Agency Award'IRS | Terabytes at their fingertips

 

Connecting state and local government leaders

2007 GCN Award: The IRS' update of the Compliance Data Warehouse makes analysis less taxing.

Taxpayers who have trouble getting all of their tax information together can file for extensions, dragging out the filing process until the final deadline of Oct. 15. Internal Revenue Servide analysts know how they feel ' until recently, getting the data needed to answer taxpayers' questions could take just as long.'Going through the request-for-information process would take six to eight months,' said Stan Griffin, research chief at the agency's Wage and Investment Research Division in Atlanta. But with the expanded capabilities of the IRS' 150-terabyte Compliance Data Warehouse, analysts can now get what they are looking for in a matter of hours or days.[IMGCAP(1)]'The CDW has made it possible for us to get current data rapidly to answer the business questions that are on our customers' minds,' he said.The IRS has assembled a massive amount of taxpayer data over the years and created the CDW to give research analysts a single, consistent view of the data.'The CDW captures and integrates data from multiple legacy data sources, each with its own platform, production environment, storage format, naming convention and authorization policy,' said Jeff Butler, director of research databases. 'By standardizing data in a centralized location for researchers, the IRS is better positioned to effectively address a wide range of challenging questions, including those relating to channel preferences, program or treatment effectiveness, tax gap estimation, risk classification, workload optimization and trends in compliance.'The IRS created the initial version of the CDW in the mid-1990s. By 1998, it held 1.2T of data, which has grown more than a hundredfold since. During the past three years, the agency has updated its technology while expanding from roughly 20T of data to more than 150T of data.Moving all of those terabytes from distant data centers into the warehouse and keeping it up-to-date posed a challenge. The tapes the IRS had been using to transport the data only held 2G each. The CDW staff routinely had to copy, ship and load hundreds of tapes to keep the warehouse current. In addition, the tapes didn't support encryption, so all that taxpayer information was flying around the country unprotected.[IMGCAP(2)]So last year, the agency replaced tape with 2T network-attached storage appliances. These NAS devices are about the size of a tissue box but hold the equivalent of 1,500 tapes. The appliances are shipped from the remote sites to the CDW, where someone attaches them to the network and extractsthe data. Since the NAS devices have 256-bit encryption, the data is secure while in transit. Using an appliance rather than 1,500 tapes saves approximately two weeks' staff time on each update and millions of dollars during a five-year period, officials said.Once the data arrives, it needs to be integrated into the warehouse. No single tool can handle all the types and formats that get sent to the data warehouse. The CDW uses assembly language to access older mainframe data.'In most of today's data management environments, data integration is just one part of a more comprehensive strategy,' Butler said.The CDW is one of the IRS' largest online repositories of searchable metadata, and it includes data definitions, lookup tables, profiles and other database artifacts. More data features are on the way.'CDW is owned and managed by the Research, Analysis and Statistics organization,' Butler said. 'This means that new data, hardware, software and processes can be integrated in significantly less time than would be the case if it were managed in an enterprise IT production environment.'By early 2008, an expansion covering the subject areas of filing and payment compliance will go online. Butler and his team will also be working to improve data quality and expand Web services during the next three years.'Automated profiling, record matching, rules engines, and monitoring devices are playing an increasingly important role in mature data environments like CDW's,' he said.While Butler has his eyes on how much better the CDW can become, others are already singing the recent update's praises.'The CDW is unique due to the requirement for highly flexible queries against a very large data warehouse,' said Mike Daily, Mitre's project manager for the CDW expansion, who is helping the IRS develop detailed models of the CDW data model and architecture.With the easier access to more data, the number of researchers using the system has already expanded eightfold during the past two years to more than 300.'CDW has really become more of a one-stop shop from tax compliance data,' said Thomas Mielke, an economist doing small-business and self-employed research for the IRS in St. Paul, Minn. Locating specific tax compliance data used to be one of the primary business problems faced by his office. Now they can access most of the data needed through the CDW.In addition to the speed and ease of access, Griffin said his researchers love being able to go to a centralized source that provides them accurate and consistent data instead of having to pull from various inconsistent sources.'It is very well-organized,' he said. 'Everyone should consider modeling their platforms after what the CDW staff is doing.'

