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Why You Should De-dupe Your Data

In today’s data-driven marketing, data is not only the most important asset that your company can have but can also make or break your campaign. Having clean data impacts not only marketing activities but also impacts your reputation, operations and decision-making. De-duping is one of the most important aspects of overall data hygiene. Duplicates can be found on many levels of data; they arise at the household level, individual e-mail level or company level. But before you can de-dupe your data, you must make sure you have a clear definition of what a duplicate is. Some businesses de-dupe based on a household address for direct mail campaigns, others on an e-mail basis for e-mail marketing campaigns, and some de-dupe based on the company level. If you are still not convinced that you need to de-dupe, consider the following benefits:

Avoiding Different Offers to the Same Customer

Having direct mail going out to the same household can be costly, and it can also be extremely embarrassing. For example, you send two different direct mail creatives to the same household. As one of the records was a customer, you decided to provide a returning customer 15% off, while the other record was marked as a prospect and only got 10% off. Now the person opening both direct mails will be confused by having two different discounts, and the company also can face a PR nightmare.

Cutting Unnecessary Cost

It goes without saying that having duplicates increases your cost. For example, assume you are doing a direct mail creative which costs you $5 per mailing. Your list contains 10,000 recipients. The total cost of mailings therefore is $50,000. If you decided to de-dupe, you would find out that 10% of your mailing list was duplicated. Therefore, $5,000 was a waste of resources. It would have been much cheaper to de-dupe prior to deploying your campaign.

Good Analytics for Decision-making 

Analytics is important not just from a perspective of understanding how your marketing and sales is performing but also from a decision-making perspective. By having duplicates in your CRM, you are going to be double-counting your list capabilities, miscalculating your true growth rates, and getting the wrong rate of responses. If you are looking to make a decision on future campaigns, basing it on duplicate data will give you the wrong list count, wrong budget and possibly the wrong creative picked (especially if you are basing it on an A/B testing done previously).

Reducing Customer Service Confusions

If there are duplicates in your CRM system, having clients call in, e-mail or come into the store will make it difficult for staff to track down the right individual. For example, Mary Smith is found twice in your CRM with the same phone number. She calls in to your customer support to inquire about her order status. Your customer service rep decides to pull up the customer account by phone number and finds two records. Now she has to put the customer on hold while she checks both accounts to try to locate the last purchase before she can even assist the customer. Not only is it wasting everyone’s time and making customer service inefficient, it also makes the customer have a bad customer service experience.

Preventing Potential Loss of Sales

Finally, the biggest impact that duplicates have on your business is a potential loss of sale. If you have duplicates, you do not have a true view of all prospect or customer activities. Therefore, you could be excluding prospects from a sales call because your lead scoring system indicated that they are not ready. However, if the data from both records was combined, you would have all signals indicating they are ready to be passed on to sales. With duplicates, by the time you figure it out, a customer may have already lost interest and gone with your competitor.

You can easily de-dupe your list by using a de-duping tool that will require less effort to identify duplicates and establish a master record than is required to deal with the consequences of duplicate data. De-duping should be part of your data-cleaning initiative, either prior to any major campaign or on a yearly basis.

If you are interested in data clean-up and use of a de-duping tool, contact guest author Anna Kayfitz, CEO of StrategicDB Corp.

Always Be Testing: Even the Best Mail Control Gets Tired

AccuList USA’s successful direct mail marketers seek to optimize response by constantly testing creative (as well as lists), because they know that even the best control package can lose its punch and need refurbishing or replacing.

Understanding the Sources of Control Success and Fatigue

Since direct mail testing can be expensive, especially multivariate testing where each variable tested needs a large enough mailed group for statistically valid results, it is important to think through why response to a proven control can flag and what changes are worth testing. A recent Target Marketing magazine article, by direct marketing consultant Gary Hennerberg, addresses the issue by reminding marketers of basics: The control has succeeded better than other mailing packages because, using the right list, the marketer has matched the offer’s emotional hot buttons and unique selling proposition to the prospects’ awareness of both their problem and the marketer’s solution at the time. But that alignment between prospect and promotion is not static.

As Brand Awareness Grows, Control Effectiveness Can Shrink

After mailing the same direct mail control package over and over (or using the same digital message), the majority of targeted prospects have either seen your pitch or been educated by other media, so your message may no longer fit with their knowledge and needs. “If you don’t stay on top of this changing awareness and understanding, your direct mail control package, or messaging in other channels, fatigues, and you’ll wonder why,” Hennerberg warns. He suggests that marketers commit to a program 1) assessing prospect awareness of the problem solved by the marketed product or service; 2) creating multiple creative approaches that align with different prospect awareness levels; and 3) testing creatives (headlines, leads, formats, etc.) against each other and the control to find the sweet spot. An important caveat: If a mail package seems to go over the heads of the current market, consider re-testing in future when the time may be ripe in terms of prospect interest.

For a basic overview of direct mail testing, see http://www.targetmarketingmag.com/post/direct-mail-ab-test/