Prep for 2020 Marketing With Clean, Personalized, Predictive Data

As 2019 closes, AccuList’s data services clients have a year’s worth of multichannel customer, campaign and sales information to analyze and inform 2020 plans. So what are the big trends that the data pros foresee will deliver maximum ROI?

Data Hygiene Issues Remain a Priority

Clean, up-to-date, quality data is still the basis for good marketing analyses and campaign planning. A November Business2Community post by marketer Dan Moyle helpfully summarized the key data cleansing tasks that businesses need to undertake to hit the ground running in 2020. After all, it’s estimated that 20% of the average contact database is dirty, so this is not a trivial effort. Increasing marketing efficiency, response and customer loyalty, requires removing data errors and inconsistencies. Start by monitoring data for issues such as duplicates, missing information or bad records to figure out how and where they are occurring. Then standardize processes at each entry point. Next validate the accuracy of data across the database by investing in data tools or expert data services, and commit to regular cleansing and maintenance of data quality. Identify and scrub duplicates. Once the data has been standardized, validated and de-duped, improve its analytic value by using third-party data appending sources (to flesh out demographics, psychographics, firm-ographics, purchase history, etc.) for a more complete customer picture. Establish a feedback process to spot and update, or purge, incorrect information, such as invalid e-mail addresses identified by a campaign. And communicate standards and processes to the whole team so that they understand the value of clean data in segmentation targeting, lead response, customer service and more.

Using Data for an Agile, Personalized, Customer-Centric Edge

Data trends figured prominently in the 2019 Martech Conference and a recent article from martech firm Lineate highlights a few keynotes, such as the role of data in personalization. When a 2019 RedPoint Global survey of U.S. and Canadian consumers finds that 63% expect personalization as a standard of service and want to be individually recognized in special offers, personalized marketing is clearly a competitive essential. Expect to see use of Artificial Intelligence (AI) and machine learning (ML) increase in 2020 as personalization tools. Machine learning is when a computer is able to find patterns within large amounts of data in order to improve or optimize for a specific task. For example, for more personalized offers and messaging in acquisition, this means using ML to recognize if people from certain areas are more likely to respond to a specific offer or which past high-response special offers may resonate in future . Personalization is also key to the customer-centric experience proven to drive long-term retention and brand loyalty–as opposed to getting the same message again and again. When personalization is combined with elimination of data silos and creation of a single customer view across channels, marketing becomes especially powerful. Indeed, integrated database development and the elimination of data silos are also key to the growing “agile marketing” trend. Agile marketing breaks down team silos (which assumes breaking down data silos) in favor of teams focusing on high-value projects collectively. According to a 2018 survey by Kapost, 37% of businesses have already adopted agile marketing, and another 50% said they haven’t yet become agile but expect to be soon.  

Taking Data Insights From Retroactive to Predictive

Looking ahead to 2020, marketers should also consider adding predictive modeling to their toolkit if they haven’t already done so. Why? A study by ClickZ and analytics platform provider Keen found that 58% of marketers using predictive modeling experienced a 10%-25% ROI lift, while another 19% saw more than a 50% uplift. While retroactive campaign data can be very useful for reporting and results analysis, it’s not always as good for informing future multichannel directions, for optimizing media investments, or for quick execution and performance assessment. In fact, nearly 80% of Keen/ClickZ survey respondents felt they’d missed opportunities because of slow or inaccurate decision-making using non-predictive data reporting. For example, standard data analysis often fails to span all channels (e.g., online video vs. store-level programming) and mistakenly gives most credit to last-click channels such as search or transactional activities. In contrast, the Keen/ClickZ survey found marketers using predictive modeling boosted results in multiple areas, including a better understanding of the target audience (71%), optimizing of touchpoints on the customer journey (53%), and improving creative performance (44%). Predictive modeling also can help businesses synthesize large volumes of data, a key concern for many; in fact, 38% indicated their current measurement solutions do not support the scale of their data.

