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It was not unusual for a document like this to reappear on my desk three or four times over the course of the next two weeks, each requiring a new bottle of white-out and a sapling s worth of internal photocopies..

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From the database s perspective, Uptown Books and Uptown Books and Periodicals are two completely different organizations, even if I know that they re the same store A query to retrieve all the orders placed by Uptown Books and Periodicals will miss any records that still have Uptown Books in the Customer field because of the update anomaly Also, the table lacks specific information about the customers No addresses, phone numbers, or other customer contact information are contained in tblBookOrders4 Although you could use a query to extract this information from a table named tblBookStores containing the addresses, phone numbers, and other information about the bookstore customers, using the customer name (a text field) as the search key is much slower than using a numeric key in the query Figure 3.

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As our adviser inputs his assumptions for the return, volatility, and correlations of each asset class (see the illustration of input assumptions in Table 4.2), he should also enter certain constraints. With no constraints, the optimizer might hypothetically tell us the most ef cient portfolio consists of only emerging markets stocks, emerging markets debt, and arbitrage programs! We wouldn t want more than X% of our portfolio subject to the common factors that periodically infect prices in the emerging markets. And we doubt that we could get more than Y% of our portfolio into quality arbitrage programs. We should go through each of our asset classes and ask ourselves if we need a constraint for that asset class or for any combination of asset classes. We also might consider a requirement to have at least Z% of the portfolio in a particular asset class, such as U.S. stocks. We should limit such constraints and requirements, however, to only those cases where we have a compelling reason. Each such constraint will lower the Ef cient Frontier line. Because any set of assumptions must be wrong, we want our adviser to run extensive sensitivity tests by calculating Ef cient Frontiers based on a range of assumptions. That way we will eventually home in on asset allocations that are robust that are least sensitive to a range of reasonable

6 shows the results of a refinement of the database design: tblBookOrders5 contains a foreign key named CustomerID that relates to the CustID primary key field in the tblCustomers table This arrangement uses tblCustomers as a lookup table to provide customerrelated information to a form or report Part of the performance improvement is due to the fact that the CustomerID field in tblBookOrders5 is a long integer (4-byte) value instead of a text field This means that Access has to manipulate only 4 bytes of memory when looking for records in tblCustomers The Customer field in tblBookOrders4 was a text field with a width of 50 characters This means that Access might have to consider as many as 50 bytes of memory when searching for matching records in tblCustomers.

Crazy customers. Not enough time. Not enough money. Does this list look familiar to you It should because all of us have basically similar lists. While we all have a list that looks much the same, some people take the list and get rich while other people take the list and go broke. You know what It is not the list s fault. It is your fault. You want a list of reasons you are not doing well Here s one: You.

The first modifiers available in the Modifiers menu are the Selection modifiers. You can use these modifiers to select subobjects for the various object types. You can then apply other modifiers to these subobject selections. Any modifiers that appear above a Selection modifier in the Modifier Stack are applied to the subobject selection.

A second advantage of removing the customer name from the orders table is that the name now exists in only one location in the database If Uptown Books changes its name to Uptown Books and Periodicals, I now only have to change its entry in the tblBookStores table This single change is reflected throughout the database, including all forms and reports that use the customer name information..

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