Paper SPE 181076, presented at the SPE Intelligent Energy International Conference and Exhibition, Aberdeen, Scotland, UK, September 6–8, 2016. Multiple literature studies have indicated that a significant amount of data collected during drilling operations is unreliable. To move towards better data quality, two critical hurdles need to be overcome. First, the case for the value…