent SAR constellation, we monitored hurricane paths in near-real-time, generating geospatial raster outputs that highlight the extent and severity of wind damage. I was responsible for crafting the change detection workflows and post-processing pipelines that translate raw SAR data into actionable insights for insurers and emergency responders.

My Contributions:

Remote Sensing Expertise:
- Engineered end-to-end processing chains for X-band SAR imagery to detect structural changes across urban and rural landscapes
- Tuned raster product generation to achieve consistent, high-accuracy impact footprints for rapid claims triage and risk segmentation
Geospatial Science: Developed hexgrid-based damage summaries to support rapid exposure quantification and visual interpretation at multiple spatial scales
Stakeholder Communication: Collaborated with product and engineering teams to operationalize workflows under tight disaster response timelines

Solution Highlights:

Combined view of wind-related damage derived from multi-temporal SAR observations, offered at 30 m resolution.
Always-on, all-weather monitoring with ICEYE’s SAR satellites, ensuring uninterrupted damage intelligence even through clouds and darkness.
Hexgrid-based visualizations to simplify decision-making and resource allocation in disaster zones.
Rapid delivery of actionable geospatial layers compatible with industry-standard GIS tools and APIs.

ICEYE’s Hurricane Solution enables insurers to identify affected assets, estimate exposure, and deploy adjusters efficiently—before traditional aerial or optical data becomes available.

Additional Resources:

Offcial Page: ICEYE Hurricane Solution

ICEYE Hurricane Solution Overview

Answering Key Questions on the Hurricane Solution

Operational Strengths

Tue, 01 Jul 2025 00:00:00 +0000

My strengths lie in breaking down complex challenges into actionable steps, aligning engineering, product, and science teams, and implementing efficient, repeatable workflows under tight timelines. I combine technical depth with stakeholder-focused storytelling to deliver clarity, credibility, and impact. Below is what I bring to high-performing, cross-disciplinary teams.

Analytical Problem Solving	Cross-Team Coordination	Process Optimization	Effective Communication	Rapid Turnaround
Structuring complex Earth observation tasks into logical workflows Data validation and hypothesis-driven modeling Applying SAR, InSAR, and optical remote sensing for targeted insights Risk modeling and predictive analytics using spatial data	Bridging SAR specialists, GIS developers, and product owners Managing feedback loops between science, engineering, and business teams Coordinating across stakeholder groups for disaster response Ensuring team alignment in hybrid and remote settings	Building scalable geospatial pipelines for repeatable outputs Streamlining raster change detection and ETL workflows Automating tasks using scripts and APIs Enhancing consistency and quality through modular codebases	Explaining SAR-based insights in accessible, decision-ready formats Creating intuitive visuals and geospatial dashboards Producing research summaries, reports, and technical documentation Leading knowledge sharing in cross-disciplinary teams	Adapting to new domains and tools swiftly Delivering results within 24–48 hour windows for disaster events Scaling analytics for regional to building-level resolution Balancing accuracy, speed, and clarity under pressure

ICEYE Wildfire Insights

Tue, 01 Aug 2023 00:00:00 +0000

Rapid Structural Damage Mapping During Wildfire Events

At ICEYE, I helped advance the Wildfire Insights solution by applying SAR remote sensing and geospatial science expertise to develop building-level damage detection tools. This solution supports insurers with verified damage data within 24 hours of wildfire impact—independent of weather or daylight conditions.

Using ICEYE’s X-band SAR constellation, I worked on SAR-based change detection techniques to identify structural loss across fire-affected zones. My contributions included algorithm tuning for urban infrastructure detection, post-classification processing, and integrating the results with geospatial vector formats for seamless decision support.

My Contributions:

Remote Sensing Expertise: Built Remote Sensing-based (SAR) workflows for detecting and classifying structural loss in wildfire zones.
Geospatial Science:
- Helped calibrate damage detection thresholds across diverse terrains and settlement types
- Delivered vector-based outputs (point and polygon layers) for operational insurance workflows.
Data Analytics & Geospatial Scince: Collaborated on integrating outputs into Esri-based dashboards for real-time situational awareness.

Product Features:

Building-level binary classification of ‘destroyed’ vs. ‘undamaged’ within hours of fire containment.
Actionable vector outputs ready for ingestion by GIS teams and insurers.
ESRI wildfire monitoring dashboard combining SAR results, fire perimeters, hotspots, and urban exposure layers.
Consistent insights across multiple wildfire events regardless of smoke or cloud cover.

ICEYE’s Wildfire Insights enables insurers and emergency response teams to make timely, data-driven decisions without waiting for aerial or optical validation.

Additional Resources:

Official Link: Wildfire Insights ICEYE Oy

Revolutionizing Wildfire Monitoring with ICEYE’s SAR Technology

10 Burning Questions About Rapid Building-Level Damage Detection

Webinar: Introducing ICEYE Wildfire Insights