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Exception 3: Price Advance Followed by a Weakness A significant upward move to a new trading range, followed by some price weakness, is a fairly normal occurrence As a stock price makes a major upward movement, many investors will begin to take profits Although there is nothing wrong with taking profits, the upward price movement might have only just started Even so, it is inevitable that some profit taking will occur, and the stock price that has risen to new highs will show some downward price correction A signal is given if a stock begins to fall lower than its daily trading range and the overall market is unchanged or advancing If a stock price that normally trades between $45 and $50 a share drops to $43 and then to $40, it is time to be concerned.

order_line Q1977-001 Q1977-001 Q1977-001 Q1977-002 Q1977-002 Q1977-002

$100,000

sku A-0033 A-0033 A-0033 B-3691 B-3691 B-3691

The signal is even stronger if the stocks of comparable companies are not showing a similar weakness It is a signal to either sell the stock or find out the reason for the price decline..

value 10,000.00 2,000.00 100 14,000.00 700.00 70

date 1/8/2009 1/8/2009

order_line Q1977-001 Q1977-002

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Winners are the stocks of those companies showing consistent growth in revenues (sales), earnings, and price. They are the leaders in their industry and have continual new product developments for new or existing markets. Their products are not passing fads. Even though a product may have created a tremendous demand, how likely is it that this demand will remain strong in the next three to five

$100,000

sku A-0033 B-3691

sales_ dollars 10,000.00 14,000.00

15 4

margin_ dollars 2,000.00 700.00

$300,000

event or transaction. In the bottom portion of Figure 17-5, source data provides sales_ dollars, margin_dollars, and quantity_ordered in separate rows. For each order line, these records must be consolidated into a single row. After data is extracted and transposed, facts must be calculated from the data provided by the source system. The additive fact order_dollars, for example, may be constructed by multiplying the source attributes unit_price and quantity. This activity is represented by step 2.3 in Figure 17-4. Calculation of facts can be more complex, and should be documented as part of the schema design.

11,000 10,500 Dow Industrial Average 2003 2004 10,000 3,100,000,000 9,500 9,000 8,500 2,100,000,000 8,000 7,500 7,000 1,100,000,000 6,500 6,000

If the source data is provided at a finer grain than is required by the fact table, it must also be aggregated. For each distinct set of natural key values, the individual source transactions are summarized. Care must be taken not to aggregate semi-additive facts improperly; it is assumed nonadditive facts have been broken down into fully additive components in the schema design. In Figure 17-4, aggregation is performed by step 2.4. TIP Fact processing begins by acquiring the source data, transposing it as necessary, computing facts, and aggregating them if needed. Where there are multiple source systems, this process may be repeated for each. Alternatively, the initial extractions may be performed separately, with extracted data consolidated into a single staging area. Subsequent tasks are then performed using this consolidated data set. When there is a single source that is relational, these first four steps may be carried out in a single query. The query selects the relevant natural keys and then aggregates and calculates facts. The next step will be to assign surrogate keys.

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