Adam Day, CEO of Clear Skies Ltd., discusses how he works to improve research integrity with tools like Papermill Alarm, why such tools can assist but can’t replace human investigators, and what’s so important for data scientists about free and open identifers like ROR. Key quotations “Having institutional identifiers in there, it’s part of the puzzle. And it’s an important part of the puzzle. But there are limits to data analysis.