Audit is another area that, while promising, is also fraught with potential conflict. Companies such as O’Neil Risk Consulting and Algorithmic Auditing, founded by the author of Weapons of Math Destruction, Cathy O’Neil, provide algorithmic audit and other services intended to help companies better understand and remediate data and model issues related to discriminatory outcomes. Unlike, for example, audits of financial statements, algorithmic audit services are as yet entirely voluntary, lack oversight by any type of governing board, and do not carry disclosure requirements or penalties. As a result, no matter how thorough the analysis or comprehensive the results, these types of services are vulnerable to manipulation or exploitation by their customers for “ethics-washing” purposes.