, multiple loan amount and consumer credit ratings ‒ and systemic risk. We find that an increase in household loans is a leading … indicator of systemic risk. In particular, systemic risk is related more to household loans from non-banks than to those from … banks, and more to unsecured loans than to secured loans. This paper also shows that systemic risk is associated with the …