In this paper, we study the stock returns for large trades with price impact. We use the daily changes in volume-weighted average price (VWAP) as a proxy of the returns for institutional investors. This return is then compared statistically to the daily return using closing price. Using a panel data of NYSE/AMEX stocks, we find a fixed effect contributing to the spread between them and it can be interpreted as an unbiased ex post estimate of price impact.