If you work in indirect procurement, you’re definitely familiar with the problem of imperfect procurement data. Data that’s “imperfect” is unstructured, incomplete, or inaccurate, and is a result of any number of factors – including multiple ERP systems that don’t communicate with each other, widespread locations that operate independently, and people not following the correct process. When you have imperfect data, it’s impossible to accurately understand how your organization is doing or discover ways you...