пятница, 6 ноября 2015 г.

The New Science of Customer Emotions




  • Scott Magids
  • Alan Zorfas and 
  • Daniel Leemon


  • When companies connect with customers’ emotions, the payoff can be huge. Consider these examples: After a major bank introduced a credit card for Millennials that was designed to inspire emotional connection, use among the segment increased by 70% and new account growth rose by 40%. Within a year of launching products and messaging to maximize emotional connection, a leading household cleaner turned market share losses into double-digit growth. And when a nationwide apparel retailer reoriented its merchandising and customer experience to its most emotionally connected customer segments, same-store sales growth accelerated more than threefold.
    Given the enormous opportunity to create new value, companies should pursue emotional connections as a science—and a strategy. But for most, building these connections is more guesswork than science. At the end of the day they have little idea what really works and whether their efforts have produced the desired results.
    Our research across hundreds of brands in dozens of categories shows that it’s possible to rigorously measure and strategically target the feelings that drive customers’ behavior. We call them “emotional motivators.” They provide a better gauge of customers’ future value to a firm than any other metric, including brand awareness and customer satisfaction, and can be an important new source of growth and profitability.
    At the most basic level, any company can begin a structured process of learning about its customers’ emotional motivators and conducting experiments to leverage them, later scaling up from there. At the other end of the spectrum, firms can invest in deep research and big data analytics or engage consultancies with specific expertise. Companies in financial services, retail, health care, and technology are now using a detailed understanding of emotional connection to attract and retain the most valuable customers. The most sophisticated firms are making emotional connection part of a broad strategy that involves every function in the value chain, from product development and marketing to sales and service.
    In what follows we’ll describe our research and our work with companies—to our knowledge, the first to show direct, robust links among specific emotional motivators, a firm’s actions to leverage them, consumer behavior, and business outcomes.

    Defining Emotional Motivators

    Our research stemmed from our frustration that companies we worked with knew customers’ emotions were important but couldn’t figure out a consistent way to define them, connect with them, and link them to results. We soon discovered that there was no standard lexicon of emotions, and so eight years ago we set out to create one, working with experts and surveying anthropological and social science research. We ultimately assembled a list of more than 300 emotional motivators. We consider customers to be emotionally connected with a brand when it aligns with their motivations and helps them fulfill deep, often unconscious, desires. Important emotional motivators include desires to “stand out from the crowd,” “have confidence in the future,” and “enjoy a sense of well-being,” to name just a few.
    Identifying and measuring emotional motivators is complicated, because customers themselves may not even be aware of them. These sentiments are typically different from what customers say are the reasons they make brand choices and from the terms they use to describe their emotional responses to particular brands. What’s more, as we’ll discuss, emotional connections with products are neither uniform nor constant; they vary by industry, brand, touchpoint, and the customer’s position in the decision journey.

    Why Emotional Connections Matter

    Although brands may be liked or trusted, most fail to align themselves with the emotions that drive their customers’ most profitable behaviors. Some brands by nature have an easier time making such connections, but a company doesn’t have to be born with the emotional DNA of Disney or Apple to succeed. Even a cleaning product or a canned food can forge powerful connections.
    The process, in brief, looks like this: Applying big data analytics to detailed customer-data sets, we first identify the emotional motivators for a category’s most valuable customers. High-value automobile customers, for example, might want to “feel a sense of belonging” and “feel a sense of freedom.” Next we use statistical modeling to look at a large number of customers and brands, comparing survey results about people’s emotional motivators with their purchase behavior and identifying spikes in buying that are associated with specific motivators. This reveals which motivators generate the most-profitable customer behaviors in the category. We then quantify the current and potential value of motivators for a given brand and help identify strategies to leverage them.
    The model also allows us to compare the value of making strong emotional connections with that of scoring well on standard customer metrics such as satisfaction and brand differentiation, thus highlighting the potential gains from looking beyond traditional measures. We find that customers become more valuable at each step of a predictable “emotional connection pathway” as they transition from (1) being unconnected to (2) being highly satisfied to (3) perceiving brand differentiation to (4) being fully connected. Although customers exhibit increasing connection at each step, their value increases dramatically when they reach the fourth step: Fully connected customers are 52% more valuable, on average, than those who are just highly satisfied. In fact, their relative value is striking across a variety of metrics, such as purchases and frequency of use.
    The pathway is an important guide to where companies should invest—and it reveals that they often invest in the wrong places. To increase revenue and market share, many companies focus on turning dissatisfied customers into satisfied ones. However, our analysis shows that moving customers from highly satisfied to fully connected can have three times the return of moving them from unconnected to highly satisfied. And the highest returns we’ve seen have come from focusing on customers who are already fully connected to the category—from maximizing their value and attracting more of them to your brand.
    Four insights from our research are especially relevant to firms looking to build on emotional connection.

