For farmers, the effects of floods, droughts, typhoons, and other agricultural hazards can mean more than damaged crops—they can threaten livelihoods and the ability of farming families to recover after a disaster.

Strengthening the institutions that assess these risks is therefore an important part of strengthening the protection available to Filipino farmers.

Toward this goal, the Department of Science and Technology–Central Luzon (DOST Central Luzon), through DOST-SINAG, is set to capacitate personnel of the Philippine Crop Insurance Corporation (PCIC) on the application of the DOST-SINAG Virtual Hub, remote sensing, Geographic Information Systems (GIS), and Google Earth Engine (GEE) for agricultural risk monitoring and crop insurance operations.

The four-day training is designed to enable participants to access and process satellite and climate datasets, monitor crop conditions, assess flood and drought risks, and generate operational maps and statistics that can support crop damage assessment and insurance claim validation.

While the activity focuses on strengthening the technical capabilities of PCIC personnel, its potential benefits extend to the farmers they serve. Better access to science-based information can provide additional evidence for understanding where crops are located, identifying agricultural areas exposed to hazards, estimating affected areas, and supporting assessments following damaging events.

In this way, technologies that operate hundreds of kilometers above the Earth can ultimately help institutions make better-informed decisions for farmers on the ground.

𝐃𝐚𝐲 𝟏 | 𝐁𝐫𝐢𝐧𝐠𝐢𝐧𝐠 𝐬𝐜𝐢𝐞𝐧𝐜𝐞-𝐛𝐚𝐬𝐞𝐝 𝐢𝐧𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧 𝐜𝐥𝐨𝐬𝐞𝐫 𝐭𝐨 𝐚𝐠𝐫𝐢𝐜𝐮𝐥𝐭𝐮𝐫𝐚𝐥 𝐬𝐞𝐫𝐯𝐢𝐜𝐞𝐬

The training begins by establishing the foundations of agricultural remote sensing, GIS, and DOST-SINAG, with emphasis on how these technologies can contribute to agricultural monitoring.

Participants are introduced to the operational products of DOST-SINAG and the applications of remote sensing and GIS in agriculture. They also explore the DOST-SINAG Virtual Hub, including Smart Forecast, Technology One-Stop Shop, Agricultural Supply Chain, and available maps and reports.

The Virtual Hub serves as a digital gateway through which agricultural stakeholders can access science-based information and available technologies relevant to the sector.

For institutions such as PCIC, having easier access to these resources can complement existing information used in monitoring agricultural areas and assessing risks. Ultimately, strengthening institutional access to reliable information can contribute to services that are more responsive to the needs of farmers.

The first day also introduces participants to Google Earth Engine, laying the groundwork for using Earth observation data in agricultural damage and risk assessment.

𝐃𝐚𝐲 𝟐 | 𝐒𝐞𝐞𝐢𝐧𝐠 𝐜𝐫𝐨𝐩 𝐜𝐨𝐧𝐝𝐢𝐭𝐢𝐨𝐧𝐬 𝐛𝐞𝐲𝐨𝐧𝐝 𝐰𝐡𝐚𝐭 𝐜𝐚𝐧 𝐛𝐞 𝐨𝐛𝐬𝐞𝐫𝐯𝐞𝐝 𝐨𝐧 𝐭𝐡𝐞 𝐠𝐫𝐨𝐮𝐧𝐝

Agricultural areas can cover thousands of hectares, making timely monitoring through field observations alone challenging. Satellite-based technologies provide another layer of information that can help institutions observe agricultural conditions across wider areas.

On the second day, participants move into the practical application of Google Earth Engine for agricultural monitoring.

They are introduced to agricultural remote sensing datasets, including Sentinel-1 Synthetic Aperture Radar imagery and ERA5 climate data, as well as crop growth monitoring images.

Participants also learn to work with existing GEE scripts, modify parameters such as dates and regions of interest, extract summary statistics, and apply good practices in conducting geospatial analyses.

These capabilities can help transform large volumes of satellite and climate data into information that agricultural institutions can more readily interpret and use.

For farmers, the benefit is indirect but important: institutions equipped with better monitoring capabilities can have additional science-based information to understand conditions affecting agricultural areas and support field-level assessment and decision-making.

