As lower income people around the world increasingly use WhatsApp, Twitter, and the like to express themselves, researchers are applying tools to capture their sentiments and package them to inform regulators and financial service providers. However, turning complaining voices into useful complaints data can be tricky. It is not enough to simply quantify complaints, because although they are genuine, they contain serious biases.