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		<title>Kimball Forum</title>
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		<description>Latest topics</description>
		<lastBuildDate>Fri, 06 Nov 2009 20:57:58 GMT</lastBuildDate>
		<ttl>10</ttl>
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			<title>Kimball Forum</title>
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		<item>
			<title>Eliminate Date Dimension Surrogate Key</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/eliminate-date-dimension-surrogate-key-t334.htm</link>
			<dc:creator>juz_b</dc:creator>
			<description>We have always been using a sequential surrogate key for all our Dimension tables, including the Calendar Dimension.



There is also a different school of thought (only for Calendar Dimension) where instead of using sequential keys, replace it with a smartkey in the format of YYYYMMDD.  I can appreciate this design since Calendar Days are always unique and sequential.  Also note that this is the BASE CALENDAR, there are no Fiscal Attributes at all.



Recently we came across a recommendation  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Fri, 06 Nov 2009 20:57:58 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/eliminate-date-dimension-surrogate-key-t334.htm#1373</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/eliminate-date-dimension-surrogate-key-t334.htm</guid>
		</item>
		<item>
			<title>Hand-Coded ETL revisited</title>
			<link>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/hand-coded-etl-revisited-t35.htm</link>
			<dc:creator>Nigel Nichols</dc:creator>
			<description><![CDATA[Hi
<br />

<br />
I read Gary Nissen's article, 'Is Hand-Coded ETL the Way to Go?', with interest.  
<br />

<br />
Given that this was written nearly six years ago, I wonder whether the position has changed i.e. whather ETL tools are now more strongly recommended ober hand-coding.
<br />

<br />
Nigel]]></description>
			<category>ETL and Data Quality</category>
			<pubDate>Fri, 13 Feb 2009 15:41:10 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/hand-coded-etl-revisited-t35.htm#143</comments>
			<guid>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/hand-coded-etl-revisited-t35.htm</guid>
		</item>
		<item>
			<title>SCD Type2 - ETL Design</title>
			<link>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/scd-type2-etl-design-t331.htm</link>
			<dc:creator>KK_ETL</dc:creator>
			<description>Hi,



We are trying to build a new data warehouse. Planning to capture the data as SCD Type2 in the Data Warehouse. However, the source system doesn't has any date fields for extraction.

Let me explain the scenario: 

Table Name : DWS_CUST

Scenario 1 

Columns : Customer No (PK) Cust_Name Cust_address1 Cust_address2 Cust_address3 Cust_address4     Start_date            End_date



Data                1                    XYZ           34                                              ...</description>
			<category>ETL and Data Quality</category>
			<pubDate>Thu, 05 Nov 2009 17:02:46 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/scd-type2-etl-design-t331.htm#1369</comments>
			<guid>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/scd-type2-etl-design-t331.htm</guid>
		</item>
		<item>
			<title>Model for storing dimension attributes in multiple languages</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/model-for-storing-dimension-attributes-in-multiple-languages-t330.htm</link>
			<dc:creator>jefoster</dc:creator>
			<description>We have a traditional dimensional model and are about to add multiple languages to our source systems and need the option of reporting certain dimensional attributes in either the local language or English. Has anyone developed a flexible model for this that would allow adding multiple language versions of attributes without adding columns to the dimension table directly?



2 options I can think of are:



1) An abstracted translation dimension that contains the attribute name, language,  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Thu, 05 Nov 2009 01:29:39 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/model-for-storing-dimension-attributes-in-multiple-languages-t330.htm#1367</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/model-for-storing-dimension-attributes-in-multiple-languages-t330.htm</guid>
		</item>
		<item>
			<title>SCD's and Fact Tables</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/scd-s-and-fact-tables-t329.htm</link>
			<dc:creator>jimbo1580</dc:creator>
			<description><![CDATA[How do you handle the situation when a conformed dimension is linked to more than one fact table and one fact cares when a particular dimension attribute is changes, but the other does not?  Or when one fact table cares when attribute A changes, but the other fact table cares when attribute B changes?  Does your design or the way you link from the facts to the dimension change at all?
<br />
Thanks]]></description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Wed, 04 Nov 2009 15:07:19 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/scd-s-and-fact-tables-t329.htm#1365</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/scd-s-and-fact-tables-t329.htm</guid>
		</item>
		<item>
			<title>Customer Dimension</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/customer-dimension-t313.htm</link>
			<dc:creator>kenny</dc:creator>
			<description>I am trying to model a Customer Dimension with Educational and Employment details and I want some advice on how to model this scenario

A Customer can have several levels of Education like schooling, college, university, training (one to many realtionship) and

A Customer could have been employed at several places throughout his/her life (one to many realtionship), If I create a record for each level of Education and Employment I would be storing too many records



what is the best way to  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Fri, 30 Oct 2009 22:19:13 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/customer-dimension-t313.htm#1328</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/customer-dimension-t313.htm</guid>
		</item>
		<item>
			<title>Flat Table vs star schema</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/flat-table-vs-star-schema-t314.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description>We hear a lot of BI implementations using star schema. (with few dims snowflaked sometimes )



Why not choose a flat table with all data put together instead of a star schema?

