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In a report, dimensions also serve to specify groupings or break levels, or to identify levels of subtotals This can be seen in the orders report, where category is used to break up the report into sections; individual categories are also used to label rows containing subtotals These features are clues that category is a dimension Dimensions can also be identified by their use in controlling the aggregation of measurements In the orders report, several measurements are specified for each product name and SKU (SKU is a retail term that identifies an individual product, or stock keeping unit ) Product and SKU are dimensions Notice, too, that dimension values may be used to sort data Facts can also be spotted based on their use in queries or reports Elements that are aggregated, summarized, or subtotaled are facts Clearly, the report in Figure 1-2 contains the facts cost and order dollars.

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These numbers are being specified at various levels, including products, categories, and a grand total Look again, and you may notice another fact: quantity ordered Although it is not being subtotaled, this number is presumably being aggregated In this case, it looks like quantity ordered by product is being aggregated from individual orders The style of the report in Figure 1-2 is sometimes referred to as tabular Other reports may cross-reference facts and dimensions in matrix format, or even display facts graphically The values being plotted are facts; axis values, bar labels, and qualifications are dimensions In some cases, it can be hard to tell whether a data element is a fact or a dimension Sometimes, a single data element can be used in both ways 6, More on Dimension Tables, discusses behavioral attributes, which are dimensions that have been derived from facts.

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The compensation committee must have the budget and authority to hire its own independent advisors, including compensation consultants, lawyers, accountants, and economists Good executive compensation is critical to running a company Given all the decisions a board makes, executive compensation is among the most important and has tremendous impact Executive compensation is the means by which companies attract and retain leadership Further it sets the tone for the compensation philosophy, integrity, and accountability throughout the company What happens at the top flows through the entire organization.

Microsoft s split in February of 2003 created 10 billion shares of stock. Still, Microsoft s split put the software company ahead of General Electric as having the most shares outstanding of any U.S. company. To give this some relative perspective, consider that the number 10 billion is:

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Later, 11, Transactions, Snapshots, and Accumulating Snapshots, looks at techniques used to construct facts out of dimension values It is also possible to find a process where there does not appear to be a clear measurement 12, Factless Fact Tables, describes how the factless fact table can be used to deal with this kind of situation You also may find that some important business metrics are not so easily rolled up 3, Stars and Cubes, considers nonadditive facts, while 11 discusses the curious case of semi-additive facts..

A dimensional design organizes facts and dimensions for storage in a database. It is common for a set of dimensions to share relationships to one another, independent of facts. These are grouped together in a single table to reflect their natural clustering. Similarly, facts that are available at the same level of detail are grouped together. For example, suppose a study of the orders process reveals the facts and dimensions shown in Figure 1-3. In this example, products are being sold by a distributor to retail stores, so the customers are companies. Each of the facts listed in the column on the left may be rolled up according to the dimension values in the right-hand column. Notice natural affinities exist among the dimension values. Some of them clearly belong together. For example, product and product description both seem to be associated with SKU. Salesperson name is determined by salesperson ID. Other dimensions are more distantly associated. Products, for example, have brands. Salespeople work in regions. Figure 1-4 shows how the facts and dimensions for the orders process might be grouped together.

Figure 1-3

More than twice the Earth s age of 4.6 billion years The number of dollars airlines borrowed from the U.S. government after the September 11 attacks More dollars than most people have The estimated number of dollars Michael Jordan has contributed to the economy through the sale of shoes, tickets, and other items, according to Fortune magazine

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