    Emotional motivators vary by category and brand.

    Of the 300-plus motivators we’ve identified, 25 significantly affect customer value across all the categories we’ve analyzed. Anywhere from five to 15 additional motivators are important in any given category. For example, the sense that a home furnishings store “helps me be creative” inspires consumers to shop there more often. The wish to “feel revived and refreshed” drives loyalty to fast-food restaurants. Emotional motivators also vary within categories, depending on the desires of brands’ most valuable customers. Because brands differ in how well they align with their customers’ motivators, each may have a different starting point in any effort to strengthen emotional connections—and that point won’t necessarily relate to conventional measures of brand perception.

    Emotional motivators vary across customer segments.

    Recall the credit card designed with Millennials in mind. Our model uncovered desires to “protect the environment” and “be the person I want to be” as key motivators in the banking category for that age group. (Traditional industry motivators such as desires to “feel secure” and to “succeed in life” are more typical of older groups.) The bank crafted messaging and features to connect to those sentiments, leading to its fastest-growing new credit card.

    Emotional motivators for a given brand or industry vary with a person’s position in the customer journey.

    In banking, the desire to “feel secure” is a critical motivator when attracting and retaining customers early on. When cross-selling products later, the wish to “succeed in life” becomes more important. To maximize results, companies must align their emotional-connection strategies with their specific customer-engagement objectives—acquisition, retention, cross-selling, and so on.

    Emotional-connection-driven growth opportunities exist across the customer experience, not just in traditional brand positioning and advertising.

    For example, social media can have a big impact on emotional connection. One condiments brand found that 60% of its social-network-affiliated customers (especially followers on Facebook, Twitter, and Pinterest)—versus 21% of all customers—were emotionally connected. It accelerated growth in a matter of months by increasing its focus on its social media network, developing its online customer community, and pointing customers to the website for recipes and promotions.

    Putting Emotional Connections to Work

    Let’s look at how an emotional-connection strategy paid off for a national fashion retailer. The company was struggling with common industry challenges. Although it had a well-known brand and a strong market presence, same-store sales were stagnating, and promotional pricing was shrinking margins. So it focused on cost management, logistical efficiency, and streamlining the merchandise and store mix—with limited success. Over the past two years we worked with the retailer on a four-part strategy to identify, understand, and quantify the value of the most emotionally connected customers. This exposed large, unexploited opportunities and allowed the retailer to better direct investments across the firm.