(well , this question may seem strange, but please help me out here)



Few answers which I have answered to myself are:

* Data retrieval with star joins perform better in star schema for the sake of reporting.

* It all depends on the volume.



What other possible answers are out there for FlatTable Vs StarSchema?



-  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 31 Oct 2009 04:38:33 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/flat-table-vs-star-schema-t314.htm#1329</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/flat-table-vs-star-schema-t314.htm</guid>
		</item>
		<item>
			<title>Modeling Question - Accumulating Snapshot vs. Event Transactions</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/modeling-question-accumulating-snapshot-vs-event-transactions-t307.htm</link>
			<dc:creator>jimbo1580</dc:creator>
			<description>I have a business process that has 6 distinct steps from start to conclusion for each instance of the process, we'll call it a case.  Each case has two employees assigned to it, 1 owner and 1 co-owner.  The owner and co-owner each have different responsibilities and each put in work to get the case to move through the process.  The process can take anywhere from 2 months to 2 years to complete.  Since the process can take some time, the owner and/or co-owner can change for a case over time.   ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Fri, 23 Oct 2009 14:17:55 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/modeling-question-accumulating-snapshot-vs-event-transactions-t307.htm#1300</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/modeling-question-accumulating-snapshot-vs-event-transactions-t307.htm</guid>
		</item>
		<item>
			<title>Snowflake scenarios</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/snowflake-scenarios-t318.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description><![CDATA[Had seen a few places where dimensions were snowflaked.
<br />

<br />
But how do we figure out that these snowflaked dimensions are justified?
<br />

<br />
Specify scenarios where snowflaking is acceptable.
<br />

<br />
Thanks in advance,
<br />
bi_at_nj]]></description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 31 Oct 2009 04:48:55 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/snowflake-scenarios-t318.htm#1333</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/snowflake-scenarios-t318.htm</guid>
		</item>
		<item>
			<title>Date Dimension</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/date-dimension-t290.htm</link>
			<dc:creator>mark.tan</dc:creator>
			<description>Hi All,



I understood Kimball way of implementation Date Dimension table. In a way, the lowest granularity date represent each record, with the following month, quarter and year attribute. However, what happen if the lowest grain of certain fact are at date level? They could be at monthly level, so is it right to tag the fact to the date dimension table using the first day of the month (e.g. 01-12-2008 for Dec 2009)?



If not, can anyone tell me what is the best strategy?



Best Regards,

Mark </description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 10 Oct 2009 07:34:20 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/date-dimension-t290.htm#1241</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/date-dimension-t290.htm</guid>
		</item>
		<item>
			<title>Partitioning Strategy for Fact and Dims in Oracle/DB2/Sybase</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/partitioning-strategy-for-fact-and-dims-in-oracle-db2-sybase-t326.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description><![CDATA[Please specify the partition strategy you follow in your organization for facts and dims in Ora/Sybase/Db2
<br />

<br />
 Thanks,
<br />
bi_at_nj]]></description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 31 Oct 2009 06:34:00 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/partitioning-strategy-for-fact-and-dims-in-oracle-db2-sybase-t326.htm#1341</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/partitioning-strategy-for-fact-and-dims-in-oracle-db2-sybase-t326.htm</guid>
		</item>
		<item>
			<title>Fact Table Indexing Strategy</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/fact-table-indexing-strategy-t315.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description>Please explain the indexing strategy which is in use in your organisation for fact tables in your current database(oracle, sybase, db2)



Specify volume as the indexing strategy may be based upon the volume of data.



Is there a well laid out strategy for Indexing for fact tables?



If so, what is it we follow for Fact Tables in Oracle?

and

If so, what is it we follow for Fact Tables in Sybase?

and

If so, what is it we follow for Fact Tables in Db2? </description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 31 Oct 2009 04:41:45 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/fact-table-indexing-strategy-t315.htm#1330</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/fact-table-indexing-strategy-t315.htm</guid>
		</item>
		<item>
			<title>Geospatial Modeling</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/geospatial-modeling-t328.htm</link>
			<dc:creator>tlfancher</dc:creator>
			<description>Are there any resources I can reference for modeling geospatial data?



