Business Intelligence Blog from arcplan

Poor Data Quality – Part 2: Who Should Be Held Responsible?


We’re almost half way through the year and by now more than half of us have forgotten or become complacent about our New Year’s resolutions. But it’s never too late to get back on track! The same is true about data quality management; it’s never too late to restore order to your company’s data and combat the consequences of poor data quality. Data quality management should be an ongoing process since bad data affects business intelligence systems and ultimately the decisions based off of BI. It’s a big job and someone has to take responsibility for it. Who should that be?

“Data quality is not solely an IT issue…success depends mostly on involvement from the business side…Business professionals must ‘own’ the data they use.”

–  Gleanster Deep Dive: How Top Performers Improve Data Quality for Better Business Intelligence, January 2011

The knee-jerk reaction to the question of who should be held accountable for maintaining data quality is “the data steward,” “the data quality manager,” or any variation of that role. But who is the data steward? I believe that each organization should have several data stewards and that they should be the content owners or really, the people who most care about data quality. Here are a few examples:

The marketing director who scrubs the CRM system to ensure that lead information is correct often wears the hat of data quality manager. Data quality is important to marketers because good data (email addresses, mailing addresses, and other segmentation fields like revenue and industry) is necessary to avoid fail points in communication and to ensure that the target audience receives your message. With a 2011 Experian QAS research report revealing that 90% of organizations believe as much as 25% of their departmental budgets were wasted during the last year as a result of inaccurate contact data, you can bet that your marketing team has a CRM data clean-up project in the works. Sometimes that means using an appending service to fix bad email addresses and sometimes that means manual research and data entry, but there is true ROI for marketing data quality initiatives.

The account manager who oversees a territory and enters sales and account information in the CRM system is also responsible for data quality…

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