September 22, 2016 Leave a comment
Last week, I began this train of thought with “The Winding Road toward the ‘Autonomous’ Supply Chain (Part 1)”. Now, as this weekend approaches, I conclude my piece, but I hope to spur your ideas.
Detect, Diagnose, Decide with Speed, Precision & Advanced Analytics
Detection of incidental challenges (e.g. a shipment that is about to arrive late, a production shortfall, etc.) in your value network can be significantly automated to take place in almost real-time. Detection of systemic challenges will be a bit more gradual and is based on the metrics that matter to your business, capturing customer service, days of supply, etc., but it is the speed (and therefore, the scope) that is now possible that drives more value today from detection.
Diagnosing the causes of incidental problems is only limited by the organization and detail of your transactional data. Diagnosing systemic challenges requires a hierarchy of metrics with respect to cause and effect (such as, or similar to, the SCOR® model). Certainly, diagnosis can now happen with new speed, but it is the combination of speed and precision that makes a new level of knowledge and value possible through diagnosis.
With a clean, complete, synchronized data set and a proactive view of what is happening and why, you need to decide the next best action in a timeframe where it is still relevant. You must optimize your tradeoffs and perform scenario (“what-if”) and sensitivity analysis.
Ideally, your advanced analytics will be on the same platform as your wrangled supra data set. The Opalytics Cloud Platform (OCP) not only gives you state of the art data wrangling, but also provides pre-built applications for forecasting, value network design and flow, inventory optimization, transportation routing and scheduling, clustering and more. OCP also delivers a virtually unlimited ability to create your own apps for decision modeling, leveraging the latest and best algorithms and solver engines.
Speed in detection, speed and precision in diagnosis, and the culmination of speed, precision and advanced analytics in decision-making give you the power to transpose the performance of your value network to levels not previously possible (see Figure above). Much of the entire Detect, Diagnose, Decide cycle and the prerequisite data synchronization can be, and will be, automated by industry leaders. Just how “autonomous” those decisions become remains to be seen.
As yet another week slips into our past, I leave you with a thought from Ralph Waldo Emerson, “There is properly no history, only biography.”
Have a wonderful weekend and thank you, again, for stopping by.