“swap spread” at any given maturity, mostly reflects the incremental credit risk associated with the banks that provide swaps compared to Treasuries, which are viewed as risk-free.
how does the spread signify just the risk associated with the banks and not the payer in general (could be a corporation paying fixed rates)?