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This chapter introduces repeated events, using the purchases data Repeated events are customer interactions that occur at irregular intervals The first challenge with repeated events is determining whether separate transactions belong to the same customer In this chapter, we learned that the CUSTOMERID column is basically useless, because it is almost always unique A better column for identifying transactions over time is HOUSEHOLDID Matching customers on transactions using names and addresses is challenging and often outsourced Even so, it is useful to be able to use SQL to validate the results Do the customers in the households make sense The classic way of analyzing repeated events is using RFM analysis, which stands for recency, frequency, monetary This analysis is feasible using SQL and Excel, particularly when using the ranking functions in SQL However, RFM is inherently limited, because it focuses on only three dimensions of customer relationships.

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The Step and Repeat dialog box adds a new capability: gridified step-and-repeat. If you select the Create as a Grid option, the dialog box lets you specify the number of rows and columns to contain the copies, as shown on the right in Figure 10.5. Imagine you are creating business cards, for which a lettersize sheet of paper holds ten cards, organized five deep and two wide. You would thus create one business card at the top left of the page, then use the Step and Repeat dialog box s gridify capability to set two columns and five rows, with the horizontal spacing and vertical spacing both equaling the card s width (that is, with no margin between the copies). You can also do a gridified step-and-repeat when copying an object with the mouse. Press and hold Option or Alt when dragging the original to make a copy, then release Option or Alt and press to add columns of copies and/or to add rows of copies (press to remove columns and to remove rows). When you release the mouse, a grid of copies appears. (This works like the gridified frame-creation capability explained in 9.)

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It should be enough to list these benefits and add a little more information about each aspect Following are the big 5 savings possibilities of frame relay There are more, but they have less impact that these main ones 1Bandwidth savings Since there is no dedicated bandwidth, applications can share a pool of bandwidth on the access line This can lead to a significant cost savings 2Connection savings Since there are no physical connections between sites, there is no need to have multiple links running to remote sites All sites are reached through the same access link 3International savings Private lines to other parts of the world are expensive Frame relay logical connections can reduce this expense And if frame relay can be used for fax and/or voice, the savings is even greater 4Network savings Frame relay is a logical network.

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It is a cell-based approach, where customers are placed into cells and then tracked over time An important topic in looking at repeated events is whether the sizes of purchases change over time There are different ways of making the comparison, including simply looking at the first and last order to see whether the size is growing or shrinking The most sophisticated way presented in this chapter is to calculate the slope of the best fit line connecting the orders When the slope is positive, order sizes are increasing; when the slope is negative, order sizes are decreasing The final topic in the chapter applies survival analysis to repeated events, addressing the question of how long it takes a customer to make the next order.

Connections can usually be added in a week or so to new sites, and logical connections rearranged literally overnight (In contrast, private lines typically require 30 to 60 days to rearrange ) 5Management savings Most of the details of managing the day-to-day activities on a network, such as routing around failures and avoiding congestion, is now done on the public network on behalf of all customers Some frame relay users rely on the service provider for all of their network management needs..

k 2 [0.0254385964912281,0.0254426537713260] [0.0885964912280702,0.0885973978599222] [0.1394736842105263,0.1394803670308291] [0.2026315789473684,0.2026351111194253] [0.2657894736842105,0.2657898552080215] [0.3166666666666667,0.3166728243789285] [0.3798245614035088,0.3798275684675247] [0.4684210526315789,0.4684237971415744] [0.5570175438596491,0.5570200258156241] [0.6456140350877193,0.6456162544896737] [0.6964980544747082,0.6964980811403509] [0.7596491228070175,0.7596539677491769] [0.8228070175438597,0.8228087118377731] [0.8736905118228075,0.8736910635964912] [0.9368421052631579,0.9368464250972763] [0.0508829691709069,0.0508840460526316] [0.1140350877192982,0.1140388824453756] [0.1771929824561404,0.1771936265339719] [0.2280701754385965,0.2280765957048788] [0.2912280701754386,0.2912313397934750] [0.3543859649122807,0.3543860838820712] [0.4052631578947368,0.4052690530529781] [0.4938596491228070,0.4938652817270278] [0.5824561403508772,0.5824615104010775] [0.6710526315789474,0.6710577390751272] [0.7342105263157895,0.7342124831637234] [0.7850942831487579,0.7850945723684210] [0.8482456140350877,0.8482501964232266] [0.9114035087719298,0.9114049405118228] [0.9622867404968572,0.9622875548245614]

The Tools Macro Macros command (or Alt+F8) displays the Macro dialog box, which lists all available macros. To execute a macro, select it in the list and click Run.

This application is quite similar to survival analysis for stopped customers, except that the important customers the ones who make the purchase are the ones who do not survive The next chapter continues analysis of repeated events, but from a perspective that is not covered in this chapter at all It discusses the actual items purchased in each order and what this tells us about the items and the customers..

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