In our particular case, we are modeling a pipeline as the basic &quot;fact&quot; where the geographic location is of particular importance.  In addition we need to model the location of attributes of the pipe (size, material, etc.) as well as location of such items as valves, tees, others.  We also need to know attributes of the pipe surroundings: which state, city, does it go through; what is the land use (farm, forest,  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Mon, 02 Nov 2009 13:09:48 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/geospatial-modeling-t328.htm#1345</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/geospatial-modeling-t328.htm</guid>
		</item>
		<item>
			<title>Dimension Table Indexing Strategy</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/dimension-table-indexing-strategy-t316.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description><![CDATA[Please tell me what kind of indexes you are using in your dimension tables in your organization.
<br />

<br />
I am looking for dimension tables indexing strategy for Sybase, Oracle and Db2.
<br />

<br />
If you have any indexing strategy document for Dimension tables for Oracle, sybase and Db2 that would be helpful.
<br />

<br />
- Thanks in advance,
<br />
nj_at_bi]]></description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 31 Oct 2009 04:44:56 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/dimension-table-indexing-strategy-t316.htm#1331</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/dimension-table-indexing-strategy-t316.htm</guid>
		</item>
		<item>
			<title>Sybase Databases in BI world?</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/sybase-databases-in-bi-world-t327.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description><![CDATA[What are the most important things that come to mind when you think of Sybase as your playground for building your  Bi / DW application ?
<br />

<br />
Please specify the pros and cons. (you may compare it with either Oracle or Db2 or in general )
<br />

<br />
Thanks,
<br />
bi_at_nj]]></description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 31 Oct 2009 06:36:39 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/sybase-databases-in-bi-world-t327.htm#1342</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/sybase-databases-in-bi-world-t327.htm</guid>
		</item>
		<item>
			<title>Version Controlling your Data models</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/version-controlling-your-data-models-t325.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description><![CDATA[How do you version control your data models today?
<br />

<br />
Thanks,
<br />
bj_at_nj]]></description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 31 Oct 2009 06:32:29 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/version-controlling-your-data-models-t325.htm#1340</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/version-controlling-your-data-models-t325.htm</guid>
		</item>
		<item>
			<title>eacoe training?</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/eacoe-training-t324.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description><![CDATA[Can someone tell me if eacoe(.org) training is worth the time and cost? (I have some architecture experience and want to take it to the next level) 
<br />

<br />
Any comments on eacoe training?
<br />

<br />
Thanks
<br />
bi_at_nj]]></description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 31 Oct 2009 06:30:05 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/eacoe-training-t324.htm#1339</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/eacoe-training-t324.htm</guid>
		</item>
		<item>
			<title>Database by name KDB ?</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/database-by-name-kdb-t323.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description><![CDATA[Is anyone using a database by name KDB ?
<br />

<br />
What are your comments on it ?
<br />

<br />
What ETL tool are you using with it ? Infa? (using ODBC driver? do they have odbc driver for this? )
<br />

<br />
Please specify.
<br />

<br />
Thanks,
<br />
bi_at_nj]]></description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 31 Oct 2009 06:28:29 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/database-by-name-kdb-t323.htm#1338</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/database-by-name-kdb-t323.htm</guid>
		</item>
		<item>
			<title>Database  kdb ?</title>
			<link>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/database-kdb-t322.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description><![CDATA[Is anyone using a database by name kdb ?
<br />

<br />
If so, do u use informatica with it ?
<br />

<br />

<br />
- Thanks,
<br />
bi_at_nj]]></description>
			<category>ETL and Data Quality</category>
			<pubDate>Sat, 31 Oct 2009 06:14:08 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/database-kdb-t322.htm#1337</comments>
			<guid>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/database-kdb-t322.htm</guid>
		</item>
		<item>
			<title>ETL Informatica 32bit Vs 64bit</title>
			<link>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/etl-informatica-32bit-vs-64bit-t321.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description><![CDATA[Is anyone using the 64bit version of Informatica?
<br />

<br />
If so what kind of problems are you facing in the 64 bit version.
<br />

<br />
Is there anything you like the most in the 64bit version?
<br />

<br />
- Thanks in advance,
<br />
bi_at_nj]]></description>
			<category>ETL and Data Quality</category>
			<pubDate>Sat, 31 Oct 2009 04:55:58 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/etl-informatica-32bit-vs-64bit-t321.htm#1336</comments>
			<guid>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/etl-informatica-32bit-vs-64bit-t321.htm</guid>
		</item>
		<item>
			<title>Fact Table Loads</title>
			<link>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/fact-table-loads-t320.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description>Here is a scenario:



* Fact table contains 100 million records

* Monthly Load of 10million is done at the end of the month to the same fact table



In this scenario, how do you handle the indexes in fact table at the time of load?

If indexes are made unusable before load, then the rebuild index is time consuming after the load.



So, what strategy do you follow in such scenarios?



