Ventana Research Analyst Perspectives

From Analytics to Action Requires Collaboration

Posted by David Menninger on Sep 20, 2018 8:35:24 AM

All too often, software vendors view analytics as the end rather than the beginning of a process. I’m reminded of some of the advanced math classes I’ve taken in which the teaching process focused on a few key aspects of a mathematical proof or solution, leaving the rest of the exercise to be worked out by the students. In other contexts, you may hear people say the numbers speak for themselves.

Unfortunately, that is rarely the case in business. It may be obvious from the numbers that sales are up or down, but it’s generally a lot less obvious what the right course of action should be to address that. Should we adjust prices? Should we increase or decrease advertising? Should we hire or fire sales people?

Good analytics tools can help organizations solve problems by exploring the impacts of different scenarios and comparing them to help clarify which would be the best course of action. However, many analytics tools are still quite inflexible and limited in that respect; they do not provide simple ways to project what different scenarios might look like.

Even when organizations have decision-making options to compare, the choice of a best decision is rarely black and white. Usually individual judgment and communication with vr_DAC_25_use_of_collaborationothers is required to pick the best course of action. Thus the best outcomes typically are ones that have been vetted with participants as an integral part of the process and have included the assigning of tasks to the participants and tracking those tasks to completion. This visibility into the process helps document decisions, both for compliance purposes and for knowledge sharing. And operational systems will have been updated with the results of decisions – for example, new prices, budgets or staffing plans.

Collectively, I describe these capabilities as collaborative decision-making. Our Data and Analytics in the Cloud benchmark research shows that more than half (52%) of organizations use or intend to use collaboration with analytics.

I’ve recently analyzed fifteen different analytics and business intelligence software products. We’ll publish those results shortly, but I will say in the meantime that I was surprised to learn that many of the vendors do not provide sufficient capabilities to enable the analytics to help drive actions. I’ve written about moving from analytics to action previously. Innovative analytics vendors have begun to provide these capabilities. As author William Gibson said, “The future is already here – it’s just not very evenly distributed.”

As you evaluate analytics products and work with your existing vendors I encourage you to keep your eye on the prize – action, not just analytics. Consider vendors that support collaborative decision-making. If your vendor does not yet offer these capabilities, push it to add these features. Doing so will help ensure that your analytic processes result in actions that improve the bottom line for your organization.


David Menninger

SVP & Research Director

Topics: Data Science, Machine Learning, business intelligence, Analytics, Collaboration, Data Governance, Information Optimization, Digital Technology, collaboration for business

Related Research

David Menninger

Written by David Menninger

David is responsible for the overall research direction of data, information and analytics technologies at Ventana Research covering major areas including Analytics, Big Data, Business Intelligence and Information Management along with the additional specific research categories including Information Applications, IT Performance Management, Location Intelligence, Operational Intelligence and IoT, and Data Science. David is also responsible for examining the role of cloud computing, collaboration and mobile technologies as they affect these areas. David brings to Ventana Research over twenty-five years of experience, through which he has marketed and brought to market some of the leading edge technologies for helping organizations analyze data to support a range of action-taking and decision-making processes. Prior to joining Ventana Research, David was the Head of Business Development & Strategy at Pivotal a division of EMC, VP of Marketing and Product Management at Vertica Systems, VP of Marketing and Product Management at Oracle, Applix, InforSense and IRI Software. David earned his MS in Business from Bentley University and a BS in Economics from University of Pennsylvania.