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72 Chapter 3 Answers like these would lead you to attributes such as CUSTOMER TYPE and PRODUCT TYPE (if you didn’t already have them). Table 3-1 illustrates other 7W-inspired questions and example answers for customer and products. Table 3-1 Example 7W attribute questions and answers BEAM✲ M ODELER Q UESTION S TAKEHOLDER A NSWERS Who else is associated with a customer? Primary Contact, Spouse, Sponsor, Decision Maker, Owner (Parent Company), Referrer Who is associated with a product? Manufacturer, Distributor, Supplier, Marketer, Promoter, Product Manager, Inventor, Designer, Developer, Author What dates (whens) are important to know about a customer? Birth Date, Graduation Date, First Purchase Date, Last Purchase Date, Renewal Date What milestone dates (whens) are there for a product? Launch Date, Arrival of First Competitor, Patent Expiration Date, Discontinued Date Where are customers? Headquarters, Sales Region, Work Address, Home Address, Nearest Branch What geographic (where) information describes a product or service? Country of Origin, Manufacturing Plant, Language, Market, Voltage Are there any single-valued quantities (how many) that describe or group customers? Life Time Value, Loyalty Score, Current Balance, Number of Employees, Number of Dependents What quantities (how many) describe products? Weight, Size, Capacity, List Price Why or how do customers become customers? Channel, Prospect Source, Referral When stakeholders give you examples (such as “Consumer” or “Business”) instead of a suitable attribute name (Customer Type) try adding these examples to the dimension table in a new column against their matching members and then ask what that column should be called.