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Analysis is an instrument of learning, defined as "a process of acquiring modifications in existing knowledge, skills, habits, or tendencies." There are substantial volumes of academic research produced over the years on a subject of relationship between learning and beliefs. You can search for them with the keywords "deep learning," "deep belief networks," etc. The gist of these academic inquiries points to an observation that deeply-held beliefs impede learning process, and network- (think groups or organizations) shared beliefs have a tendency to suppress learning process aggressively.
As long as you and/or your executives are not ready to question your current beliefs, no amount of evidence will make you or them to act.
The power of analytics is in its ability to expose patterns of data that can help us to learn. When new knowledge is rejected/ignored by the organizational belief system, all the cost of learning is wasted. If you think the last sentence does not apply to you because you use "free" tools, think again. The time, effort, and political capital you have to invest in the use of "free" tools for learning can be substantial. The probability of acceptance by your "network" of new knowledge, discovered with the use of "free" tools, is even lower. That is because you bypassed an opportunity to (a) socialize the idea that you may discover something your organization does not know yet and (b) gain conceptual adoption of such result.
Use of "free" tools rarely require any approval process within organization. Therefore nobody knows what you are doing and as a result are not prepared to consider any findings, unless they support and re-enforce existing beliefs. Presenting new findings that challenge status quo as a surprise is a very bad idea. The process of selection and acquisition of a tool prepares your audience to consider the findings, as participation exposes them to a potential value.
People and organizations are most likely to consider a challenge to their beliefs at the times of extreme "pain." At such times, leaders open their minds and examine their beliefs to learn how they need to act to improve their lot; the rest are looking for excuses and complain about circumstances beyond their control. Here is an example describing such a moment at Best Buy in 2012:
“We provide the latest and greatest choice of all technology gear, from Apple products to Google products, and that brings more opportunity to help people put technology to use. That is a great place for us to be.” A week later, reality intruded. The consumer electronics retailer posted a $1.7 billion quarterly loss and announced it would close 50 stores nationwide. On Tuesday, Dunn resigned.
The belief of the Best Buy CEO (at the time) - "The only critical thing we offer the world is choice" - was challenged by customer intelligence that exposed the evidence of "most critical" things from "the world" perspective are in-store service quality and products reliability. The evidence was ignored and a new CEO had to come in.
Here are a few ideas on how to deal with this challenge:
1. If you focus on intelligence that can help to improve the probability that the enterprise will increase its market share, your challenge to status quo is more likely to be tolerated. Business executives are motivated by two desires:
- An increase in revenue or market share and
- A reduction of expenses, i.e., increase of profit margin
- Decrease in revenue or market share and
- Decrease of profit margin.
2. New knowledge that does not conform our beliefs is a natural suspect. We credit our beliefs with helping us to achieve our past successes, while new intelligence has no "resume." Applying the new intelligence to historic data can overcome the trust challenge if that application successfully exposes patterns that correlate with actual results in the past.
Gregory Yankelovich is a Technologist who is agnostic to a technology, but "religious" about Customer Experience and ROI. He has solid experience delivering high ROI projects with focus on both Profitability AND Customer Experience improvements, as one without another does not support long-term business growth. Gregory currently serves as the Customer Experience (CX) Whisperer at Amplified Analytics, provider of software as a service for Customer Experience Measurement to support Strategic Marketing and Brand/Category/Product Management applications.