The valuation represents a 31% increase from the $6.1 billion valuation the 13-year-old company achieved in April of last year, when it raised a $575 million round led by Franklin Templeton for partly the same purpose: purchasing shares from employees, including to help them cover the taxes associated with converting expiring restricted stock units (RSUs, a form of equity compensation) into shares.
Second, audit your tools on a regular basis. Even platforms that market themselves as bias-reducing need ongoing scrutiny. Training data can carry biases that aren't immediately apparent, and the only way you'll catch them is by actively looking.
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