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Research Harnesses AI Decision Modeling to Improve Livestock Sustainability

By Gabe Saldana

The difference between a profitable season and a devastating loss for a livestock operation often hinges on a producer’s ability to predict the future.

Karun Kaniyamattam, Ph.D., a Texas A&M AgriLife Research artificial intelligence, AI, modeling scientist, Bryan-College Station, aims to provide the industry with a “digital crystal ball” to help livestock producers make smarter, faster decisions about animal health, production efficiency and profits.

Since joining the agency in 2023 as an assistant professor in the Texas A&M Department of Animal Science, Kaniyamattam has emerged as a leading voice in livestock data analytics and AI modeling.

Key research initiatives and the future

The tools Kaniyamattam and his team have created position Texas A&M AgriLife as a leader in research for AI-driven sustainability in livestock production.

His research is designed to address three of the most urgent challenges facing livestock production: producer profitability, reducing antimicrobial use and quantifying environmental impact.

“Livestock systems generate enormous amounts of data, but the challenge is turning that information into practical insights,” Kaniyamattam said. “AI allows us to analyze relationships among animal health and environmental and economic factors across livestock systems in ways that were not previously possible.”

Source : tamu.edu

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In this episode of The Swine Health Blackbelt Podcast, Dr. Edison Magalhaes from Iowa State University presents findings from a large-scale retrospective cohort study evaluating the causal impact of full-dose PRRS immunization on nursery mortality. Using production data and advanced analytical methods, he explains how confounding factors changed the interpretation of results and highlights practical lessons for veterinarians and producers making data-driven decisions. Listen now on all major platforms!

Click here to read the full research article: https://pmc.ncbi.nlm.nih.gov/articles...

"Raw production data can mislead immunization decisions when confounding factors hide the real value of full-dose PRRS protocols."

Meet the guest: Dr. Edison Magalhaes / edison-magalhaes-9b37b812a is an Assistant Professor in the Department of Animal Science at Iowa State University and holds degrees in Veterinary Medicine, Business Administration, and advanced training through MSc and PhD programs. His research applies data science and epidemiological methods to large scale swine production systems, helping transform production records into practical decisions for health and performance. Listen to The Swine Health Blackbelt Podcast featuring Dr. Edison Magalhaes on all major platforms.