Time-of-use (ToU) pricing is widely used by the electricity utility to shave peak load. Such a scheme provides users with incentives invest in behind-the-meter energy storage and shift load towards low-price intervals. However, without considering implication on investment, an improperly designed ToU may lead significant welfare loss, especially when over-invest storage, which leads new consump...