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Posts Tagged ‘analytics’

Finding Diamonds in the Rough; Thoughts on Identifying Analytics Leaders

Tuesday, May 14th, 2013

One of my favorite comedic sets is a classic by the comic-social pundit Louis C.K., where he muses on the discontent he observes in people interacting with modern technology that just a few generations ago would have been considered nothing short of a biblical miracle.  The concept of people’s annoyance with flight delays, slow internet connections in airplanes and the occasional dropped call are juxtaposed versus the true travel and communication limitations that existed not too long ago in a very humorous fashion, but one that hammers home a point about perspective with respect to modernity.  Such is the life of the modern analytics professional.

We are functioning in an era where analytics professionals are the new “rock stars” of business, perhaps tracking towards their own Showtime series like “House of Lies” is for management consultants.  What was once considered to be a backroom profession has become front and center in the evolving business landscape.  More and more, modern analytics professionals are expected to routinely deliver projects in a matter of days, where just a decade or so ago such projects would have been considered a multi-year research program conducted by leading academics.

The result is the same modern impatience that Louis C.K. observes in society is perhaps even more prevalent in an “I want it yesterday” business environment.  What this means is today’s analytics leaders cannot simply be modernized versions of the academic researchers who pioneered many of the methods we still use. Instead, they must be flexible, multi-faceted individuals who bring a mix of talents to balance the art and science of bringing data “big” and “small” to life.  As such, the profile for analytic leadership has evolved beyond just being quantitatively savvy.

Being analytic in today’s environment requires the following:

Deep Quantitative Expertise:  This is a table stake. To really be functional, useful and quite honestly meaningful, one must understand the tenets of the scientific method, have a broad comprehension of research methodologies and the ability to develop discipline out of perceived chaos.  Whether one has studied in a mathematical, business, social or hard sciences environment is of less concern than having developed a discipline of thought and the ability to avoid dogma.

Intellectual Adaptability:  The leaders in the analytics and data sciences professions are not necessarily the most quantitatively gifted. In fact, the gifted have a tendency to be most dogmatic because they see their skills as their distinct advantage and miss the value of nuance.

True analytics leaders recognize that that while their quantitative skills are important, their distinct advantage is the ability to adapt, evolve and leverage insights from other people and disciplines.  The analytics person that fits in with the sales, marketing and strategy teams is much more valuable than the one that sets themselves apart.

Creativity: A good analytics professional can take data, apply a method and deliver results in a timely fashion that meets the business request of the day.  An analytics leader though, is able to do all of the same things except they are also able to show others the implications of their insights and extract significant additional value associated with the discovery journey that they took to drive forth the results.

As an example, one of the most notable mathematicians of modern times is one Charles Dodgson; whose nom du plume, Lewis Carroll, authored Alice in Wonderland, the creativity of which is unchallenged.  The point is that analytics leadership is as much about making insights accessible as it is about making them rigorous.  The mix of analytic rigor that stimulates the mind with the ability to tell a story that reaches the heart is critical to drive acceptance and action.

Comfort with Ambiguity:  One of the toughest outcomes that analytics professionals and their colleagues struggle with the most is the non-result.  The market research industry has accelerated the adoption of quantitative analyses in business via the notion that these techniques reveal insights that would have otherwise gone unnoticed.  As such, the perceived value of analytics is diminished if there is not a result, and typically diminished even further if the result is not in the direction expected by the key business stakeholders.

An analytics leader is sensitive to the needs of the business for directive insights, but not steered by them.  They have the courage and foresight to acknowledge that sometimes there is no cause and effect relationship or that there are data/analytical limitations.  But they don’t stop there.  This is where the three previous characteristics come together.  A true analytic leader takes the non result within the context of the business, their knowledge of other projects and provides their best effort at directive guidance based on their overall expertise and other insights.

The rapid adoption of analytics across the business spectrum has opened up significant opportunities for quantitative professionals, but the growth brings about some challenges as that market attempts to adapt.  Lately, I’ve seen more clients and young analysts looking to solve the business issue prior to engaging in the project, which pretty much defeats the purpose of the endeavor. True analytic leaders recognize that the discovery journey is as important as the ultimate insights, and are able to bring others along to really elevate from the experience.

To be clear though, this is not to imply that analytics is only done well when done slowly, quite the contrary.  The fifth critical characteristic of an analytics leader is the ability to move at a sometimes frenzied pace (Speed).  While this seems to be a paradox with the notion of discipline, it is not.  It’s actually the discipline, adaptability and creativity that enables an analytic leader to leverage their unique expertise to move swiftly, adroitly and successfully.

In my next post on analytics within CPG organizations, I plan to discuss how an organization might go about developing a talent pool of analytic excellence.