 

Data, Technology, Personalization Top Event Marketing Trends

Because AccuList helps trade show and conference marketing clients with market-tested direct mail, e-mail and telemarketing lists and services, we naturally watch trends in event marketing closely. Overall, the good news is that, even in a digital world, live events and face-to-face experiences retain their power, with over 40% of marketers saying live events are their most important marketing channel. Plus, event marketers have more tools (and challenges) as they move into 2020.

New Technology Tools Build Buzz and Engagement

A post by marketing guru Michael Brenner for Marketing Insider Group cites a number of technology trends that event marketers can use to boost attendance, engagement and ROI. For example, Artificial Intelligence (AI) can improve efficiency at all stages of event planning and marketing, from ticketing and sales to personalized promotions and automated event follow-up, while augmented reality (AR) and virtual reality (VR) can provide more immersive and engaging experiences to event-goers, for example by demonstrating a product (such as a luxury apartment) that is difficult to do at scale or by engaging attendees like the Coca Cola-hosted VR that let participants be a football player in the World Cup. Interactive video is also being increasingly used to build buzz on social media before events and to increase personalized interaction at events.

Up-to-date, Quality Data Literally Drive the Show

Marketing technology now provides access to real-time event data that can enable marketers to evaluate everything from attendance numbers and attendee satisfaction to which talks and topics are the most popular. Long-term, accurate information about registrations, ticket sales, and attendee demographics can help create effective audience-building and exhibitor sales campaigns. Indeed, many marketers find their biggest problem is being overwhelmed by a flood of data, ranging from audience attraction (website visits, social media clicks, registrations);  on-site engagement (RFID metrics, mobile app engagement); post-show follow-up (attendee opinions, costs, ROI); and auxiliary data (CRM, membership data, attendee interests). The key to prioritizing and analyzing, notes event marketing and tech agency Freeman, is to 1) centralize, standardize and integrate data; 2) decide on goals (such as attendee satisfaction, exhibitor ROI, or reduced attendee and exhibitor churn); and 3) define the metrics that best measure achieving those goals. Remember you only manage what you measure, so a focus on growing an overall attendance number can miss the more important goal of getting the right people to attend. Based on analysis of attendance or exhibitor patterns in the data, marketers can then segment data lists in direct marketing for better targeted response and ROI.

Using Data for Personalization Now Seen as Key

For all marketing channels, digital and off-line, personalization is the new requirement. As Brenner’s post notes, because they believe it’s so effective at increasing event marketing ROI, 9 in 10 event planners use some form of personalization. His article includes a useful infographic from a 2017 Eventsforce study on the ROI of personalization which shows that not only do 73% of event planners believe that personalization and data-driven marketing are a priority but 89% personalize event invitations via names, content and links; 71% personalize event communications via e-mail content and landing pages; and 58% personalize registration via different forms for different audiences. Other areas of personalization include event site experiences and give-aways; push notifications and concierge services on apps and mobile; agenda scheduling and networking; and personalized survey questions. As far as collecting the data needed for personalization, the most effective tools are rated as registration systems (84%), CRM/marketing systems (62%), surveys (29%) and event apps (29%). Lower-rated options include social media, interactive screens and kiosks, and interactive technology such as RFID badges. For more, see Brenner’s article.

Case Studies Show How Nonprofits Can Improve Donor Mail Results

As AccuList’s nonprofit fundraising clients enter their busiest direct mail season, the team thought it might be worthwhile to pass along three case studies from the CharityHowTo blog, showing some basic ways to pump direct mail performance.

The Case for Donor List Segmentation

Donor list segmentation is essential, and delivers dividends even for those starting from scratch. For example, the blog post cites the case of a new executive director at a human services organization that lacked results of historical appeals in terms of targeting and pieces sent. The executive director decided to develop a recency, frequency, monetary (RFM) segmentation and so exported the donor base and began to divide it into sections by last gift date, amount of donation (high to low) and most recent to older. In this case, the executive director broke out donors who had given a gift of $250 or more at some point; these “best” donors were going to receive the same appeal as the others, but the new executive director was also going to include a handwritten personal note with each letter and send the appeal by first-class mail. All other donors were broken out by recency, treating the 0-24 months donors as  “active” donors, and then further segmenting for those giving below $100 and those giving $100-$249.99. There was a separate segment of “lapsed” donors defined as donors who hadn’t given in the last 3 to 5 years, and even a deep lapsed segment who hadn’t given in 5 years or more. Then all segments, coded for results tracking, were mailed a personalized letter and personalized reply form. Even though just starting out, results improved in terms of total donations and efficiency, with an overall cost of just $0.04 for every dollar raised (compared with an industry average cost of $0.20 cited by the blog). Plus, the nonprofit now had proven segmentation results for use in further improvement of efficiency and targeted messaging.

