This paper studies time-to-ruin random vectors for multivariate risk processes. Two cases are considered: risk processes with independent increments and risk processes evolving in a common random environment (e.g., because they share the same economic conditions). As expected, increasing the dependence between the risk processes increases the dependence between their respective time-to-ruin random variables.
Denuit, M., Frostig, E., & Levikson, B. (2007). Supermodular comparison of time-to-ruin random vectors. Methodology and Computing in Applied Probability, 9(1), 41-54. https://doi.org/10.1007/s11009-006-9004-4 (Original work published 2007)