How do we ensure that the data is made available to the users in the shortest possible time. (Assume  ...</description>
			<category>ETL and Data Quality</category>
			<pubDate>Sat, 31 Oct 2009 04:54:03 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/fact-table-loads-t320.htm#1335</comments>
			<guid>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/fact-table-loads-t320.htm</guid>
		</item>
		<item>
			<title>Specify acceptable Snowflaking scenarios</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/specify-acceptable-snowflaking-scenarios-t319.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description><![CDATA[Can someone please specify acceptable snowflaking scenarios.
<br />

<br />
- Thanks in advance
<br />
bi_at_nj]]></description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 31 Oct 2009 04:49:54 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/specify-acceptable-snowflaking-scenarios-t319.htm#1334</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/specify-acceptable-snowflaking-scenarios-t319.htm</guid>
		</item>
		<item>
			<title>Sybase Indexes</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/sybase-indexes-t317.htm</link>
			<dc:creator>bi_at_nj</dc:creator>
			<description><![CDATA[Is yours a Sybase shop? Please specify what kind of indexing strategy you follow in your sybase databse for bi / dw applications .
<br />

<br />
What kind of indexes do u use in your warehouse / bi applications in Sybase shop? 
<br />
Do you follow any indexing strategy in Sybase?
<br />

<br />
Thanks in advance,
<br />
nj_at_bi]]></description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 31 Oct 2009 04:47:06 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/sybase-indexes-t317.htm#1332</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/sybase-indexes-t317.htm</guid>
		</item>
		<item>
			<title>Many to many relationship question</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/many-to-many-relationship-question-t312.htm</link>
			<dc:creator>ekv11</dc:creator>
			<description>Hi all.  I know the common standard practice for many to many relationships is to use a bridge table, and I've done that already in my model.  But I've come across a situation where I'm thinking of using a group table related directly with the fact.  Let's use the example of an insurance policy for a trucking company.  For each policy the company can haul multiple commodities.  These commodities are free form entered into the system, along with a percentage of the total time that particular commodity  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Tue, 27 Oct 2009 22:43:18 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/many-to-many-relationship-question-t312.htm#1319</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/many-to-many-relationship-question-t312.htm</guid>
		</item>
		<item>
			<title>many to many relationship between dimension level</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/many-to-many-relationship-between-dimension-level-t311.htm</link>
			<dc:creator>GBS74</dc:creator>
			<description>I need help to design dimension model. Detail of Dimension are as following:

Dimension : Student, School

Fact : Grade



1. Class_Year

2. School

3. Area

4. City

Analysis Requirement are to drill up /down by above given hierarchy



there is :

 M:1 relationship between Area and City

 M:1 relationship between School and Area.



Issue : there is M:N relationship between Class_year and School. Every school have class year 6,7 and 8 and vice versa.



fact table consist of  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Mon, 26 Oct 2009 14:51:17 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/many-to-many-relationship-between-dimension-level-t311.htm#1310</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/many-to-many-relationship-between-dimension-level-t311.htm</guid>
		</item>
		<item>
			<title>One to many relationships</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/one-to-many-relationships-t308.htm</link>
			<dc:creator>Martijn Kamerbeek</dc:creator>
			<description>Hi,



I am new to dimensional modeling, would anybody be able to guide me on a design questions? An insurance policy has multiple insureds and multiple vehicles. If I create a fact table that lists the total premium for each policy, and make insureds and vehicles the dimensions; how do I link multiple insureds and multiple vehicles to the fact table? Would I use a bridge table? What would the structure be of that table and what keys would I store in the fact table?



Thanks so much for  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Fri, 23 Oct 2009 23:59:17 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/one-to-many-relationships-t308.htm#1301</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/one-to-many-relationships-t308.htm</guid>
		</item>
		<item>
			<title>Facts with different grain from different sources but related</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/facts-with-different-grain-from-different-sources-but-related-t309.htm</link>
			<dc:creator>mranjank</dc:creator>
			<description>Hi,

I have a situation which I am trying to resolve but not able to 

Technologies Using : SQL Server and Analytics Services (SSAS)



Background

I have a flat file which is from the enterprise peoplesoft system and has the followings

GL Account, Company code, total amount



The oltp system sends data into the enterprise ware house and information is processed and stored in a data mart. Here is the logical structure of the information



Company Dim

===========

Comp Key, company  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Sat, 24 Oct 2009 13:13:28 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/facts-with-different-grain-from-different-sources-but-related-t309.htm#1303</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/facts-with-different-grain-from-different-sources-but-related-t309.htm</guid>
		</item>
		<item>
			<title>Dimension as a Fact</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/dimension-as-a-fact-t310.htm</link>
			<dc:creator>Irtaza Hassan</dc:creator>
			<description>Is it wise to use a Dimension as a Fact table as well?