The Case for Increased Mail Frequency

If you don’t ask, you won’t get, but nonprofits worried about costs and donor fatigue often err on the conservative side when deciding how frequently donors should be mailed. The blog cites the case of a homeless shelters executive director who was initially against mailing more than twice a year, even though they had some 65+ homeless people that they were supporting each day. Because they needed to raise more money, they finally tried adding two more appeals per year. Of course, the added appeals increased costs, but they also increased net revenue by 32%. The cost to raise a dollar with two appeals was $0.12, and with 4 appeals went up to $0.20, yet the overall net dollars after costs rose from $51,227 to $67,590.

The Case for Tapping Recent Donors

Research shows that donors who gave most recently are also most likely to give again. For doubters, try testing a segment of recent donors (0-3 months or 0-6 months). And of course, you will want to segment out those recent donors who give the largest amounts and offer special treatment, such as an appeal with a personal note of thanks for their gift and an indication that you’re just sending the latest appeal for their information only (even though of course you’re going to include a reply envelope). However, the case study of an environmental organization shows why hesitancy to mail a donor too soon is often misguided. The organization typically mails about 5 times a year; once someone reaches the $1,000 level, they go into a personal note stream. Results show that while the 7-month-to-one-year donors deliver the most net revenue and average gift, the next best performing segment is the recent 0-to-3-month donors in terms of net revenue and average gift!

 See the complete article for useful charts and details.

Industry, Marketing Trends Help Grow Printed Business Publications

New print publishing trends and innovative marketing options offer good news for AccuList’s many business periodical clients seeking to boost subscribers and advertising.

Printed Business Magazines Are Alive & Well in the Digital Age

The growth of digital readership has not doomed all printed periodicals to declining circulation and revenues, as some predicted. In fact, a recent What’s New in Publishing article cites multiple ways print magazines are adapting for growth. For example, publishers are focusing on niche audiences willing to pay more for a higher grade product and cutting down on frequency. Consider the Harvard Business Review: It grew its subscriber base 10% by reducing print frequency from 10 issues to 6 a year and using smart positioning, creative new digital benefits, and heavier investment in the quality of the six print issues to increase audience appeal. Printed information is also seen as more reliable by readers and advertisers, according to research, creating a “halo effect” for business publishers with a print edition. “The good news for printed business magazines is that their credibility has a halo effect on their websites, too, which gives them a competitive advantage over digital-only competitors. People may be buying fewer magazines, but they still associate them with quality and reliability,” explains the publishing industry’s Dead Tree Edition blog. Plus, despite fears that younger business readers were turning mainly to digital sources and social media for information, publishers can take advantage of continued print readership popularity. For example, the Association of Magazine Media’s “Magazine Media Factbook 2018-2019″ shows that, in the United States, “the top 25 print magazines reach more adults and teens than the top 25 prime time shows.”

Business Publishers Can Leverage New Marketing Trends

New print technologies and a revival of traditional marketing tools offer business periodicals options for boosting audience and advertiser appeal. A recent article from media agency Mediaspace Solutions cites some ideas that publishers can leverage. With the digital space crowded, noisy and less trusted by potential readers, direct mail campaigns have increased in effectiveness, the post notes. Plus, many publishers have returned to sending printed newsletters to subscribers. Print technologies (QR codes, augmented reality, etc.) are not only tools for better direct mail response but also a way to attract print advertisers by boosting print advertising effectiveness, the post points out. For example, augmented print uses an application that stacks digital content over a print ad so that when the print ad is scanned by a smartphone, a new digital ad springs to life. Personalization is a must in today’s marketing, and business publishers can combine list segmentation and targeting with variable data printing to personalize direct mail campaigns for audience building. Plus, subscriber list segmentation can be offered to print advertisers to help them craft more targeted messages. For more ideas, see the Mediaspace Solutions post.

