Such written decision shall include the hearing officer's findings of fact on each charge, his or her conclusions with regard to each charge based on such findings and shall state the penalty or other action, if any, which shall be taken by the board, provided that such findings, conclusions and penalty determination shall be based solely upon the record in the proceedings before the hearing offic