4-Xtra

Forecasting rare but probable extreme events, is the single biggest challenge for science and the whole of society. Unwanted extreme scenarios are ubiquitous across the board, be it environmental management where air quality, storms, floods, and climate change come into consideration or pandemic outbreaks, complex systems failures must be considered.

• Do you have data confidentiality issues when building risk and forecasting models?
• Do you face any data privacy issues preventing the use of genuine data?
• Are you using or plan to use any synthetic data generation tools to protect identity/client confidentiality?
• Do you use machine learning-based applications in your enterprise?
• Do you have enough data to feed/train these applications?
• Are you facing a data scarcity problem, e.g.