Using climate forecasts and crop modeling
to transform data into value for farmers
Guillermo A. Baigorria
gbaigorria@unl.edu
School of Natural Resources – and – Dpt. of Agronomy & Horticulture
International Consortium for
Categorical Climate Forecast Applications
CropClimate.org
Agricultural decisions
We can control and improve:
• Soils (fertilization, tillage/no-tillage, conservation, etc.)
• Land allocation (where to crop what)
• Genetics (variety, crop density, etc.)
• Competition (weeds, insects, etc.)
CropClimate.org
Agricultural decisions
We can control and improve:
• Soils (fertilization, tillage/no-tillage, conservation, etc.)
• Land allocation (where to crop what)
• Genetics (variety, crop density, etc.)
• Competition (weeds, insects, etc.)
We can not control:
ClimateMain cause for interannual variability
CropClimate.org
Agricultural decisions
We can not control:
But we can forecast it
and used it for decision making
Climate
Type of decisions
Tactical decisions: When to plant, when to irrigate, when to fertilize, etc.
Strategic decisions: Land allocation for different crops, selection of crop
variety, insurance (type and level), etc.
Long term decisions: Sell/purchase land, Invest on an irrigation system,
machinery, etc.
CropClimate.org
Type of decisions
Tactical decisions: When to plant, when to irrigate, when to fertilize, etc.
Strategic decisions: Land allocation for different crops, selection of crop
variety, insurance (type and level), etc.
Long term decisions: Sell/purchase land, Invest on an irrigation system,
machinery, etc.
CropClimate.org
Type of decisions
Tactical decisions: When to plant, when to irrigate, when to fertilize, etc.
Strategic decisions: Land allocation for different crops, selection of crop
variety, insurance (type and level), etc.
Long term decisions: Sell/purchase land, Invest on an irrigation system,
machinery, etc.
CropClimate.org
Risk Taker vs Risk Averse
CropClimate.org
CropClimate is a non-funded platform that
translates categorical seasonal climate information
into crop management decisions
to
take advantage and reduce impacts of climate on agriculture
CropClimate.org
CropClimate will support Users in making decisions such as:
- Selecting cultivar
- Selecting planting date
- Selecting plant density
- Selecting crop insurance
and it will provide Users with information about
- Nationwide county level crop yield forecasts (prices?)
- Climate risk forecasts
Categorical Seasonal Climate
monitoring & forecasts
(teleconnection indices)
Categorical
Discrete (e.g. El Niño, Neutral, La Niña)
Seasonal Climate
1 to 9 months in advance
CropClimate.org
Teleconnection indices
El Niño and the Southern Oscillation (ENSO)
El Niño La Niña
CropClimate.org
Teleconnection indices
El Niño and the Southern Oscillation (ENSO)
El Niño Neutral La Niña
CropClimate.org
Worldwide effects of ENSO
El Niño La Niña
CropClimate.org
CropClimate.org
Worldwide effects of ENSO
Source: https://www2.ucar.edu/
Teleconnections Map
CropClimate.org
Yield timeseries
CropClimate.org
Technology de-trended
yield timeseries
CropClimate.org
So we know the effects, now
What can we do?
CropClimate.org
CropClimate.org
Using climate forecasts and crop modeling
to transform data into value for farmers
Guillermo A. Baigorria
gbaigorria@unl.edu
School of Natural Resources – and – Dpt. of Agronomy & Horticulture
International Consortium for
Categorical Climate Forecast Applications
• Because climate is non-stationary, global and
regional climate driver trends are no longer
important
Source: The University of Alabama in Huntsville

More Related Content

PPTX
Helping Farmers Feed the World with APIs and Data
PDF
Dj godan summit pre_ag
PPTX
Factors that enhance or retard smallholders - Ruth DeFries
PDF
Transitioning to Climate-Smart Agriculture: What will it take?
 
PPT
Poster98: Seed system security asssessment new methods for understanding farm...
PPTX
R 12013(crop weather modeling)
PPTX
Vertical farming market
PPTX
Presentation globalfuturesvcm
Helping Farmers Feed the World with APIs and Data
Dj godan summit pre_ag
Factors that enhance or retard smallholders - Ruth DeFries
Transitioning to Climate-Smart Agriculture: What will it take?
 