Brain Science, Industry Data Bolster Direct Mail Fundraising

As digital, mobile and social media expand their donor influence, some nonprofit marketers prepping for the all-important fourth-quarter may wonder about direct mail’s role as a fundraising workhorse. To underscore why it’s essential to keep direct mail in harness, AccuList can not only cite years of success as a direct mail list broker and data services provider to fundraising clients, but also the latest brain science and marketing industry data.

Science Shows Donor Brains Respond to Direct Mail

Marketing channels and technology may be changing rapidly, but the human brain hasn’t changed in size and basic construction for about 500,000+ years, and mail marketers have a brain advantage, notes a recent NonProfit PRO article by Christopher Foster, vice president of business development at Modern Postcard. Neuroscience has shown that direct mail taps two basic parts of the brain: the cerebral cortex and the amygdala-hippocampus pairing. The cerebral cortex
is where we process information, think about messaging and language, and weigh the pros and cons of decisions. Unlike the truncated messaging of digital, e-mail and social, direct mail can engage this part of the brain by describing benefits and citing the objective reasons that a nonprofit is the best choice for donor dollars. Plus, research consistently shows that people trust print/direct mail information more than digital channel info. Of course, recall and emotional engagement are key drivers, and the amygdala and hippocampus, combining long-term memory with emotional response, favor direct mail over digital, too. In fact, research shows that direct mail is 35% stronger than social media and 49% stronger than e-mail when it comes to long-term memory encoding, and 33% stronger than e-mail and social media in the engagement that drives memory encoding. Overall, direct mail’s motivation response is 20% higher than digital media, per Canada Post research.

Mail Spurs Donor Response and Retention in Omnichannel Efforts

While the volume of direct mail has decreased by about 2% each year since 2015, this has actually helped boost direct mail effectiveness by helping it stand out in the messaging blitz of the digital era. In fact, the Data & Marketing Association (DMA) 2018 direct mail response rates were 9% for a house list and 5% for a prospect list, way higher than any other channels (such as e-mail, social media and paid search at 1%). As a result, mail’s median ROI is also higher than most digital channels. Direct mail, of course, works even better integrated into an omnichannel campaign, where it actually spurs digital results; for example, studies show donors are three times more likely to give online in response to a direct mail appeal than to an e-appeal. Plus, direct mail drives donor retention; for example, 70% of donors have restarted a relationship because of direct mail, per DMA data. And direct mail is efficient at retention; the Association of Fundraising Professionals reports direct mail costs $0.25 for every $1 from recurring donors.

The Right Fundraising Tactics Capitalize on Mail’s Strengths

However, direct mail’s fundraising success is certainly not a given. A recent NonProfit PRO article by Jen Linck, chief marketing officer for Corporate Giving Connection, cites some important strategies, beginning with list segmentation and targeting to avoid wasting time and resources sending costly direct mail to bad leads. We would note here that, for effective segmentation, data quality is key, which requires prospect lists from reputable sources and good hygiene of house lists (note that 20% of addresses in donor databases are out-of-date, per research). Then get creative to capture attention and drive envelope opens via tactics such as dimensional mail and a large or unconventional sized envelope, urges Linck. And make sure the direct mail pieces add value to the audience’s lives by including a special offer or a promotional gift of branded materials for everyday use, such as a notepad. But remember that content needs to tap both logical persuasion and emotional connections in donor’s brains! Because 63% of donors want to know how their donation will be used, use specific donation amounts to tell donors how they help and quantify how previous amounts donated have been used, but also inject emotional examples into the dollar results. Finally, remember that direct mail works best when it is integrated into an omnichannel campaign, so be sure to incorporate digital technology by including QR codes, short links or text keywords for use across all channels. Plus, links should direct donors to a branded, campaign-specific landing page, since 38% more donations happen when landing pages are branded and campaign-specific, and 66% of those same donors are more likely to come back and donate again. For more tips on integrating direct mail with digital fundraising, see this MobileCause infographic.

