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You can see that C# is protecting us from a type-safety issue when we call VolvoC30 specific members on a FordFiesta object But this becomes an inflexible barrier when we want to create classes that operate generic objects with a certain parameterized type value Listing 15-24 contains such a class Listing 15-24 A Class That Operates on Generic Objects with a Specific Parameterized Type class CarPrinter { public static void PrintFirstCarDetails(GenericStack<Car> carStack) { Car myCar = carStackPop(); ConsoleWriteLine("Car value popped: {0}", myCar); } } The CarPrinter class has a single static method that calls the Pop method on a GenericStack<Car> and prints out some information on the popped Car object But we have a problem We can t convert from a GenericStack<VolvoC30> to a GenericStack<Car>, even though the CarPrinter class doesn t prevent any risks to us.

Propensity to buy additional products Lifetime value Some preliminary work had been done on building a data mart, using periodic feeds from the data warehouse. This data mart would be used to organize, summarize, and analyze customer information. Finally, some direct-mail testing had been done, with varying levels of success. Since there was no formalized program in place, these elements were considered nothing more than research and development projects that might or might not yield some long-term value.

What you get back is a Map, not an ordered List. Instead, the set of map entries returned has the key part be the name and the value part be the ordered position for that name. So, passing the returned map onto println() will display the following:

Here is an example of the problem: // create a GenericStack<T> using the derived type GenericStack<VolvoC30> volvoStack = new GenericStack<VolvoC30>(); // push a data item into the stack volvoStackPush(new VolvoC30()); // print the details of the first item in the stack CarPrinterPrintFirstCarDetails(volvoStack); // this statement won t compile The last statement won t compile We have three choices at this point We can redefine the PrintFirstCarDetails method in the CarPrinter class so that there is an implementation that works with each and every class that we derive from Car, but this requires us to modify the CarPrinter class each time we derive a new class, thereby defeating one of the main benefits of object programming.

A better solution would be to make CarPrinter a generic class and use a parameterized type constraint, like this: class CarPrinter { public static void PrintFirstCarDetails<T>(GenericStack<T> carStack) where T : Car { Car myCar = carStackPop(); ConsoleWriteLine("Car value popped: {0}", myCar); } } There is a third solution; it is known as type variance..

Note Type variance is an advanced topic that confuses even the most experienced programmers. You can skip this section and refer to it later if you ever need to perform the kind of cast I showed earlier.

The breakthrough solution came as a result of cooperation between information technology (IT) and marketing. A cross-functional team consisting of marketing and IT professionals came together in order to create a Best in Class database marketing program. In order to launch the program, IT revised the data mart so that it could Aggregate customer transaction data to an annual level to match the sales cycle. Tag customer performance versus the previous year (increase, decrease, cancel, etc.). Overlay business demographics (SIC code, number of employees, annual sales, etc.). Attach model scores to each customer record. Record campaign results attached at the customer level. When this data mart was combined with campaign management software, it became a powerful tool for direct marketing and marketing research. While the data mart was being built, customer models were updated and made ready for use in segmentation and targeting. This gave the marketing team the ability to analyze and segment the customer base, design

Type variance is performed through generic interfaces that use the in or out keyword. It is a slightly convoluted technique, but it does give a lot of flexibility when implemented correctly. Type variance is broken down into contravariance and covariance.