The Scenario:



Whenever a subscription based service makes a sale a Sales Fact table records all the transactions. However each sale generates a new Subscription Code as well. I am not really sure how to handle this subscription code. I am tempted to create this as a degenerate dimension in the Sales Fact. However there are various other business processes that use the subscription code generated by the Sales process e.g. Subscription  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Mon, 26 Oct 2009 10:52:28 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/dimension-as-a-fact-t310.htm#1308</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/dimension-as-a-fact-t310.htm</guid>
		</item>
		<item>
			<title>QlikView Tools</title>
			<link>http://kimballgroup.forumotion.net/bi-and-analytics-f7/qlikview-tools-t183.htm</link>
			<dc:creator>DilMustafa</dc:creator>
			<description>I am doing little research on QlikView toolsets. I would really appreciate input/feedback on these toolsets. I have also read that these tools can be depolyed without having a DW at the backend.</description>
			<category>BI and Analytics</category>
			<pubDate>Fri, 19 Jun 2009 15:44:48 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/bi-and-analytics-f7/qlikview-tools-t183.htm#831</comments>
			<guid>http://kimballgroup.forumotion.net/bi-and-analytics-f7/qlikview-tools-t183.htm</guid>
		</item>
		<item>
			<title>Modelling help for multiple level facts</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/modelling-help-for-multiple-level-facts-t306.htm</link>
			<dc:creator>terry_stjean</dc:creator>
			<description>We have an Expense application which has an Expense Header, Expense Details and Expense GL Transactions. 

I need some help on the design. All 3 tables contain fact and dimension data.

The issue I have is in relating the 3 fact tables.

On the Dimension side, I have created tables for Date, Customer, GL Account etc.

Do I create a Fact and Dimension table for the Expense Header and then relate the Dimension Expense Header to the Expense Details Fact.

Similarly, do I create a Fact and Dimension  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Fri, 23 Oct 2009 13:32:30 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/modelling-help-for-multiple-level-facts-t306.htm#1299</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/modelling-help-for-multiple-level-facts-t306.htm</guid>
		</item>
		<item>
			<title>Modeling a fact with multiple sources</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/modeling-a-fact-with-multiple-sources-t156.htm</link>
			<dc:creator>schnedar</dc:creator>
			<description>We have a situation where multiple business processes will generate a recommendation.  A recommendation is a set of instructions, estimated costs, risk analysis, etc. for identified hazards.  Examples of various business processes that generate these recommendations are a mishap investigation, workplace evaluation, hazard identification, inspection report, and a few others.



Now, the end-user wants to slice and dice either by individual source processes or all recommendations in general.  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Fri, 29 May 2009 16:19:23 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/modeling-a-fact-with-multiple-sources-t156.htm#724</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/modeling-a-fact-with-multiple-sources-t156.htm</guid>
		</item>
		<item>
			<title>Hierarchy within single dimension or two dimensions</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/hierarchy-within-single-dimension-or-two-dimensions-t305.htm</link>
			<dc:creator>jimbo1580</dc:creator>
			<description>I am unsure of the best way to model a specific business scenario and was looking for some input.  I will explain it in terms of a common example, the Product dimension.  Let's say that every &quot;product&quot; is assigned to a specific &quot;department&quot;.  How would you model this relationship if department has a few other attributes besides &quot;name&quot; that we are also interested in, such as department number, department size, and department manager?  In this case &quot;department&quot;  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Wed, 21 Oct 2009 18:46:22 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/hierarchy-within-single-dimension-or-two-dimensions-t305.htm#1286</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/hierarchy-within-single-dimension-or-two-dimensions-t305.htm</guid>
		</item>
		<item>
			<title>(Text)book on core business processes</title>
			<link>http://kimballgroup.forumotion.net/business-requirements-and-program-project-management-f4/textbook-on-core-business-processes-t59.htm</link>
			<dc:creator>ubethke</dc:creator>
			<description><![CDATA[Can anyone recommend a good beginner's (text)book that explains a company's core business processes (such as sales, purchasing, marketing etc.) , associated activities, and supporting processes (such as accounting, HR).
<br />

<br />
Thanks
<br />
Uli]]></description>
			<category>Business Requirements and Program / Project Management</category>
			<pubDate>Mon, 02 Mar 2009 19:37:00 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/business-requirements-and-program-project-management-f4/textbook-on-core-business-processes-t59.htm#285</comments>
			<guid>http://kimballgroup.forumotion.net/business-requirements-and-program-project-management-f4/textbook-on-core-business-processes-t59.htm</guid>
		</item>
		<item>
			<title>Prototype Project Schedule for BI Project</title>
			<link>http://kimballgroup.forumotion.net/business-requirements-and-program-project-management-f4/prototype-project-schedule-for-bi-project-t69.htm</link>
			<dc:creator>speterson@newbelgium.com</dc:creator>
			<description><![CDATA[Hi All:
<br />

<br />
I just wanted to send a quick note to ask if any of the users here had an example of a Project Schedule for a BI Project.  I am generally curious about rules of thumb for things like validation, testing, launch, training, etc.
<br />