Basic Steps Help Maximize Direct Mail ROI

Industry data shows that direct mail is still relevant and effective in this digital era, which is why clients continue to come to AccuList for its expertise in targeted direct mailing lists and data services. While postal mail wins a higher response rate than other direct marketing channels, its higher costs also intimidate those wary of ROI stumbles, so as marketers begin to prepare 2020 budgets, we’ll pass along some key tips for making “the most of the post” from Chief Marketer.

Keep It Clear and Simple—With a Wow Factor

Anxious to pack in maximum value for the cost of postage, direct mailers can create counterproductive pieces. Long-winded content and pieces crammed to the gills with words, images and multiple messages actually can create confusion that drives recipients away rather than calling them to action, the Chief Marketer article warns. Instead, use white space judiciously to highlight key content, keep messaging direct and simple, and make the offer and call to action clear and easy to follow. If you have multiple messages, consider multiple mailings. On the other hand, don’t be afraid to think big and out-of-the-box. Look for a wow factor that will stand out amid mailbox clutter. Oversize or dimensional mail pieces, promotions ranging from a personalized item to a free report, or an overnight envelope that sparks open-me urgency are examples that have proven effective in boosting response.

Focus on Quality Lists and Targeted, Personalized Content

Direct mail success starts with clean, up-to-date list data and selective targeting of prospects or customers. Just choosing the right targets is not enough, however. They must receive the right message. Marketers should use demographic, geographic and psychographic parameters to segment lists and then variable data printing to craft personalized content to send the right message to the right audience. Chief Marketer cites the marketing strategy of healthcare insurer Blue Cross Blue Shield of Michigan, which works with PFL marketing/printing and Salesforce Marketing Cloud to score its membership based on various criteria and then sends a tailored direct mail piece likely to drive engagement to each member. 

Test and Track to Maximize ROI

Trying to reduce mail costs by skimping on testing—whether of list, creative or offer—is sure to backfire in terms of ROI, warn the experts, especially when introducing a new brand, product or creative. Always test to optimize response before risking the cost of rollout. Also, failing to track mail response across channels, especially in today’s multichannel world, will compound ROI risks. Before you mail, consider how you will measure ROI, such as visits to a unique URL, calls to a dedicated 800 number, mailed reply card, or other response device, advises the article.


Plan How Mail Fits With Multi-channel Branding

Direct mail today rarely exists in a vacuum. Marketers simultaneously support promotions via websites, e-mail, social media and even TV. Before launching a direct mail campaign, decide how postal mail fits and interacts with other channels and branding initiatives. Make sure direct mail messaging is consistent with cross-channel efforts and brand identity. For more, see the full post of Chief Marketer tips.

The Right E-mail Tactics Can Make Holidays Merry for Retailers

The holiday buying season is around the corner, and e-mail is more important than ever in the retail marketing mix for both existing customer lists and prospecting e-mail lists. Marketers planning for fourth quarter success may want to check plans against the “Ultimate Guide to Holiday E-mail Marketing” post offered by Campaign Monitor for some basic strategies and examples.

Leverage Online Buying, Mobile and Personalization Trends

Targeted e-mail marketing is positioned to capitalize on three big retail marketing trends: online buying, mobile commerce, and personalization. Four out of five Americans are now online shoppers, per Pew Research, so marketers will want to join the 41% of retailers that use “Buy Now” buttons in their e-mail marketing to link shoppers directly and quickly to online purchase pages. Mobile-optimized e-mails (linked to mobile-optimized landing pages) will also deliver more dollars because half of those online buyers make purchases using a mobile device. Sales on both Black Friday and Cyber Monday in 2018 surpassed $2 billion, breaking the previous record set in 2017, and, according to Movable Ink, 76% of Black Friday e-mails and 63% of Cyber Monday e-mails are opened on a mobile device.  Finally, now that personalization is demanded by consumers across channels, quality e-mail list data and segmentation can create the personalized e-mail messaging that delivers six times higher e-mail transaction rates, that converts 202% better than default e-mail calls to action (per HubSpot), and that generates a median e-mail ROI of 122% (per Instapage research). And don’t forget that personalized e-mail subject lines generate an average of 50% higher open rates (per Oberlo data)!