Poster98: Seed system security asssessment new methods for understanding farm...
R 12013(crop weather modeling)
Vertical farming market
Presentation globalfuturesvcm

What's hot (11)

PDF
Geospoc presentation
PDF
Challenges & Opportunities in Sharing Early Warning Information and ICPAC’s S...
PDF
Using whole-farm models for policy analysis of Climate Smart Agriculture
 
PPTX
EGA research issues 1st cut
PDF
Tools and resources for climate-smart agriculture in East Africa
PPT
Poster98: Seed system security asssessment new methods for understanding farm...
PPTX
A Thriving Agriculture Sector in a Changing Climate: A Global Perspective for...
PPT
Julian R - Using the EcoCrop model and database to forecast impacts of cc
PPT
Finding niches for neglected crops in the semi-arid
PPT
An Agricultural Economics Research Agenda in Ethiopia – Some Reflections
PPTX
Day 1.3 impact 3 updates and improvements
Geospoc presentation
Challenges & Opportunities in Sharing Early Warning Information and ICPAC’s S...
Using whole-farm models for policy analysis of Climate Smart Agriculture
 
EGA research issues 1st cut
Tools and resources for climate-smart agriculture in East Africa
Poster98: Seed system security asssessment new methods for understanding farm...
A Thriving Agriculture Sector in a Changing Climate: A Global Perspective for...
Julian R - Using the EcoCrop model and database to forecast impacts of cc
Finding niches for neglected crops in the semi-arid
An Agricultural Economics Research Agenda in Ethiopia – Some Reflections
Day 1.3 impact 3 updates and improvements
Ad

Similar to CropClimate | Using climate forecasts and crop modeling to transform data into value for farmers (20)

PDF
PDF
Climate Risk Vulnerability Assessment to Support Agricultural Resilience
PPTX
Environmental characterization of crop wild relative pre-breeding environments
PDF
Precision Agriculture for smallholder farmers: Are we dreaming?
PDF
Eastern ontario local food 2050 - Allan Douglas
PDF
Future of Agricultural Predictive Analytics
PPTX
Crop Modelling and its types and softwares used
PDF
Issues of Food Security and Insurance
PDF
Proagrica - Using Big Data to Help Feed the World
PDF
Geospatial tools for Policy and Planning
PPTX
Optimal farm planning, efficient management of farmers A Lecture By Mr Alla...
PDF
Jeff Bradshaw, Founder, Adaptris
PPTX
Mapping hotspots of climate change and food insecurity across the global tropics
PPT
10. ilri 9june2010
PDF
Risk and uncertainty and risk aversion.pdf
PDF
Informs 2017 ag session cgiar
PPTX
Data-driven agro-climatic information services in Latin America
PPTX
Food Safety and Soil Health: an US Food and Drug Administration (FDA) perspec...
PPTX
AGM Training for Debre Zeit regnal
PPT
CCAFS Climate Change Agriculture and Food Security
Climate Risk Vulnerability Assessment to Support Agricultural Resilience
Environmental characterization of crop wild relative pre-breeding environments
Precision Agriculture for smallholder farmers: Are we dreaming?
Eastern ontario local food 2050 - Allan Douglas
Future of Agricultural Predictive Analytics
Crop Modelling and its types and softwares used
Issues of Food Security and Insurance
Proagrica - Using Big Data to Help Feed the World
Geospatial tools for Policy and Planning
Optimal farm planning, efficient management of farmers A Lecture By Mr Alla...
Jeff Bradshaw, Founder, Adaptris
Mapping hotspots of climate change and food insecurity across the global tropics
10. ilri 9june2010
Risk and uncertainty and risk aversion.pdf
Informs 2017 ag session cgiar
Data-driven agro-climatic information services in Latin America
Food Safety and Soil Health: an US Food and Drug Administration (FDA) perspec...
AGM Training for Debre Zeit regnal
CCAFS Climate Change Agriculture and Food Security
Ad

Recently uploaded (20)

