This rule makes final the interim final rule, published on June 15, 2016, to amend HUD's civil monetary penalty (CMP) regulations. The interim final rule applied a new methodology to calculate civil money penalties as mandated by the Federal Civil Penalties Inflation Adjustment Act Improvements Act of 2015, starting with a "catch up" adjustment to correct previous inaccuracies; removed three obsolete civil monetary penalty provisions; and made a technical change to the existing codified regulation implementing the Program Fraud Civil Remedies Act. The changes from the interim final rule made final by this final rule continue to be effective as of August 16, 2016. In addition, this rule provides for 2017 inflation adjustments of civil monetary penalty amounts required by the Federal Civil Penalties Inflation Adjustment Act Improvements Act of 2015, and makes three technical amendments and a conforming statutory change.