Start by Crafting Subject Lines that Get Opens

Indeed, the subject line is the first step in getting an e-mail noticed and opened. And on the subject of subject lines, Campaign Monitor has distilled some key tips. As noted above, personalize the subject line to boost open rates, using list data such as first name, for example, as well as relevant messaging based on purchase history, geography, gender, site actions/browsing, etc. Keep the subject line short but pack in “power words” that tap emotions and drive action, including sales-driven words (deal, promotion, discount, savings, free shipping); time-urgency words (order now, limited time, today only, last minute, exclusive); holiday references (12 Deals of Christmas, Season’s Greetings); and gratitude expressions (Thank you, appreciation, your support). Try engaging with a question (Need gift ideas?) or an eye-catching emoji. Brands using an emoji in their subject lines report a 45% increase in unique open rates, per Experian. Including an enticing offer in the subject line can help grab opens, too. For example, a mention of free shipping gains the interest of 74% of consumers, per UPS.

Use Holiday Messaging That Drives Action

Research shows e-mail creative earns more click-throughs and conversions by making the call-to-action prominent via an eye-catching button with short text (Buy Now, Save 40%). Make sure the button has a trackable link to a landing page where the recipient can buy the specific offer in the e-mail rather than a home page or generic purchase page where prospects must search for the offer. Overall, messaging can use holiday shopping fever to heat up response with tactics such as offering a gift buying guide, pumping a Cyber Monday or Black Friday sale, offering a special gift for referring a friend, incorporating a traditional or pop-culture holiday theme, or catering to panicked last-minute shoppers (In 2015, the average shopper had only completed a little over half their shopping list two weeks before Christmas). For inspiration from real e-mail examples, go to the Campaign Monitor article.


Avoid Segmentation Missteps to Boost List ROI

List segmentation is key in targeted direct marketing, which is why the AccuList team offers clients help in defining best-performing customer segments via predictive analytics services and data management services. Over the years, we’ve learned that the secret to success is as much a matter of strategic mindset as technical expertise. A recent MarketingProfs article by Mitch Markel, a partner in Benenson Strategy Group, makes that point by identifying some of the common strategic errors that can trip up a segmentation effort.

Obvious Parameters and Old Strategies Dig a Rut

Marketers need to be aware that segmentation models can slip into an ROI rut. Use of obvious profiling parameters and assumptions is one reason. Certainly, demographics (or firmographics), stated needs, and past purchase behavior are essential in grouping for likely response and lifetime value, but people don’t make decisions solely based on these factors. Markel urges research that also looks at fears, values, motivations and other psychographics in order to segment customers or prospects not just as lookalikes but also as “thinkalikes,” which can be especially helpful in crafting personalized content and messaging. Markel cites the examples of car buyers grouped by whether they value safety over performance, and food purchasers sorted for whether they stress healthy lifestyle or convenience. Past success is another reason segmentation can get stuck in a rut. Because segmentation requires an upfront investment, marketers tend to want to stick with proven targeting once the segmentation study is completed. But today’s hyper-personalized, digital environment has accelerated the pace of change in markets, perhaps shifting customer expectations and preferences away from an existing segmentation model. Markel advises an annual “look under the hood” of the segmentation engine to see if segments are still valid or need appending/updating. An annual audit can avoid the expense of a broader overhaul down the road.