<br />
Many thanks,
<br />

<br />
Susan]]></description>
			<category>Business Requirements and Program / Project Management</category>
			<pubDate>Tue, 10 Mar 2009 19:31:20 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/business-requirements-and-program-project-management-f4/prototype-project-schedule-for-bi-project-t69.htm#329</comments>
			<guid>http://kimballgroup.forumotion.net/business-requirements-and-program-project-management-f4/prototype-project-schedule-for-bi-project-t69.htm</guid>
		</item>
		<item>
			<title>How to load a Slowly Changing Dimension Type 2 with one SQL Merge statement in Oracle</title>
			<link>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/how-to-load-a-slowly-changing-dimension-type-2-with-one-sql-merge-statement-in-oracle-t11.htm</link>
			<dc:creator>ubethke</dc:creator>
			<description><![CDATA[This is based on Design Tip 107 (&quot;Using the SQL MERGE Statement for Slowly Changing Dimension Processing&quot;) and does sth. similar in Oracle
<br />

<br />
You can access the solution at <a href="http://www.business-intelligence-quotient.com/?p=66" target="_blank">http://www.business-intelligence-quotient.com/?p=66</a>]]></description>
			<category>ETL and Data Quality</category>
			<pubDate>Tue, 03 Feb 2009 15:26:28 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/how-to-load-a-slowly-changing-dimension-type-2-with-one-sql-merge-statement-in-oracle-t11.htm#16</comments>
			<guid>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/how-to-load-a-slowly-changing-dimension-type-2-with-one-sql-merge-statement-in-oracle-t11.htm</guid>
		</item>
		<item>
			<title>Pipeline with Accumulating snapshot</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/pipeline-with-accumulating-snapshot-t302.htm</link>
			<dc:creator>sr_da</dc:creator>
			<description>I have accumulating snapshot design for insurance new business workflow process. The current grain in the fact table is policy level with all associated dates and measures from policy submission to being issued. So, in summary I have one activce entry per policy in the fact table. This is working very well in current BI environment.



Need help on the following new requirement: 

Policy dimension can have many underwriting requirements associated to it. Similarly policy dimension is associated  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Tue, 20 Oct 2009 03:06:44 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/pipeline-with-accumulating-snapshot-t302.htm#1275</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/pipeline-with-accumulating-snapshot-t302.htm</guid>
		</item>
		<item>
			<title>Combining Facts</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/combining-facts-t304.htm</link>
			<dc:creator>cbusch</dc:creator>
			<description>We have 2 entities in our logical model for authorizations.  One for inpatient authorizations and another for service authorizations.  They are both children of the parent authorization entity.



We are considering combining them into a single authoriztion fact in our dimensional model.  The table would be an accumulating snapshot updated daily.  There are about 100 attributes of which 25 are specific to inpatient and 25 are specific to services.  The total volume is &lt; 1 million.



The  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Tue, 20 Oct 2009 19:09:45 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/combining-facts-t304.htm#1278</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/combining-facts-t304.htm</guid>
		</item>
		<item>
			<title>Data Warehouse Purge Strategy - HELP</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/data-warehouse-purge-strategy-help-t300.htm</link>
			<dc:creator>AndyPainter</dc:creator>
			<description>I'm looking at the best way to implement a purge strategy in a dimensional model.  The reason to purge is that no personal data can be kept after 4 years, but the users would still want to see counts/facts by no identifying data.  For example i couldn't keep a name, but i could keep the gender or employer.



Is it best to do this by depersonalising data e.g. setting certain column to NULL after a number of years, or adopting an aggregate strategy.  The data volumes are not huge, but if i go  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Mon, 19 Oct 2009 19:54:12 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/data-warehouse-purge-strategy-help-t300.htm#1268</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/data-warehouse-purge-strategy-help-t300.htm</guid>
		</item>
		<item>
			<title>Source for Accumulating Snapshot Fact table</title>
			<link>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/source-for-accumulating-snapshot-fact-table-t223.htm</link>
			<dc:creator>kbarrett</dc:creator>
			<description>I have a question about accumulating snapshots and I was hoping someone could shed some light on the subject.



Does Kimball give any guidance anywhere (books, online, etc.) as to whether one should build the supporting transactional fact tables that relate to the accumulating snapshot before building the snapshot?



We are looking at building a snapshot fact table for the entire insurance policy lifecycle (from initial submission to quote to binding/issuing the policy to first claim (if  ...</description>
			<category>ETL and Data Quality</category>
			<pubDate>Tue, 21 Jul 2009 16:23:57 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/source-for-accumulating-snapshot-fact-table-t223.htm#957</comments>
			<guid>http://kimballgroup.forumotion.net/etl-and-data-quality-f9/source-for-accumulating-snapshot-fact-table-t223.htm</guid>
		</item>
		<item>
			<title>Seeking Director of Data Warehouse Development for NYC Institution  (Full-Time)</title>
			<link>http://kimballgroup.forumotion.net/resource-requests-f10/seeking-director-of-data-warehouse-development-for-nyc-institution-full-time-t303.htm</link>
			<dc:creator>jay Berger</dc:creator>
			<description>We are conducting a search for a full-time:



Director of Financial Information Systems  (Data Warehouse Development)



For a Premier organization in NYC with annual revenues in excess of $1.6B. 



