Incremental cost of Financing refers to the additional cost incurred when additional finance is raised.
If management is concerned with minimizing this cost then they should use their retained earnings. Retained earnings are the firm's own profits and as such using them would not have any fees attached like debt and new equity issues which a firm would have to pay interest and dividends on respectively.
