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hy create an analysis and not a report What s the difference You create reports to answer a business question If another business question arises from that report, you can create another report based on the new question, or you can search for reports that contain similar information This can be a time-consuming process, however, and the data may not be as current as you need it to be Analysis is a more sophisticated process for users who don t know exactly what they are looking for An analyst first looks at data to make sure everything is in order While looking at the data, the analyst may notice that something is not quite right The analyst s job is like a homeowner who walks into the house and smells something burning She is not quite sure what it is or from where it is coming But she now knows something is not right; so, she goes throughout the house searching for the source of the smell She finds the source: somebody has left on the curling iron in the upstairs bathroom and closed the door She has some options She can continue to leave it on unattended, at which point the house may catch on fire, or she can turn off the curling iron and end any threat to the safety of her home Analysis is like this You simply follow your nose to the source of the problem

To find the source of the smell in the preceding example, your tools would be your legs taking you from room to room, your arms opening and closing doors searching for the root of the problem, and your feet helping you to stand on your tippy toes to look deep into the cupboards Analysis Studio provides its own tools to help you dig through dimensional data to discover the source of problems and issues These tools help you drill-through data, apply various types of filters, see the top and bottom percentages of the data, group data, insert charts and graphs, and apply templates All the tools provided in Analysis Studio can be used separately or in conjunction with one another to answer your next business question

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An effective data warehouse deployment includes more than just the Oracle database and Oracle Exadata Database Machine Also key to overall success are the quality of the data models, business intelligence tools, and the security mechanisms that are put into place

What is the next business question The next business question is the question that you did not know existed until you began looking at data That data may have been presented in a report at the monthly sales meeting or it may be raw data that has not yet been included

headers sales documents, 52 54, 79 87 sales order front-end, 76 service contracts, 103 104 help See OSS hierarchies customer, 358 product, 364 human resource applications, 5

Data models provide definitions and schemas that contain the data elements aligned to key performance indicators tracked by business analysts Logical data models provide the data definitions and entity relationships among objects The logical models are then translated into deployable physical data models designed to take advantage of the Oracle database s capabilities Logical entities are generally mapped into tables in the physical data models; relationships are mapped into foreign key constraints; attributes are mapped into columns; primary unique identifiers are mapped into primary key constraints; and unique identifiers are mapped into unique key constraints The schemas for the physical data models are of the types described earlier in this chapter Business intelligence tools provide a means for business analysts to access data residing in the data warehouse Reporting, ad hoc query, and advanced analytics are delivered to the analysts through these dashboards and tools The dashboards and tools are designed to be of a self-service nature when underlying data models in the data warehouse are properly aligned with business needs Security considerations come into play because of the value of the data and information available in the data warehouse and the broad user communities that can have access to it Security features are used to restrict access to data on a need-to-know basis They can be used to track who had access to data during specific periods We ll next go into a bit more detail regarding data models, business intelligence tools, and security and describe how each would fit in an Oracle Exadata Database Machine data warehousing deployment strategy

Part III:

in a report You search for issues you smell smoke, or you see that 98 stores are selling millions of dollars of Product A and 22 stores are not breaking even with the same product The issues you uncover reveal that an important question (or questions) needs to be answered, and that is the next business question

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