We are seeking a dynamic, seasoned professional out of a corporate, academic or research environment to head up a new financial modeling and business intelligence unit evaluating operations and finances. 



This Senior Director position will report to the VP of Budget and Planning and will  ...</description>
			<category>Resource Requests</category>
			<pubDate>Tue, 20 Oct 2009 18:42:44 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/resource-requests-f10/seeking-director-of-data-warehouse-development-for-nyc-institution-full-time-t303.htm#1277</comments>
			<guid>http://kimballgroup.forumotion.net/resource-requests-f10/seeking-director-of-data-warehouse-development-for-nyc-institution-full-time-t303.htm</guid>
		</item>
		<item>
			<title>Defining technical requirements for a datawarehouse, an existing one at that</title>
			<link>http://kimballgroup.forumotion.net/business-requirements-and-program-project-management-f4/defining-technical-requirements-for-a-datawarehouse-an-existing-one-at-that-t301.htm</link>
			<dc:creator>ckstevenson</dc:creator>
			<description>I have no experience doing requirements documentation for a data warehouse, and am hoping an experienced practitioner or two can provide some practical lessons from documenting a data warehouse.



To add an extra twist, the data warehouse is already in place and in use. While this helps to see the functionality in-place, it does present some confusion as to what requirements are real and what are best left to the implementation level of things.



Any tips? References to check out? </description>
			<category>Business Requirements and Program / Project Management</category>
			<pubDate>Mon, 19 Oct 2009 23:41:40 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/business-requirements-and-program-project-management-f4/defining-technical-requirements-for-a-datawarehouse-an-existing-one-at-that-t301.htm#1274</comments>
			<guid>http://kimballgroup.forumotion.net/business-requirements-and-program-project-management-f4/defining-technical-requirements-for-a-datawarehouse-an-existing-one-at-that-t301.htm</guid>
		</item>
		<item>
			<title>Business Requirements Document</title>
			<link>http://kimballgroup.forumotion.net/business-requirements-and-program-project-management-f4/business-requirements-document-t123.htm</link>
			<dc:creator>jimbo1580</dc:creator>
			<description><![CDATA[Does anyone have a sample or template business requirements document for a DW/BI project?  I was looking to see what sections others are including and how they are structuring the document as I am just starting a new project.
<br />

<br />
Thanks!]]></description>
			<category>Business Requirements and Program / Project Management</category>
			<pubDate>Thu, 30 Apr 2009 14:20:34 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/business-requirements-and-program-project-management-f4/business-requirements-document-t123.htm#545</comments>
			<guid>http://kimballgroup.forumotion.net/business-requirements-and-program-project-management-f4/business-requirements-document-t123.htm</guid>
		</item>
		<item>
			<title>Subscription as an Accumulating Snapshot Fact or a Dimension?</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/subscription-as-an-accumulating-snapshot-fact-or-a-dimension-t299.htm</link>
			<dc:creator>Irtaza Hassan</dc:creator>
			<description>I am designing a data mart for a subscription based service (my first data modelling effort). Each customer can have multiple accounts and each account can have multiple subscriptions.  I have added a Sales Fact table and a Monthly Subscription Snaphot Fact table.



However I am confused about handling of subscriptions. We need to keep track of Registration date, Activation date and Cancellation date to determine the status of each subscription. We also need to track the Training Booking,  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Mon, 19 Oct 2009 09:31:36 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/subscription-as-an-accumulating-snapshot-fact-or-a-dimension-t299.htm#1263</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/subscription-as-an-accumulating-snapshot-fact-or-a-dimension-t299.htm</guid>
		</item>
		<item>
			<title>Millions of client information that can not be uniquely identified</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/millions-of-client-information-that-can-not-be-uniquely-identified-t298.htm</link>
			<dc:creator>hennie7863</dc:creator>
			<description>Hi



Every client of an organization at which i'm employed can not be uniquely identified. In this organization 30 milions of clients per year are registered. From every client a birthname, adres, birthdate, etc is registered. In theory it's possible that double customers occur (and possibly not the same).



In my proposal i suggested that for every registration a customer is inserted into a customer dimension. So for every fact record a dimensionrecord is inserted. Of course analysis is  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Mon, 19 Oct 2009 07:14:30 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/millions-of-client-information-that-can-not-be-uniquely-identified-t298.htm#1262</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/millions-of-client-information-that-can-not-be-uniquely-identified-t298.htm</guid>
		</item>
		<item>
			<title>Start schema in relational database vs OLAP</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/start-schema-in-relational-database-vs-olap-t269.htm</link>
			<dc:creator>dellsters</dc:creator>
			<description>I understand what OLAP and MOLAP are and their purpose in theory. Under what scenarios would one consider switching from start schemas in relational database to OLAP technology and building cubes? I understand this is more frequent in financial departments. Can one expand more about the usage? I understand it improves performance, but you can get pretty good performance by having star schemas in relational databses right? 



