We document that return anomalies related to management discretions are mitigated for firms followed by more experienced analysts. Nonetheless, only experience directly covering the firm matters while experience covering other firms is not associated with greater price efficiency. Focusing on the accrual anomaly, we then examine research and monitoring as possible channels through which experience mitigates mispricing. For firms followed by more experienced analysts, we find that forecast revisions and stock prices respond more positively to the accrual component of earnings. We further find that accrual quality is higher in firms followed by more experienced analysts, which holds after using both propensity score matching and exogenous events of brokerage closures and mergers to control for endogeneity. Collectively, our results are consistent with monitoring being the primary mechanism by which experienced analysts reduce accrual mispricing.

Implicit guarantees provided by financial intermediaries are a key component of China's shadow banking sector. We show theoretically that project screening by intermediaries, accompanied by their implicit guarantees to investors, can be the second-best arrangement and mitigate capital misallocation that favors state-owned enterprises (SOEs). Using a dataset of trusts’ investment products, we find, consistent with our model, that ex ante expected yields reflect borrower risks and implicit guarantee strength, and risk sensitivity is reduced by strong guarantees. Regulations in 2018 restricting implicit guarantees lead to a weaker relationship between yield spread and guarantee strength, and more credit rationing of non-SOEs.