The ultimate divining (or data) machine

The Internal Revenue Services Compliance Data Warehouse contains more than 150T of data collected from other business units throughout the country, residing in a Hewlett-Packard storage-area network.

The data is managed and accessed through SybaseIQ, a high-performance database engine specifically designed for analytics in massively large environments.
The analytics are performed on Sun Microsystems SunFire E2900 midrange Unix servers.

Two-terabyte network-attached storage devices are used to transport data from remote locations for loading into the data warehouse.

Users can employ a variety of tools, including serial-attached SCSI, SPSS, Structured Query Language and Hyperion Intelligence, to analyze the data.

WHAT: Compliance Data Warehouse at the Internal Revenue Service Office of Research, Analysis and Statistics.

MISSION: Provide IRS research analysts with a single, consistent view of accurate and current taxpayer data.

CHALLENGE: IRS data is collected and stored around the country on a wide variety of older systems using disparate formats. The CDW has to bring all that data into a common platform that is easily accessible.

SOLUTION: Create a single data warehouse using a high-speed Sybase database engine. Use network-attached storage appliances to transport the data to the warehouse.

IMPACT: IRS analysts have a single source of valid data to use for their research. They can obtain data in hours or days instead of weeks or months.

GRAND CENTRAL: Jeff Butler says centralizing data lets analysts 'address a wide range of challenging questions.'

Zaid Hamid

ONE-STOP SHOP: Employees at the Office of Research, Analysis and Statistics have integrated more than 150T of data into the warehouse.



For the complete list of the 2007 GCN Award winners, click here






Expansion plan




















Setting an example











X
This website uses cookies to enhance user experience and to analyze performance and traffic on our website. We also share information about your use of our site with our social media, advertising and analytics partners. Learn More / Do Not Sell My Personal Information
Accept Cookies
X
Cookie Preferences Cookie List

Do Not Sell My Personal Information

When you visit our website, we store cookies on your browser to collect information. The information collected might relate to you, your preferences or your device, and is mostly used to make the site work as you expect it to and to provide a more personalized web experience. However, you can choose not to allow certain types of cookies, which may impact your experience of the site and the services we are able to offer. Click on the different category headings to find out more and change our default settings according to your preference. You cannot opt-out of our First Party Strictly Necessary Cookies as they are deployed in order to ensure the proper functioning of our website (such as prompting the cookie banner and remembering your settings, to log into your account, to redirect you when you log out, etc.). For more information about the First and Third Party Cookies used please follow this link.

Allow All Cookies

Manage Consent Preferences

Strictly Necessary Cookies - Always Active

We do not allow you to opt-out of our certain cookies, as they are necessary to ensure the proper functioning of our website (such as prompting our cookie banner and remembering your privacy choices) and/or to monitor site performance. These cookies are not used in a way that constitutes a “sale” of your data under the CCPA. You can set your browser to block or alert you about these cookies, but some parts of the site will not work as intended if you do so. You can usually find these settings in the Options or Preferences menu of your browser. Visit www.allaboutcookies.org to learn more.

Sale of Personal Data, Targeting & Social Media Cookies

Under the California Consumer Privacy Act, you have the right to opt-out of the sale of your personal information to third parties. These cookies collect information for analytics and to personalize your experience with targeted ads. You may exercise your right to opt out of the sale of personal information by using this toggle switch. If you opt out we will not be able to offer you personalised ads and will not hand over your personal information to any third parties. Additionally, you may contact our legal department for further clarification about your rights as a California consumer by using this Exercise My Rights link

If you have enabled privacy controls on your browser (such as a plugin), we have to take that as a valid request to opt-out. Therefore we would not be able to track your activity through the web. This may affect our ability to personalize ads according to your preferences.

