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the potential demand. The result is improved operational<br />

execution, reduced out-of-stocks, fewer overstocks,<br />

enhanced promotion performance and better inventory<br />

management.<br />

Step 1: Consumer profiling<br />

The consumer should be the first and last consideration of<br />

any consumer-centric initiative and the C.O.D.E. approach<br />

is no different. Products do not buy themselves, just as<br />

shelves do not mysteriously empty by themselves. While<br />

price reductions, competition, brand equity, slotting and the<br />

like all influence purchasing, the common denominator is<br />

the consumer.<br />

It is only appropriate then, that the C.O.D.E. approach<br />

starts with consumer profiling. There are various types<br />

of consumer profiling information available, from panel<br />

purchase behavior to attitude and usage studies to focus<br />

groups. Traditionally, point-of-sale (POS) data has been<br />

utilized to tell us “what happened” but not who drove it.<br />

Through consumer regression profiling, it becomes<br />

possible to create a sales-weighted store profile by<br />

estimating future consumer demand for products based<br />

on historical sales data.<br />

ACNielsen Homescan & Spectra recommends utilizing<br />

panel data to determine category and brand breaks, and<br />

Opportunity Finder solutions to “consumerize” product<br />

movement data, enabling retail-specific and item-specific<br />

store profiles. This approach yields granular analyses down<br />

to the SKU level. The analyses become retail-specific, based<br />

on the retailer’s own data, which adds power to the recommendations.<br />

Regardless of source, consumer profiles can be<br />

used individually or in combination to formulate step one<br />

of Cracking the Retail C.O.D.E.<br />

Step 2: Opportunity gapping<br />

Are you leaving sales on the table? If so, how much? What<br />

“Opportunity gapping provides<br />

an indication of how much the<br />

category could grow tomorrow if<br />

I could fully execute, instead of only trying to<br />

capture my fair share of yesterday’s volume.”<br />

needs to change to convert potential and lost sales into reg-<br />

–Michael Himmelfarb, VP of Marketing<br />

ACNielsen Homescan & Spectra<br />

ister rings? Opportunity gapping quantifies the opportunity<br />

cost to each store for missing the mark two ways—either<br />

with consumers or on the execution level. While fair share<br />

gapping is a common practice to determine if a brand or<br />

product is getting its expected share of the account or market<br />

pie, what if you could estimate how big the slice would be?<br />

Consumer profiling is the first step in executing the<br />

C.O.D.E. approach, but without action it just becomes<br />

“nice to know.” In order to quantify opportunity, matching<br />

the consumer profile to the known shoppers of an account<br />

is critical. The degree of sophistication can vary from profiling<br />

your consumer and identifying a common trait within<br />

a retailer (i.e., matching high income consumers to a high<br />

income account like Whole Foods), to scoring an account<br />

at the store level based on the most volume-predictive<br />

consumers, also known as the Spectra Demand Index.<br />

In essence, while Step One determines your consumer’s<br />

fingerprint, Step Two matches it to an account’s fingerprint—or<br />

even better, an account’s store-level fingerprints.<br />

Now you have a basic roadmap for tomorrow’s volume.<br />

44 Fall/Winter 2006

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