In financial risk management and asset pricing, adjusting a correlation matrix occurs when reflecting an alternative view on correlations among risk factors is required. However, adjusting a correlation matrix is not trivial exercise since arbitrary changes can lead to a negative definite matrix. In this talk, I will introduce a Bayesian approach to adjust a correlation matrix by taking into account the dependence structure among the correlations.