Targeting cookies may be set through our site by our advertising partners. They may be used by those companies to build a profile of your interests and show you relevant adverts on other sites. They do not store directly personal information, but are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising.

Social media cookies are set by a range of social media services that we have added to the site to enable you to share our content with your friends and networks. They are capable of tracking your browser across other sites and building up a profile of your interests. This may impact the content and messages you see on other websites you visit. If you do not allow these cookies you may not be able to use or see these sharing tools.

If you want to opt out of all of our lead reports and lists, please submit a privacy request at our Do Not Sell page.

Save Settings
Cookie Preferences Cookie List

Cookie List

A cookie is a small piece of data (text file) that a website – when visited by a user – asks your browser to store on your device in order to remember information about you, such as your language preference or login information. Those cookies are set by us and called first-party cookies. We also use third-party cookies – which are cookies from a domain different than the domain of the website you are visiting – for our advertising and marketing efforts. More specifically, we use cookies and other tracking technologies for the following purposes:

Strictly Necessary Cookies

We do not allow you to opt-out of our certain cookies, as they are necessary to ensure the proper functioning of our website (such as prompting our cookie banner and remembering your privacy choices) and/or to monitor site performance. These cookies are not used in a way that constitutes a “sale” of your data under the CCPA. You can set your browser to block or alert you about these cookies, but some parts of the site will not work as intended if you do so. You can usually find these settings in the Options or Preferences menu of your browser. Visit www.allaboutcookies.org to learn more.

Functional Cookies

We do not allow you to opt-out of our certain cookies, as they are necessary to ensure the proper functioning of our website (such as prompting our cookie banner and remembering your privacy choices) and/or to monitor site performance. These cookies are not used in a way that constitutes a “sale” of your data under the CCPA. You can set your browser to block or alert you about these cookies, but some parts of the site will not work as intended if you do so. You can usually find these settings in the Options or Preferences menu of your browser. Visit www.allaboutcookies.org to learn more.

Performance Cookies

We do not allow you to opt-out of our certain cookies, as they are necessary to ensure the proper functioning of our website (such as prompting our cookie banner and remembering your privacy choices) and/or to monitor site performance. These cookies are not used in a way that constitutes a “sale” of your data under the CCPA. You can set your browser to block or alert you about these cookies, but some parts of the site will not work as intended if you do so. You can usually find these settings in the Options or Preferences menu of your browser. Visit www.allaboutcookies.org to learn more.

Sale of Personal Data

We also use cookies to personalize your experience on our websites, including by determining the most relevant content and advertisements to show you, and to monitor site traffic and performance, so that we may improve our websites and your experience. You may opt out of our use of such cookies (and the associated “sale” of your Personal Information) by using this toggle switch. You will still see some advertising, regardless of your selection. Because we do not track you across different devices, browsers and GEMG properties, your selection will take effect only on this browser, this device and this website.

Social Media Cookies

We also use cookies to personalize your experience on our websites, including by determining the most relevant content and advertisements to show you, and to monitor site traffic and performance, so that we may improve our websites and your experience. You may opt out of our use of such cookies (and the associated “sale” of your Personal Information) by using this toggle switch. You will still see some advertising, regardless of your selection. Because we do not track you across different devices, browsers and GEMG properties, your selection will take effect only on this browser, this device and this website.

Targeting Cookies

We also use cookies to personalize your experience on our websites, including by determining the most relevant content and advertisements to show you, and to monitor site traffic and performance, so that we may improve our websites and your experience. You may opt out of our use of such cookies (and the associated “sale” of your Personal Information) by using this toggle switch. You will still see some advertising, regardless of your selection. Because we do not track you across different devices, browsers and GEMG properties, your selection will take effect only on this browser, this device and this website.