Forecasting Yields Ahead of the Market – The Global Agri Major Success

By integrating weather data, satellite images, and client ML models, NorthGravity helped produce over 10,000 weekly predictions, enabling accurate yield forecasts across North America.
Client
Global Agri Major
Industry
Agriculture
Region
North America
When
January 2019

Summary

NorthGravity partnered with Global Agri Major to forecast annual yield for different crops across North America at both a macro and micro level. Data was used at country level to roll up to a full North American yield forecast months before the government forecasts.

Total elapsed time for production results 30 days.

Solution

The NorthGravity Platform was instrumental in aggregating diverse data sources, including comprehensive weather data, satellite images, and supply and demand metrics. Additionally, the platform integrated news and social media insights to capture real-time market sentiments. The client utilized advanced machine learning models, developed in Python and R, to process this data, generating over 10,000 predictive results weekly. These models enabled precise forecasting by analyzing patterns and trends, providing a competitive edge in anticipating market shifts.

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