Before the sale, the secretary or the secretary’s delegate shall determine a minimum price for which the property shall be sold, and if no person offers for the property at the sale the amount of the minimum price, the property shall not be sold but the sale shall be readvertised and held at a later time. In determining the minimum price, the secretary or the secretary’s delegate shall take into account and determine the expense of making the levy and sale.