One of the students on my UCI Class Business Goals for Predictive Analytics quoted his mentor in a discussion we were having about cross-referencing metrics or KPIs with the decisions that influence them.

Only measure those things you are willing to change and be willing to change the things you measure.

I really liked this quote because it summed up one the reasons we use this metric/KPI to decision mapping technique so much: Most organizations have already committed to measuring certain things. If you apply this quote – and you should – then you should be willing to change your behavior if doing so will improve your measures. Changing behavior, of course, means making different decisions (or helping others make different decisions). For many organizations this immediately creates a challenge as they have no idea which decisions are being made that will impact any given metric.

To focus on improving decision-making in a way that will make a difference to their metrics they need to know what the decisions are, who makes them and where/when they are made. Starting with a set of metrics or KPIs and identifying the decisions that impact them is a really interesting exercise – especially as you think about increasingly operational, granular decisions about a single customer or single transaction. Realizing that a particular metric can only be improved by improving the decision-making of call center staff or the website really focuses people on how to operationalize analytics and on decision management!

Cross posted from http://jtonedm.com James Taylor

BOSTON, MA May 4, 2026 – Blue Polaris announced it has been awarded the North America Winner of the 2026 IBM Partner Plus Awards for the Transformational SaaS Application category at IBM Partner Plus Day during Think 2026. This award celebrates IBM business partners who demonstrated measurable improvements through efficiency, cost savings and productivity through IBM SaaS deployments.

 

“This recognition underscores the meaningful impact and innovation our partners are delivering across the IBM Ecosystem,” said Nicholas Rogers, GM of Americas Ecosystem at IBM. “We are proud to recognize Blue Polaris as a North America winner and celebrate the work they have done to help clients scale and accelerate AI outcomes through IBM services and solutions — over the past year and into the future.”

 

The IBM Partner Plus Awards recognize partners who deliver exceptional impact aligned with IBM’s strategic priorities. Thirty-four winners were selected from hundreds of global submissions across all geographies and seven categories. 

 

Partners eligible to win an award are part of IBM Partner Plus, a program designed to help deepen partners’ technical expertise, accelerate time to market and win with clients with AI and hybrid cloud. For more information on IBM Partner Plus, please visit www.ibm.com/partnerplus.