PDF
AI-Powered Threat Modeling: The Future of Cybersecurity by Arun Kumar Elengov...
PPTX
Trending Python Topics for Data Visualization in 2025
PPTX
assetexplorer- product-overview - presentation
PPTX
Advanced SystemCare Ultimate Crack + Portable (2025)
PDF
Types of Token_ From Utility to Security.pdf
PPTX
Cybersecurity: Protecting the Digital World
PDF
DNT Brochure 2025 – ISV Solutions @ D365
PPTX
Oracle Fusion HCM Cloud Demo for Beginners
PDF
CCleaner 6.39.11548 Crack 2025 License Key
PPTX
Computer Software - Technology and Livelihood Education
PDF
Product Update: Alluxio AI 3.7 Now with Sub-Millisecond Latency
PDF
Time Tracking Features That Teams and Organizations Actually Need
PDF
Designing Intelligence for the Shop Floor.pdf
PDF
AI/ML Infra Meetup | Beyond S3's Basics: Architecting for AI-Native Data Access
PDF
How Tridens DevSecOps Ensures Compliance, Security, and Agility
PPTX
Tech Workshop Escape Room Tech Workshop
PDF
AI/ML Infra Meetup | LLM Agents and Implementation Challenges
PDF
Wondershare Recoverit Full Crack New Version (Latest 2025)
PDF
Visual explanation of Dijkstra's Algorithm using Python
PDF
Website Design Services for Small Businesses.pdf
AI-Powered Threat Modeling: The Future of Cybersecurity by Arun Kumar Elengov...
Trending Python Topics for Data Visualization in 2025
assetexplorer- product-overview - presentation
Advanced SystemCare Ultimate Crack + Portable (2025)
Types of Token_ From Utility to Security.pdf
Cybersecurity: Protecting the Digital World
DNT Brochure 2025 – ISV Solutions @ D365
Oracle Fusion HCM Cloud Demo for Beginners
CCleaner 6.39.11548 Crack 2025 License Key
Computer Software - Technology and Livelihood Education
Product Update: Alluxio AI 3.7 Now with Sub-Millisecond Latency
Time Tracking Features That Teams and Organizations Actually Need
Designing Intelligence for the Shop Floor.pdf
AI/ML Infra Meetup | Beyond S3's Basics: Architecting for AI-Native Data Access
How Tridens DevSecOps Ensures Compliance, Security, and Agility
Tech Workshop Escape Room Tech Workshop
AI/ML Infra Meetup | LLM Agents and Implementation Challenges
Wondershare Recoverit Full Crack New Version (Latest 2025)
Visual explanation of Dijkstra's Algorithm using Python
Website Design Services for Small Businesses.pdf

CropClimate | Using climate forecasts and crop modeling to transform data into value for farmers

  • 1. Using climate forecasts and crop modeling to transform data into value for farmers Guillermo A. Baigorria gbaigorria@unl.edu School of Natural Resources – and – Dpt. of Agronomy & Horticulture International Consortium for Categorical Climate Forecast Applications
  • 2. CropClimate.org Agricultural decisions We can control and improve: • Soils (fertilization, tillage/no-tillage, conservation, etc.) • Land allocation (where to crop what) • Genetics (variety, crop density, etc.) • Competition (weeds, insects, etc.)
  • 3. CropClimate.org Agricultural decisions We can control and improve: • Soils (fertilization, tillage/no-tillage, conservation, etc.) • Land allocation (where to crop what) • Genetics (variety, crop density, etc.) • Competition (weeds, insects, etc.) We can not control: ClimateMain cause for interannual variability
  • 4. CropClimate.org Agricultural decisions We can not control: But we can forecast it and used it for decision making Climate
  • 5. Type of decisions Tactical decisions: When to plant, when to irrigate, when to fertilize, etc. Strategic decisions: Land allocation for different crops, selection of crop variety, insurance (type and level), etc. Long term decisions: Sell/purchase land, Invest on an irrigation system, machinery, etc. CropClimate.org
  • 6. Type of decisions Tactical decisions: When to plant, when to irrigate, when to fertilize, etc. Strategic decisions: Land allocation for different crops, selection of crop variety, insurance (type and level), etc. Long term decisions: Sell/purchase land, Invest on an irrigation system, machinery, etc. CropClimate.org
  • 7. Type of decisions Tactical decisions: When to plant, when to irrigate, when to fertilize, etc. Strategic decisions: Land allocation for different crops, selection of crop variety, insurance (type and level), etc. Long term decisions: Sell/purchase land, Invest on an irrigation system, machinery, etc. CropClimate.org Risk Taker vs Risk Averse
  • 8. CropClimate.org CropClimate is a non-funded platform that translates categorical seasonal climate information into crop management decisions to take advantage and reduce impacts of climate on agriculture
  • 9. CropClimate.org CropClimate will support Users in making decisions such as: - Selecting cultivar - Selecting planting date - Selecting plant density - Selecting crop insurance and it will provide Users with information about - Nationwide county level crop yield forecasts (prices?) - Climate risk forecasts
  • 10. Categorical Seasonal Climate monitoring & forecasts (teleconnection indices) Categorical Discrete (e.g. El Niño, Neutral, La Niña) Seasonal Climate 1 to 9 months in advance CropClimate.org
  • 11. Teleconnection indices El Niño and the Southern Oscillation (ENSO) El Niño La Niña CropClimate.org
  • 12. Teleconnection indices El Niño and the Southern Oscillation (ENSO) El Niño Neutral La Niña CropClimate.org
  • 13. Worldwide effects of ENSO El Niño La Niña CropClimate.org
  • 18. So we know the effects, now What can we do? CropClimate.org
  • 20. Using climate forecasts and crop modeling to transform data into value for farmers Guillermo A. Baigorria gbaigorria@unl.edu School of Natural Resources – and – Dpt. of Agronomy & Horticulture International Consortium for Categorical Climate Forecast Applications
  • 21. • Because climate is non-stationary, global and regional climate driver trends are no longer important Source: The University of Alabama in Huntsville