We study the role of logistics information in the stock price discovery process. Using a proprietary dataset on parcel-level express delivery service records from one of the largest express service providers in China, we find that express delivery contains firm-specific information for stock pricing. A long/short portfolio of buying (selling) stocks with high (low) quarterly growth in the number of parcels sent by firms generates an 8.23 percent risk-adjusted annual return. The return predictability is more significantly driven by document, light, and business-to-business parcels, which reflects the intensity of a firm’s overall operations (rather than just sales growth), and by parcels sent to new addresses, which represents new business expansion. Echoing this return predictability, parcel growth also predicts firm growth, profitability, and earnings surprises. Finally, we provide evidence on return predictability associated with topology of logistic network identified by parcel delivery data.

By analyzing a hand-collected transaction-level dataset on the finance leases of China’s public firms for the period 2007–19, this article sheds light on China’s leasing market, the second largest in the world. We find that banks use their affiliated leasing firms to provide credit to clients in order to circumvent the government’s targeted credit tightening policy. In contrast to conventional view of regulatory arbitrage, our evidence shows that, rather than hiding risk and gambling for profit, banks-affiliated leasing firms have prudent risk control and efficient pricing. These bank-affiliated institutions are used by banks to play strategic role in relationship banking. Moreover, the ownership of the lessor also matters for the financing choice of the lessee.