Tags: adaptability, analytics, creativity, IRI, leadership, manufacturers, Retailers
Posted in Analytics | No Comments »

On Being Analytic: One Guy’s Perspective on Analytics & Industry

Wednesday, May 8th, 2013

My personal obsession with books of Michael Lewis is finally starting to payoff in my professional career.  First, The Blindside and its aftermath has reinforced the notion that persistence and conviction pay-off in the long run if guided by earnestness.  Second, Moneyball and the resulting legions of sabermetricians did what I never thought could be done; it made analytics cool and somewhat mainstream. Finally, my most recent read, The Big Short provided very clear examples of how it’s not enough to simply “run models” to be analytically proficient; the true winners are those who understand how to leverage the insights to identify what isn’t obvious to rest of the world, which in some cases leads to truth revealed.  This trilogy of Michael Lewis’ best sellers is more than just a set of great reads to me; in combination, the stories epitomize my professional evolution as an analytics professional in a business world that, in many cases, is still not quite clear what it truly means to be analytic.

Both Moneyball and The Big Short provide clear cases where the thoughtful use of analytics yields success against the grain of conventional wisdom.  In both instances, the real villains are the purveyors of performance management and planning routines that seemingly had always been successful, until it was shown that there is a better way.  This is a highly relevant narrative to the current tide of businesses striving towards "Competing on Analytics" and navigating the sea of "Big Data." While many businesses are going “all in” on buying analytics software and creating the new positions that the consultants say they should, few are really adapting their organizations to be truly analytic in their culture.  Instead, most companies are putting analytics to work within the existing conventional wisdom of their organizations and not truly evolving.  Conventional strategies may yield short-term gains that suggest success, ultimately, though, these organizations are participating in their own demise and actually falling behind.

Despite what the ads on TV or white papers  claim, being analytic is as much a cultural mindset as it is a suite of capabilities and software.  To be analytic means embracing discovery, rigor, debate and, most importantly, disruption.  Simply running an advanced analysis like a marketing mix analysis year after year does not make an organization analytic, actually quite the opposite is the case.  The organizations that are truly differentiated are those that regularly change up their programs; they subject their partners to peer review and enforce openness across their organizations as well their network of agencies.  Where most companies embed analytics within their annual performance management routines, true growth companies are using analytics to splinter off opportunities, gain share and invent new markets, while the old firms struggle to understand where their business is going.

This is where the lessons of The Blindside become most relevant to the narrative for analytic professionals; ultimately conviction, persistence and earnestness will enable analytics to truly blossom across businesses and protect them from the lurking threats.  Truly evolving businesses will embrace the scientific principles of validation, discipline, debate, ongoing discovery and disruption as the true benefits of analytics.  These same businesses are putting a greater emphasis on people with problem-solving skills based on insights rather than results reporters and process managers.  To be truly analytic is not expecting data, models or surveys to deliver truth supporting incremental growth, but rather to leverage those solutions to discover new opportunities driving stepwise evolution.

Next entry will focus on the people skills needed to be “analytic.”

Tags: analytics, IRI, manufacturers, Michael Lewis, Retailers
Posted in Analytics | No Comments »

Summit 2013 Day Three: NPP, DigitaLink and New Analytics Offerings

Wednesday, April 17th, 2013

The 2013 Summit may be coming to a close, but IRI has plenty more news to share. We kicked off the third and final day of another action-packed Summit with not one but three major announcements. Check out the summaries below or click the links for full details.

IRI Announces the Most Successful Consumer Packaged Goods Brands of 2012

The results are in! Today IRI’s annual New Product Pacesetters report revealed the most successful food and beverage and non-food CPG product releases of 2012 across the U.S. multi-outlet geography (a new feature of this year’s report!), which includes traditional grocery, drug and mass market retailers, as well as sales from dollar and club channels, Walmart and military commissaries. Dannon Oikos, Starbucks K-Cups and Bud Light Platinum were the top three best-selling new food and beverage brands, while Allegra, Colgate Optic White and PetArmor earned top honors in the non-food category.

New IRI DigitaLinkTM Study Demonstrates Increasing Importance of Effective Online Strategies to CPG and Retailers

It’s no secret that social media has drastically impacted the shopping experience, but understanding how various shopper segments use online resources can be much more complex. IRI’s second annual DigitaLink segmentation study analyzes shoppers in the United States, France, German, Spain and the U.K. based on how they use smart devices and online media to research and buy CPG products.

IRI Advanced Analytics’ Revenue Growth Management Practice Expands by Revealing New Price, Trade and Promotion Opportunities

IRI’s Revenue Growth Management practice, a division of IRI Advanced Analytics, has announced enhanced versions of three software solutions available to clients:  Price Trade Advantage™, Trade Planner™ and Trade Value Drivers™. The three new solutions give CPG and retail decision makers new insights and opportunities for generating revenue through improved application and socialization of analytics.

To learn more about day three of Summit and to share your thoughts on these exciting announcements, be sure to follow us at our new Twitter handle, @iriworldwide and use hashtag #cpgsummit!

