Why it matters
Decisions are often evaluated based on expected outcomes alone, ignoring variability and risk. This leads to choices that may look optimal on average but carry unacceptable downside exposure. VYAN makes risk a first-class component of decision-making.
How it works
By combining scenario simulation with probabilistic modeling, the platform generates a distribution of outcomes for each decision. Metrics such as Value at Risk (VaR), expected shortfall, and probability of constraint violation can be computed, enabling more informed and balanced decisions.