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What’s the Difference Between Financial Data Aggregation and Consolidation?

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On the surface, the concepts of financial consolidation vs. data aggregation might seem to mean the same thing.  But financial consolidation is more than just rolling up or aggregating numbers.  And to perform financial consolidation accurately and efficiently requires a purpose-built software application designed for the task.

Simple Data Aggregation

Let’s start with the concept of simple financial data aggregation.  This is basically any process in which information is gathered and expressed in a summary form, for purposes such as statistical analysis.  In the case of aggregating sales data from different locations – this would mean simply gathering the sales numbers for each location and adding them up to get a total.  Then one could analyze how each office contributed to the total.  See example below:

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Financial Consolidation

For the purposes of financial reporting of results in the form of a consolidated income statement and balance sheet to stakeholders (in accordance with US GAAP, IFRS or other global reporting guidelines) consolidation is more than just adding up or aggregating data.  In financial consolidation, there are specific calculations and accounting adjustments that need to be made as the numbers are consolidated from the subsidiary level to the parent company level.  This includes steps such as:

There are also different methods of consolidation.  These can vary depending on the controlling stake a parent organization has in a subsidiary – ranging from full consolidation to the equity method.

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Software Approaches

While accounting departments performed financial close on a manual basis for many years, in today’s world there are several types of software tools used to support financial consolidation and reporting.

Evaluating Packaged Consolidation Applications

Not all packaged financial consolidation applications are equal in capabilities.  There are differences in feature sets that should be carefully considered. Some are designed to support basic financial consolidations, while others are designed to support complex consolidations – with complex ownership structures, intercompany relationships, and statutory reporting and audit requirements.

There are also differences in the underlying database engines that are used to handle financial consolidations. Any vendor whose product uses an on-line analytical processing (OLAP) database such as Microsoft Analysis Services, Oracle Essbase, IBM Cognos TM1, SAP HANA or a similar straight aggregation engine will face numerous challenges to address core financial consolidation requirements described earlier, such as currency translation, intercompany eliminations, journal adjustments, partial ownership, consolidation status and cash flow algorithms.  And they aren’t designed to provide an accurate audit trail for each step in the process of how the data for a specific entity is calculated, adjusted, translated, and eliminated into each of its parent entities.

There are really only a few purpose-built financial consolidation engines in the CPM market.  Oracle Hyperion Enterprise (now unsupported) and Hyperion Financial Management had purpose-built financial consolidation engines.  OneStream XF is a more modern platform that has a purpose-built financial consolidation engine.

Although many vendors claim financial consolidation as a core capability, most have settled on using a straight aggregation engine instead of implementing a purpose-built financial engine. Vendors that have enjoyed some initial success with planning-only solutions are now facing market pressures that are forcing them to inaccurately claim that they have true financial consolidation capabilities.

More Information

To learn more download our Financial Consolidation and Reporting eBook.


John O’Rourke is Vice President of Product Marketing at OneStream Software. With a background in accounting and finance, John has over 30 years of experience in the software industry, including 20 years of experience in product marketing at Hyperion Solutions, Oracle and Host Analytics. He has worked with many customers and partners on financial reporting and planning initiatives and has spoken and written on many topics in corporate performance management. John has also held positions in strategic marketing and product marketing at Dun & Bradstreet Software, Kenan Systems and Decisyon.  Find me on:   

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