𝐃𝐚𝐲 𝟑 | 𝐔𝐧𝐝𝐞𝐫𝐬𝐭𝐚𝐧𝐝𝐢𝐧𝐠 𝐰𝐡𝐞𝐫𝐞 𝐚𝐠𝐫𝐢𝐜𝐮𝐥𝐭𝐮𝐫𝐚𝐥 𝐫𝐢𝐬𝐤𝐬 𝐚𝐫𝐞 𝐡𝐚𝐩𝐩𝐞𝐧𝐢𝐧𝐠

Floods, droughts, and typhoons remain major threats to agricultural production and farming livelihoods.

Day 3 therefore focuses on agricultural hazard assessment, allowing participants to explore how Earth observation and geospatial technologies can help identify and quantify agricultural areas exposed to these hazards.

For flood assessment, participants learn the fundamentals of SAR-based flood mapping, Sentinel-1 flood detection, flood extent extraction, and the estimation of flooded agricultural areas.

These tools can provide an additional perspective after flooding events by helping identify the extent of inundation across agricultural areas.

The training also covers drought risk monitoring through the Enhanced Combined Drought Index (eCDI) and the Standardized Vegetation and Temperature Index (SVTRe). Participants learn to interpret drought conditions according to Watch, Warning, and Alert categories.

Agricultural risks associated with typhoons are also discussed through the interpretation of agricultural risk maps for monitoring and damage risk assessment.

By strengthening PCIC's capacity to interpret these science-based products, the initiative seeks to provide its personnel with additional tools that can complement existing procedures for agricultural monitoring and assessment.

For farming communities, this means that information from satellites, climate datasets, and risk maps has the potential to move beyond the computer screen and contribute to decisions concerning actual farms and livelihoods.

𝐃𝐚𝐲 𝟒 | 𝐓𝐮𝐫𝐧𝐢𝐧𝐠 𝐝𝐚𝐭𝐚 𝐢𝐧𝐭𝐨 𝐢𝐧𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧 𝐭𝐡𝐚𝐭 𝐜𝐚𝐧 𝐬𝐮𝐩𝐩𝐨𝐫𝐭 𝐝𝐞𝐜𝐢𝐬𝐢𝐨𝐧𝐬

Technology becomes meaningful when information can be translated into action.

On the final day, participants apply what they have learned by generating operational outputs using the tools, datasets, and approaches introduced throughout the training.

The participants generate and present training outputs that integrate agricultural monitoring, remote sensing, Google Earth Engine, and hazard assessment concepts.

This exercise demonstrates the complete process—from accessing satellite and climate information to transforming these data into maps, statistics, and other outputs that can support agricultural monitoring and crop damage assessment.

More importantly, it reinforces that digital technologies are not intended to replace field assessments or human expertise. Instead, they can provide additional science-based information that helps institutions identify areas requiring closer attention and make more informed assessments.

𝐅𝐫𝐨𝐦 𝐬𝐚𝐭𝐞𝐥𝐥𝐢𝐭𝐞𝐬 𝐭𝐨 𝐟𝐚𝐫𝐦𝐬: 𝐒𝐜𝐢𝐞𝐧𝐜𝐞 𝐭𝐡𝐚𝐭 𝐫𝐞𝐚𝐜𝐡𝐞𝐬 𝐭𝐡𝐞 𝐅𝐢𝐥𝐢𝐩𝐢𝐧𝐨 𝐟𝐚𝐫𝐦𝐞𝐫

The impact of the training will not be measured solely by the number of personnel trained, maps generated, or technologies introduced.

Its greater value lies in how these capabilities can eventually improve the services delivered to Filipino farmers.

PCIC serves an important role in protecting agricultural producers against losses arising from natural calamities and other risks. Strengthening the ability of its personnel to use remote sensing, GIS, climate information, and digital platforms can provide additional evidence to support agricultural monitoring, crop damage assessment, and insurance claim validation.

For a farmer affected by flood, drought, or typhoon, better information at the institutional level can contribute to a clearer understanding of what happened on the ground. At a broader scale, accumulated geospatial information can also help institutions better understand where agricultural risks occur and which farming areas may require greater attention.

Through DOST-SINAG, DOST Central Luzon continues to bridge science and agriculture—not simply by introducing new technologies, but by helping ensure that available science-based information can be translated into practical tools for the institutions and communities that need them.

Because the value of satellite imagery, climate data, and digital innovation is ultimately realized not when a map appears on a screen, but when the information behind it contributes to better decisions, stronger agricultural services, and greater resilience for Filipino farmers and their families.