This improvement is principally due to higher auction and private sale commission revenues, partially offset by an increase in operatingexpenses that is due, in part, to higher incentive compensation costs, a higher level of direct costs consistent with the volume and composition of auction sales, and the cost of investments in strategic initiatives.