Archive for the ‘Analytics’ Category

Dispatch from West Africa

Thursday, April 1st, 2010

iStock_000000384450Small

Downtown Cape Coast, Ghana

Pulsating business scene

I spent the last couple weeks on assignment in Accra, Ghana. On this trip, I’ve seen more growth than any time since my company started working there in ’07. This is a period of unprecedented business activity and promising new projects within and beyond the mobile sector.  Meanwhile, new competitors from around the world are streaming in. This corner of Africa’s business scene is pulsating.

Astute businesses here are taking steps to preserve their client base and deepen relationships with their customers. We’re privileged to work with a new generation of African business leaders with the courage and determination to transform their offerings to meet the needs of an emerging class of consumers.

(more…)

Clarifying ‘Analytics’

Monday, September 8th, 2008

Some comments I’ve received from readers indicate some confusion about what’s I mean by ‘analytics’.  Let me try to clear that up. At my company, we use the term to mean the approach to as well as the practice of mining and analyzing data as well as the tools and practices. 

Our practice is concerned as much about the human and organizational issues enabling the successful application of business intelligence and analytics. These include management vision and commitment, organizational alignment, culture, and skills. We’ve learned that buying “yet-another-tool” seems easier than solving these broader challenges, but it’s rarely the answer companies are looking for.

The most successful practitioners of analytics somehow manage to create an environment where decisions across boundaries are made on the basis of evidence that comes from rigorous analytics.  Management at those companies enncourages a “test-and-learn” approach to refine products, services and offers.  So analytics encompasses the tools and practices that produces insights as well as the way the company uses the insights to contour its offerings.  Hope this is helpful. 

 

The Halcyon Days of Analytics

Wednesday, June 18th, 2008

Elite service companies are tapping their growing pools of data to make better decisions.  Market leading  businesses focus on collecting the right information and interpreting it for improving their internal process and for engaging their customers. Leveraging the emerging discipline of analytics, or expertly managing and interpreting business information, gives companies a decisive edge.

It seems axiomatic. The more a company knows about the people it wants to serve, the better able it is to create offerings they prefer, to develop targeted messages, and to extract more value across the customer experience.

This Spring, my company launched Value-based Analytics, a model for measuring what your most valuable  customers need and want (“value drivers”), and the ways that client’s services meet and don’t meet those drivers.

Many companies are adrift in a sea of numbers. But for those with a clear understanding of how quality business intelligence can be used to make sound decisions, these really are the halcyon days of analytics.

It is increasingly feasible for enterprises to tap information to handle more granular segmentation, low-cost experimentation, and customization. Data mining and speech analytics tools are increasingly affordable and are leveling the playing field, even for mid-range players.  The quality and availability of information are  both rising while the costs of managing information are falling.

Many service firms that collect information obsessively are paralyzed by the reams of data. Choosing the right information to extract and interpreting it accurately require focus and fine-tuning.  Like any other enterprise capability, analytics ought to be tied to business strategy.

Before jumping into the deep end of the pool, there’s a caveat. Building analytical capabilities across the enterprise often challenges the orthodoxy. Shifting to a more analytical approach upends legacy systems and undermines the status quo. Information is power and, naturally, some managers see a full-scale analytics initiative as threatening.

Transforming the company’s analytical capabilities is always an exercise in change management.   Firms that rely on expert analytics – tools and mindset — to make better decisions stand to gain a valuable competitive advantage at a time that such advantages are increasingly harder to come by.

Want more info on this subject?  Here are two exceptional resources:

Thomas H. Davenport and Jeanne G. Harris, Competing on Analytics: The New Science of Winning, Boston: Harvard Business School Press, 2007.

Stefan H. Thomke, Experimentation Matters: Unlocking the Potential of New Technologies for Innovation, Boston: Harvard Business School Press, 2003.