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It is useful to be able to put things in the right perspective This can be done through conversations with peers in other organizations and networking through industry interest groups Now that the data warehousing industry has really come of age, many resources are available to you Seek out industry groups with a focus on data warehousing or related topics There are many IT associations that have data warehouse or business intelligence subgroups The Data Warehousing Institute offers major conferences, seminars, and local chapters Any of these provide the opportunity to meet people with similar issues on their mind There is also a great deal of interest from business groups to learn more about and discuss data warehousing Explore business industry groups and ask colleagues for their ideas Check out social networking sites such as LinkedIn If you don t nd a group, take the initiative and start one There are probably dozens of people who are just as interested in these topics it only takes one person to get something started There are also opportunities to meet and exchange ideas with others at product vendor user conferences These groups have general concerns and can be engaged in dialogue about topics that are speci c to the technology that you are using You are not alone The good news is that there are often proven techniques to address the speci c challenges facing your data warehouse You just need to reach out to nd these proven methods
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Question: Will I get one version of the truth
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How many meetings have you sat in on and looked at a pro t number on four reports that were all different Often, data is pulled from many different systems, by different people, using different criteria This results in reports that provide different and possibly con icting data Too much time is spent
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trying to gure out which set of numbers is correct, which leaves little time to truly interpret and understand the data, and less time to make decisions One fundamental objective of data warehousing is to provide a single environment for all reporting The objective is to indeed provide a single source of the truth
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The short answer is yes, provided you have the right level of executive commitment that is, willingness to invest the time, effort, and business expertise needed to x the problem While this is a clear objective, it is not easy to attain There are some technical challenges, but working toward a single version of data typically requires a very signi cant level of commitment and effort from the business community The business should drive the effort to achieve a single version of the data, and IT can help to maintain it There are two major areas that warrant discussion First, it is critical to set up names and de nitions for the data that consistently and accurately describe what it means How data is pulled out of source systems and manipulated changes what the resulting data looks like Consistent and meaningful business rules must be de ned so that IT can build the appropriate mechanisms and controls Who decides what the data means and de nes these business rules The business does, not IT, and this is typically the largest part of the overall effort Providing consistent data requires a lot of communication between different parts of the organization Each group must clarify the data it needs and compare that with similar data used by other groups Sometimes the data is supposed to be the same, but over time the meaning and use have drifted apart Hard decisions must be made to bring these back together In other cases, there are legitimate differences that need to be clari ed Unique labels must be used to differentiate between the data elements Second, the organization must be committed to working toward one version of the truth It seems like a desirable and reasonable objective to everyone, but if working toward this goal impedes the progress of an individual project, the willingness to comply begins to fade The development of this single version of the truth must be a long-term strategic objective If the organization is not committed from the top down to dedicate the people, time, effort, and dollars required to de ne your business data, you will never reach a single version of the truth There must be strong senior management support to make the investment in time and money to ensure that the right long-term steps are taken If not, your organization will continue to experience a proliferation of disparate data and reports that do not match You can indeed realize a single version of the truth if your organization works diligently to make it happen There must be ongoing commitment from the business to help de ne the data, and IT must ensure that individual projects
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