03927nam 22007215 450 991086525860332120250808083418.09783031560972(electronic bk.)978303156096510.1007/978-3-031-56097-2(MiAaPQ)EBC31359027(Au-PeEL)EBL31359027(CKB)32200296200041(DE-He213)978-3-031-56097-2(EXLCZ)993220029620004120240530d2024 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierAssessing Policy Effectiveness using AI and Language Models Applications for Economic and Social Sustainability /by Chandrasekar Vuppalapati1st ed. 2024.Cham :Springer Nature Switzerland :Imprint: Springer,2024.1 online resource (481 pages)International Series in Operations Research & Management Science,2214-7934 ;354Print version: Vuppalapati, Chandrasekar Assessing Policy Effectiveness Using AI and Language Models Cham : Springer,c2024 9783031560965 Includes bibliographical references and index.Chapter 1: Introduction -- Chapter 2 : Natural Language Models -- Chapter 3: Large Language Models -- Chapter 4 : Macroeconomic Indicators, Aggregates, and Framework -- Chapter 5 : Economic Sustainability -- Chapter 6 : Social Sustainability -- Chapter 7: Conclusion.This volume uses advanced machine learning techniques to analyze government communication to evaluate policy effectiveness. The book develops policy effectiveness foundation models by cohorting historical budget policies with statistical models which are built on well reputed data sources including economic events, macroeconomic trends, and ratings and commerce terms from international institutions. By signal mining policies to the economic outcome patterns, the book aims to create a rich source of successful policy insights in terms of their effectiveness in bringing development to the poor and underserved communities to ensure the spread of wealth, social wellbeing, and standard of living to the common denomination of society rather than a selected quotient. Enabling academics and practitioners across disciplines to develop applications for effective policy interventions, this volume will be of interest to a wide audience including software engineers, data scientists, social scientists, economists, and agriculture practitioners.International Series in Operations Research & Management Science,2214-7934 ;354Operations researchEconomic policySocial policyMachine learningArtificial intelligenceData structures (Computer science)Information theoryOperations Research and Decision TheorySocio-Economic PolicyMachine LearningArtificial IntelligenceData Structures and Information TheoryOperations research.Economic policy.Social policy.Machine learning.Artificial intelligence.Data structures (Computer science)Information theory.Operations Research and Decision Theory.Socio-Economic Policy.Machine Learning.Artificial Intelligence.Data Structures and Information Theory.302.2Vuppalapati Chandrasekar1972-1249386MiAaPQMiAaPQMiAaPQ9910865258603321Assessing Policy Effectiveness using AI and Language Models4247336UNINA