Big Data Blindness Ignores Potential Audiences

One outcome of segmentation based on existing customers is blindness to potential audiences. Segmentation research often uses the existing customer base and surveys of people that marketers assume should be targeted. This can create marketing campaigns that miss groups that Markel calls “ghost segments,” people who could be among a brand’s best prospective customers. Markel suggests a periodic look at non-customers for conversion potential as one way to capture these “ghosts.” And, of course, if a new product or service is in the works, research should ask whether it will attract new groups differing from the existing customer profile. Another reason ghost segments are common is that marketers, overwhelmed by the task of sifting “big data,” fall back on whatever data sets are handy. Markel suggests that it would be better to bring in big data at the tail end of segmentation. He advises analysts to start by creating segments using primary research, add existing customer “big data” to target those segments more efficiently, and then plug segments into a data management platform for insights on other products, services, interests, and media that may correlate.

Analytics Miss Without a Companywide Strategy

Finally, Markel stresses that a segmentation study that ends up residing only with a few marketing decision-makers will fail to live up to its ROI potential. Customer and prospect insights have relevance for multiple departments and teams, from sales to customer service to finance. In order to deliver a seamless, personalized customer experience, Markel suggests creating 360-degree customer personas and promoting them throughout the organization. Management can start with workshops to educate employees on the use and importance of those personas both for their departments and the organization, and then can schedule check-ins to show team members the resulting benefits of segmentation and targeting implementation. If segments are made relatable, it will ensure they are used and embraced across the organization.

Predictive Analytics Can Harness Data for Marketing ROI

Beyond list brokerage, AccuList can support direct marketing clients with “predictive analytics,” meaning scientific analysis that leverages customer and donor data to predict future prospect and customer actions. It will scientifically “cherry-pick” names from overwhelming “big data” lists and other files. For example, AccuList’s experienced statisticians build customized Good Customer Match Models and Mail Match Models to optimize direct mail results for prospect lists, as well as one-on-one models for list owners to help acquire more new customers or donors. Plus, predictive models aid other marketing goals, such as retention, relationship management, reactivation, cross-sell, upsell and content marketing. Below are some key ways predictive analytics will harness data for better marketing ROI.

More Swift, Efficient and Effective Lead Scoring

Lead scoring is too often a sales and marketing collaboration, in which salespeople provide marketers with their criteria for a “good” lead and marketers score incoming responses, either automatically or manually, for contact or further nurturing. Predictive analytics will remove anecdotal/gut evaluation in favor of more accurate scoring based on data such as demographics/firmographics, actual behavior and sales value. It also speeds the scoring process, especially when combined with automation, so that “hot” leads get more immediate contact. And it allows for segmentation of scored leads so that they can be put on custom nurturing tracks more likely to promote conversion and sales.

Better List Segmentation for Prospecting, Retention and Messaging

With predictive analytics, list records can be segmented to achieve multiple goals. The most likely to respond can be prioritized in a direct mail campaign to increase cost-efficiency. Even more helpful for campaign ROI, predictive analytics can look at the lifetime value of current customers or donors and develop prospect matching so mailings capture higher-value new customers. Predictive analytics also can tailor content marketing and creative by analyzing which messages and images resonate with which customer segments, identified by demographics and behavior, in order to send the right creative to the right audience. Finally, analytics can develop house file segmentation for retention and reduced churn, looking at lapsed customers or donors to identify the data profiles, timing inflection points and warning signs that trigger outreach and nurturing campaigns.

Optimizing for Channel and Product/Services Offer

Data analysis and modeling can also be used to improve future marketing ROI in terms of channel preferences and even product/services development. By studying customer or donor response and behavior after acquisition, analytics can identify the most appropriate promotion and response channels, communication types, and preferred contact timing by target audience. Plus, a customer model can match demographics, psychographics and behavior with product and offer choices to tailor prospecting, as well as upsell or cross-sell opportunities, to boost future results.

Committing to a Good, Clean Customer Database

Reliable predictions require a database of clean, updated existing customer or donor records, with enough necessary demographics/firmographcs and transactional behavior for modeling. So, to prevent garbage-in-garbage-out results, AccuList also supports clients with list hygiene and management, including hygiene matching for DO NOT MAIL, NCOA and more, data appending of variables from outside lists, merge-purge eliminating duplicates and faulty records, response tracking with match-back, and more advanced list screening options.