And to move to OLAP technology, can you elaborate how it would be?  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Thu, 10 Sep 2009 01:37:20 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/start-schema-in-relational-database-vs-olap-t269.htm#1147</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/start-schema-in-relational-database-vs-olap-t269.htm</guid>
		</item>
		<item>
			<title>Best Practices for SCD Dimension Tables for a Banking Data Warehouse</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/best-practices-for-scd-dimension-tables-for-a-banking-data-warehouse-t292.htm</link>
			<dc:creator>IJohnson</dc:creator>
			<description><![CDATA[Hello,
<br />

<br />
I am looking for a list of dimension tables to track historical changes on for a banking data warehouse, based on &quot;best practices&quot;.  Customer is a prime candidate.  Are there others?  
<br />

<br />
Thanks,
<br />

<br />
Ike]]></description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Wed, 14 Oct 2009 19:36:03 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/best-practices-for-scd-dimension-tables-for-a-banking-data-warehouse-t292.htm#1250</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/best-practices-for-scd-dimension-tables-for-a-banking-data-warehouse-t292.htm</guid>
		</item>
		<item>
			<title>Measures as special dimension table</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/measures-as-special-dimension-table-t297.htm</link>
			<dc:creator>Kraft</dc:creator>
			<description><![CDATA[I am modeing a data warehouse for a manufacturing industry. The issue I had is there are too many measures for one particular business process. Say for a work centre, we have 20 measures, and each measure might have different unit of measures. Is is a good idea to create a dimension table say DimMeasures to hold these measures instead of creating many columns in facts table? 
<br />

<br />
Thanks!]]></description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Fri, 16 Oct 2009 19:03:27 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/measures-as-special-dimension-table-t297.htm#1258</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/measures-as-special-dimension-table-t297.htm</guid>
		</item>
		<item>
			<title>Data Warehouse Developer for Major Quantitative Hedge Fund NYC</title>
			<link>http://kimballgroup.forumotion.net/resource-requests-f10/data-warehouse-developer-for-major-quantitative-hedge-fund-nyc-t296.htm</link>
			<dc:creator>CharlesWeitzer</dc:creator>
			<description>Charles Weitzer and Associates, Inc., recruits for major quantitative hedge funds worldwide.  The position described below has some wiggle room - it could be defined as a much more senior role if the right person comes along.  The compensation is extremely compelling and the environment is one that will allow you to work with some of the best minds in physics, math, computer science, statistics and finance.



My client is looking for a data warehouse developer to join its team.  This person  ...</description>
			<category>Resource Requests</category>
			<pubDate>Fri, 16 Oct 2009 15:47:22 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/resource-requests-f10/data-warehouse-developer-for-major-quantitative-hedge-fund-nyc-t296.htm#1257</comments>
			<guid>http://kimballgroup.forumotion.net/resource-requests-f10/data-warehouse-developer-for-major-quantitative-hedge-fund-nyc-t296.htm</guid>
		</item>
		<item>
			<title>Periodic snapshot: insert when not changed?</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/periodic-snapshot-insert-when-not-changed-t295.htm</link>
			<dc:creator>jochem_van_grondelle</dc:creator>
			<description>Hi there,



Just a little Kimball theory question. This is about my earlier described student dwh, but to explain it easier I'll use the inventory chapter of the DWH Toolkit. 



If we would use a periodic snapshot fact table which will store the amount of inventory each week per product per warehouse, then there would be 10000 products and 5000 warehouses. If I understand the book well, every week there would be inserted 10000x5000 rows with inventory facts, together with a reference date.



Another  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Thu, 15 Oct 2009 14:25:28 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/periodic-snapshot-insert-when-not-changed-t295.htm#1253</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/periodic-snapshot-insert-when-not-changed-t295.htm</guid>
		</item>
		<item>
			<title>Storing binaries/images in DWH good idea?</title>
			<link>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/storing-binaries-images-in-dwh-good-idea-t294.htm</link>
			<dc:creator>jochem_van_grondelle</dc:creator>
			<description>Hi there,



We are building a datawarehouse for educational purposes for managing student results. By example how many students have passed their studies and which courses did they exactly fail. Besides that we're replacing an existing system which after querying a student by number, shows the results of his students along with his contact information. In this old system (MS Access........which actually was called a kind of stovepipes datawarehouse a photo... omg) was also shown a photo with  ...</description>
			<category>Dimensional Modeling and Data Architecture</category>
			<pubDate>Thu, 15 Oct 2009 14:19:17 GMT</pubDate>
			<comments>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/storing-binaries-images-in-dwh-good-idea-t294.htm#1252</comments>
			<guid>http://kimballgroup.forumotion.net/dimensional-modeling-and-data-architecture-f6/storing-binaries-images-in-dwh-good-idea-t294.htm</guid>
		</item>
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