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Title: :  From Predictive to Prescriptive: The Evolution of AI in Climate Risk Forecasting and Environmental Planning
PaperId: :  26497
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 3 2025
DUI:    16.0415/IJARIIE-26497
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Namratha. SUniversity of Mysore

Abstract

Computer science
Climate Risk Forecasting, Environmental Planning, Predictive AI, Prescriptive.
The application of Artificial Intelligence (AI) in climate risk forecasting and environmental planning has rapidly evolved from predictive models to prescriptive solutions. Predictive AI primarily focuses on forecasting potential future climate risks by analyzing past and present environmental data, offering valuable insights into future weather patterns, natural disasters, and environmental shifts. However, with the increasing complexity of climate-related challenges, there is a growing need for prescriptive AI systems that not only forecast potential risks but also recommend actionable strategies for mitigating or adapting to these risks. This paper explores the transition from predictive to prescriptive AI in the context of climate risk forecasting, emphasizing the benefits, challenges, and future directions of prescriptive AI systems in environmental planning. The paper also examines case studies of AI-driven environmental models that have successfully integrated both predictive and prescriptive capabilities to improve climate resilience, from urban planning to disaster preparedness.

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IJARIIE Namratha. S. "From Predictive to Prescriptive: The Evolution of AI in Climate Risk Forecasting and Environmental Planning" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 669-673
MLA Namratha. S. "From Predictive to Prescriptive: The Evolution of AI in Climate Risk Forecasting and Environmental Planning." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 669-673.
APA Namratha. S. (2025). From Predictive to Prescriptive: The Evolution of AI in Climate Risk Forecasting and Environmental Planning. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 669-673.
Chicago Namratha. S. "From Predictive to Prescriptive: The Evolution of AI in Climate Risk Forecasting and Environmental Planning." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 669-673.
Oxford Namratha. S. 'From Predictive to Prescriptive: The Evolution of AI in Climate Risk Forecasting and Environmental Planning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 669-673. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/From_Predictive_to_Prescriptive__The_Evolution_of_AI_in_Climate_Risk_Forecasting_and_Environmental_Planning_ijariie26497.pdf (Accessed : ).
Harvard Namratha. S. (2025) 'From Predictive to Prescriptive: The Evolution of AI in Climate Risk Forecasting and Environmental Planning', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 669-673IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/From_Predictive_to_Prescriptive__The_Evolution_of_AI_in_Climate_Risk_Forecasting_and_Environmental_Planning_ijariie26497.pdf (Accessed : )
IEEE Namratha. S, "From Predictive to Prescriptive: The Evolution of AI in Climate Risk Forecasting and Environmental Planning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, pp. 669-673, May-Jun 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/From_Predictive_to_Prescriptive__The_Evolution_of_AI_in_Climate_Risk_Forecasting_and_Environmental_Planning_ijariie26497.pdf [Accessed : ].
Turabian Namratha. S. "From Predictive to Prescriptive: The Evolution of AI in Climate Risk Forecasting and Environmental Planning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 ().
Vancouver Namratha. S. From Predictive to Prescriptive: The Evolution of AI in Climate Risk Forecasting and Environmental Planning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(3) : 669-673. Available from: http://ijariie.com/AdminUploadPdf/From_Predictive_to_Prescriptive__The_Evolution_of_AI_in_Climate_Risk_Forecasting_and_Environmental_Planning_ijariie26497.pdf
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