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NOTE Though stamping bridge rows with effective and expiration dates is not an effective solution for reducing the ripple effect of a type 2 change, the technique does have value As discussed later in this chapter, it can be used to support point-in-time analysis of the hierarchy itself, exclusive of facts A second way to avoid the ripple is to declare type 2 changes off limits Unfortunately, this solution limits the analytic possibilities when the bridge is not being used In our company example, changes to headquarters_location would require type 1 treatment Without the type 2 change, it would be impossible to group orders by location in a manner that is historically accurate What may seem to be a third option is usually not plausible.

You may have observed that the problem of double-counting in Figure 10-16 can be avoided if the query is qualified for a single version of Company E Why not make this a simple requirement for analysis Unfortunately, this is highly impractical Selecting one version of Company E would be easy if you knew the surrogate key values that distinguish the two versions Unfortunately, surrogate keys are meaningless sequence numbers The only way to distinguish the versions would be to qualify on the natural key for Company E and every type 2 attribute, which is highly impractical Unless the dimension is time-stamped, there is no easy way to qualify for a single version of Company E If the dimension is time-stamped, date qualifications must be added to every query that involves the bridge It is far safer to ripple the type 2 change..

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Having worked through the mechanics of a type 2 change to a dimension with a hierarchy bridge, the process of responding to a change in the hierarchy itself will not be surprising. It is virtually identical.

agreements, even if your firm offers to give you time to increase the equity in your account, it can sell your securities without waiting for you to meet the margin call.

As before, a simple relationship change will require putting all members of the hierarchy through a type 2 change. This is necessary to properly isolate new facts from the member that has been removed, since users will be using natural keys to look up or down the hierarchy. Once again, you can skip the explanation if you want, but be sure you understand the mechanics first.

personal growth and development Most importantly he practices what he preaches For example while administrative staff make a relatively low salary by corporate standards, an additional 25 percent or more of their pay is variable based on their productivity and contribution to the organization Moreover Bob provides his staff with a remarkable amount of training to further their personal and professional development Someone making $40,000 a year may receive $20,000 to $30,000 worth of training These individuals grow and develop more in one year than employees at other firms do in 5 or 10 years Regardless of where their careers take them, their experience at the Wright Institute helps them focus more clearly on what they want out of life and gives them the courage and skills to pursue it This is no accident Employee development is an important part of Wright s business purpose and philosophy.

When the hierarchy itself changes, preservation of its history can be achieved by following the same steps used to carry out a type 2 change: 1. Create new rows in the dimension table for all members of the hierarchy that is changing. 2. Create new rows in the bridge table reflecting the new status of the hierarchy. If a change involves a member leaving one hierarchy and entering another, both hierarchies will require this processing.

Do you know that margin accounts involve a great deal more risk than cash accounts where you fully pay for the securities you purchase Are you aware you may lose more than the amount of money you initially invested when buying on margin Can you afford to lose more money than the amount you have invested Did you take the time to read the margin agreement Did you ask your broker questions about how a margin account works and whether it s appropriate for you to trade on margin Did your broker explain the terms and conditions of the margin agreement Are you aware of the costs you will be charged on money you borrow from your firm and how these costs affect your overall return Are you aware that your brokerage firm can sell your securities without notice to you when you don t have sufficient equity in your margin account

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