Tags: analytics, cpg, CPG Summit, DigitaLink, IRI, John McIndoe, manufacturers, New Product Pacesetters, Retailers, revenue growth
Posted in Summit | No Comments »

Winning the Integrated Marketing Marathon: New ROI Metrics Go Past Marketing Mix Modeling to Maximize Long-Term Results

Wednesday, March 13th, 2013

Long-term integrated marketing strategies require intensive planning and thorough evaluation of numerous disciplines and activities. It’s a lot of work, but the juice is worth the squeeze. The benefits include sustained increases in revenue and profitability, as well as optimized resource allocation.

The long-term power and value of integrated marketing is clear, but comprehensive marketing plans remain extremely difficult to organize and evaluate. Marketing mix modeling as it is executed today ignores consumers, and traditional ROI metrics do not always present the full picture from long-term brand sustainability. For example, assessing a marketing strategy based on the effectiveness of its individual components does not account for the very real impacts the various components have upon one another.

Marketing mix has become an essential foundational research technique, particularly from a marketing accountability management and optimization perspective. However, this entry-level strategy is not enough on its own. Brands seeking to stay ahead of the competition need to overlay other analytics tools on top of marketing mix to really maximize information value and drive sustainable brand growth.

By adding advanced performance measurement and optimization strategies, marketers can move beyond contemporary utilitarian mix modeling applications.  New evaluation strategies account for the sum total of all marketing efforts and are more conducive to executing an effective, long-term integrated marketing strategy.

Why isn’t marketing mix modeling enough on its own? Which new metrics and measurement tactics are most effective? What are the critical phases of developing an optimal long-term marketing plan? Which consumer conversion drivers impact micro-level consumption, and which brand equity drivers have the strongest impact on brand health and consumer perception?

We will address these and other key questions during my breakout presentation, “Moving Beyond Marketing Mix Modeling: New Strategies to Maximize Long-Term Results,” at the SymphonyIRI Group Summit 2013. Based on work conducted with Professor Carl Mela of Duke University, the session will review key capabilities for creating and measuring a successful, long-term, integrated marketing plan.

Join Symphony Analytics executive Patrick Moriarty, Ph.D., and me on Wednesday, April 17 in LaTour 5 at 2 p.m. to gain insight into the critical phases of developing an optimal long-term marketing plan. We will use case studies from actual strategy projects to illustrate key points and will provide details on how to drive thoughtful, directive insights that effectively measure marketing ROI to drive brand conversion at a consumer level.

The 2013 SymphonyIRI Group Summit will take place at the Wynn Las Vegas from April 15-17, 2013. To view the schedule, find out more about speakers and breakout sessions, and register to attend, please visit: www.cpgsummit.com.

Tags: analytics, Integrated Marketing, Joy Joseph, Marketing Mix Modeling, Metrics, Patrick Moriarty, ROI, Summit
Posted in Marketing | No Comments »

Symphony Analytics Adds Apparel and Financial Services Insights to Its Offerings

Tuesday, March 29th, 2011

Analytics can be of great use to the CPG, retail and healthcare industries. Today, our Symphony Analytics Group announced the expansion of these offerings to also include business insights across other vertical markets including apparel and financial services. Symphony Analytics has also invested in an updated set of predictive analytic capabilities, including an Integrated Automated Analytics program powered by the Liquid Modeling proprietary modeling engine. This investment allows users to maximize speed to insight.

Although each market is different, they all tend to face common issues, like dramatic shifts in consumers’ buying patterns, ongoing price volatility, increasing convergence of trade and marketing strategies, and an accelerated usage of new media and digital marketing.

To address these issues, Symphony Analytics applies advanced analytics to support essential business capabilities, from predictive modeling to sensing real-time demand issues. Now, not only can new industries harness the power of Symphony Analytics, but all users can access those analytics in a matter of hours instead of days or weeks.

To learn more about the new offering from Symphony Analytics, check out the press release here.

Tags: analytics, apparel, cpg, financial services, Healthcare, Retail Solutions, Summit, Symphony Analytics Group
Posted in Summit | No Comments »

Track B All-Stars

Monday, February 28th, 2011

To kick off our Summit exploration of innovation, Mark Smith, CEO and EVP of research for Ventana Research, and Steve Steutermann, director of research and consumer products for Gartner, will both be joining us in our starting line-up for our breakout session under Track B: Innovation—The Cornerstone to Business Growth.

Mark Smith will be hosting a session which will help you choose the best analytics for your business, allowing you to tackle the competition, as you save time, reduce costs, and decrease risks. Attending his session will keep you from running all the wrong plays on bad information.

Steve Steutermann will call our attention to the downstream data that will change our perspective from marketing-driven to a “market-driven” organization in today’s consumer environment. He understands that how the shopper behaves at the shelf, with the capability to target and reach that shopper, is where the game will be won.

Don’t just sit on the benches this year. Come train with the pros at Summit 2011.

Tags: analytics, cpg, downstream data, Gartner, innovation, Summit, SymphonyIRI, Ventana Research
Posted in Summit | No Comments »

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