At the time fixed for the hearing, it shall hear testimony for either party, and may cause the same to be taken down and transcribed by a shorthand reporter, whose fees shall be fixed by the state board and be taxed as a part of the costs in the case, and it shall make such decision as may be just and equitable, which shall be final unless appealed from as hereinafter provided.