Table 2 Key advantages of predictive and... | Emerald Publishing

Table 2

Key advantages of predictive and generative AI models

Aspect	Predictive models	Generative models
Bias risk	Low to moderate, supported by validation using real-world data	High, as most rely on conceptual or theoretical frameworks without extensive empirical testing
Adoption insights	Stronger relevance for short-term and operational decision-making	More effective for scenario planning and long-term strategic assessments
User readiness focus	Limited, emphasizing technology-centric metrics	Greater focus on citizen engagement through feedback loops

Aspect	Predictive models	Generative models
Bias risk	Low to moderate, supported by validation using real-world data	High, as most rely on conceptual or theoretical frameworks without extensive empirical testing
Adoption insights	Stronger relevance for short-term and operational decision-making	More effective for scenario planning and long-term strategic assessments
User readiness focus	Limited, emphasizing technology-centric metrics	Greater focus on citizen engagement through feedback loops