This paper investigates the quantile cointegration relationship between silver and gold prices.

The cointegration relationship exists mainly due to the tail quantiles outside the interquartile range.

We reject the null of constant cointegrating coefficients across quantiles.

The contemporaneous gold price change dominates the silver price change in short-run dynamics.

The tail-quantile cointegrations also depend on the market states of gold.