Novelty and Inventiveness: 

(1) Most likely the one and only prediction tool customized for Malaysia land by integrating data specific to the region; 

(2) Accurate prediction of potential Malaysia landslide areas using real data provided by different governmental agencies; 

(3) Provides data visualization and accessibility through a dashboard interface; 

(4) Cost-effective solution for landslide prediction and risk management in Malaysia. Usefulness and Application: the usefulness of this innovation is multi-fold and can contribute to different areas of applications, including: 

(1) Landslide Prediction and Risk Management: Mitigating the risk associated with landslides, protecting infrastructure and communities, and reducing the potential loss of life. 

(2) Disaster Preparedness and Response: Providing advanced warning of potential landslide hazards. 

(3) Infrastructure Planning and Management: Identify potential landslide areas before constructing infrastructure such as buildings, roads, and bridges, and help avoid costly and dangerous errors. 

(4) Environmental Monitoring: To monitor the environmental impact of landslides, such as changes in water quality, forest inventory, and soil composition. 

(5) Cost-Effective Solution: Leveraging existing data and resources. 

(6) User-Friendly Interface: More user-friendly and accessible to stakeholders. Product Readiness: the model is ready for consultation and customization based on several factors, i.e., rigorous training and testing based on the new data, integration with the existing system, etc. Market Analysis: the market size for landslide prediction technology is projected to grow in the coming years, driven by factors such as increased investment in infrastructure development, growing concerns over environmental sustainability, and the need to mitigate the impact of natural disasters. On top of this, most of the dominant players are not from Malaysia. The landslide prediction tools they developed may not be suitable for Malaysia due to differences in terrain, weather patterns, and geology. This could indicate a potential opportunity for local inventors or entrepreneurs. This gap in the market may present an opportunity for local innovators to develop and commercialize new technologies, filling the gap and potentially gaining a competitive advantage. Market Spread: this innovation is not limited to Malaysia but is spread globally. The tool can be used in any region that is prone to landslides, which includes many countries around the world, and particularly in Asia, where they are prone to landslides due to their geography, including India, Indonesia, Philippines, and Nepal. Potential collaborators/ collaborator opportunities/ potential buyers: 

(1) Government agencies such as the Department of Irrigation and Drainage Malaysia (DID) and the Malaysian National Disaster Management Agency (NADMA) that are responsible for disaster prevention and emergency management; and 

(2) Environmental consulting firms such as MESTECC and Malaysian Nature Society that work on land use planning, conservation, and restoration projects.