Tag Archives: customer fulfillment

Follow the Money!

Track sales transactions to understand your customer’s buying patterns, establish a more relevant product mix, satisfy more people and sell more.

The Myth of Build-to-Order

The manufacturers should be giving the dealers guidance on what to stock and order based on their global visibility into sales and customer buying trends. Customers buy combinations of features, and they do this in predictable ways. Detecting and using the patterns can make inventory turn faster, even if, technically, it doesn’t exist.

Do Customer Buying Patterns Exist?

Buying patterns are real, and they manifest themselves in how customers buy combinations of options. With the computing power we have available today we can detect and capture them. These patterns can then be used to design “house specials”, forecast future sales, and guide customers to what we want to sell them.

Customer Buying Patterns - What you can learn From Pizza Sales

First order take rates tell us about the relative popularity of different options. For example, consider a small set of possible pizza toppings.

Topping

Take Rate

Pepperoni

40%

Mushrooms

20%

Pineapple

3%

Canadian Bacon

3%

Green Peppers

10%

Customer buying patterns really start with second order take rates, which tell us about pairs of options, or toppings. Second order take rates tell us about relative [...]

What does the stairway to complexity tell us?

If a product is too complex, where is the complexity coming from? Which features are causing the explosion in the number of build combinations? The stairway to complexity tells us where to look.

The stairway to complexity shows how the number of unique configurations drops as features are removed. Here is another stairway for a [...]

Q&A with John Sloan, former director, Jeep Brand Global Product Marketing

In today’s post, John Sloan talks about challenges dealers face in ordering inventory that best matches customer demand.
Emcien: Describe the Chrysler-Emcien initiative that examined dealers’ struggles with complexity in the ordering process.
JS: In a soft “push” market where volume is driven by heavy incentives versus the merits of the brand / model, managing cost is [...]

Variation is valuable

Advances in interconnection technologies are driving an increasingly demand-driven market. Customers are learning to expect to get what they want, when they want it, how they want it. And they tell you in each and every interaction they have with your company, or not. In a demand-driven world, increasing product variation and complexity in your [...]

What is sales history, exactly?

We often talk about the sales history of a product, so let’s explain exactly what it means. There is a raw sales history and a collapsed sales history. The sales history, raw or collapsed, is the starting point for all the analytics we will be introducing later.
Raw sales history
A product is a collection of features, [...]

Help the sales team help the customer

This morning I was talking to the VP of business process improvement for a company that sells industrial machinery. Their products are highly configurable. She told me that every year they have 50% new configurations they have never seen before. The number of choices on their products has grown over time. ”A salesperson can’t know everything about the product,” [...]

Extending the product configuration to gain insight

One of the most important components in choice complexity is the product configuration itself, the mixture of product options that give a product its unique signature. Obviously the typical product orderable options are needed to analyze the complexity of a product, but other more abstract options can offer surprising insights into product and customer behaviors.
A [...]