    1. Target connected customers.

    We set out to answer two basic questions: How valuable were the retailer’s fully connected customers, and could the company attract more of them? We used statistical techniques to measure the strength of customers’ emotional connections with the retailer and with its competitors. The process began with surveys to discern how consumers related to key motivators in the category and with analysis to see which motivators best predicted purchase behavior. We then modeled the financial impact of building emotional connections with customers at each step on the pathway from unconnected to fully connected.
    Our analysis showed that although fully connected customers constituted just 22% of customers in the category, they accounted for 37% of revenue and they spent, on average, twice as much annually ($400) as highly satisfied customers. Enhancing emotional connection could be a viable growth strategy if the retailer could attract fully connected customers from competitors, transform satisfied customers into fully connected ones, or both.
    Further segmentation revealed a group of especially valuable customers. We labeled them Fashion Flourishers, because apparel connects to their deep desire for excitement, social acceptance, and self-expression. As a group, Flourishers are the most emotionally connected segment by far; half are already fully connected to the category. Comparing the ratios of various emotion-based segments’ spending to those segments’ size highlights extraordinary differences in value: Flourishers have a ratio of 1.9—nearly twice the market average and more than nine times that of the least-connected group (whom we called Can’t Please Them, and whose ratio is just 0.2). Given the relatively fixed cost structure of retailing, acquiring and retaining Flourishers represented an opportunity to boost revenue and margins.
    A detailed profile of Flourishers underscored their attractiveness and exposed ways for the retailer to target them. Customers in this segment:
    • have a high lifetime value, spending an average of $468 a year in the category, versus $235 for other customers.
    • shop more often and advocate more: Fully 46% of Flourishers shop key fashion categories at least monthly, versus 21% of all shoppers. Flourishers are 1.4 times as likely as other customers to recommend retailers to their friends and family members.
    • are less price-sensitive: They are 2.3 times as likely as other customers to say they are “willing to pay more for the best fashion products,” 1.7 times less likely to make fashion purchase decisions solely on the basis of price, and 1.3 times less likely to shop for the lowest prices.
    • are predominantly female and younger, more ethnically diverse, and more likely to live in urban centers than other customers.
    • are more digitally engaged than other segments: They are 2.3 times as likely to research a fashion retailer online, 2.9 times as likely to shop for fashion products through their mobile devices, and 3.7 times as likely to follow a retailer on social media.
    Drawing on these and other insights, the retailer created a blueprint for pursuing the most valuable customer opportunities. By applying the category segmentation scheme to the more than 25 million people in its customer database, it determined the financial value and behaviors of its own Flourishers, confirming that they spent substantially more than other customers and had the highest lifetime value and the lowest attrition and price sensitivity of any segment. It estimated that moving satisfied Flourishers up the pathway to full emotional connection could increase annual sales by 3% to 5%, and that luring Flourishers away from competitors could increase revenue by 5% to 8%. Because members of this group spend more per capita than other customers and turn over less often, the analysis also predicted improvements in operating margins and returns on capital.

    2. Quantify key motivators.

    Next, by analyzing tens of thousands of Flourishers across the category, we quantified the impact of more than 40 motivators on the group’s purchasing, spending, loyalty, and advocacy. We identified the most important category motivators—the ones that bore the strongest relationship to purchases—and assessed the retailer’s competitive position in each. The financial analysis and modeling showed that further investments to strengthen the customer experience around the desires to “feel a sense of belonging,” “feel a sense of thrill,” and “feel a sense of freedom”—the motivators driving category purchase behavior and for which the retailer already had the strongest position—were likely to yield the highest ROI. Those motivators therefore became the focus of specific customer-experience investments.

    3. Optimize investments across functions.

    To maximize opportunities from emotional connection, companies must look beyond the marketing department. The retailer examined every function and customer touchpoint to find ways to enhance high-ROI emotional motivators. This brought four major investment areas into focus: stores, online and omnichannel experiences, merchandising, and message targeting.
    Stores.
    To estimate which of the retailer’s more than 700 stores had the most Flourisher customers, we scored each one according to the presence of this segment in the store’s trading area. We found that high-scoring stores generated up to 25% more revenue than others. Their same-store sales were growing twice as quickly, and their operating profit was 30% greater. Their profit margins were enhanced by 10% higher inventory turns and—consistent with expectations—by lower coupon usage. (Flourishers don’t just say they’re willing to pay more—they actually do pay more.)
    These analytics changed the retailer’s store location strategy. We mapped the concentrations of Flourishers in all U.S. markets and submarkets, along with the segment’s propensities to shop at more than 150 other retailers. The company’s real estate team now uses a predictive model to identify sites near Flourishers and also near other retailers they frequent.
    The change is paying off. New stores in trading areas with high concentrations of Flourishers have first-year sales that are 20% higher than historical averages, leading to faster break-even times and higher returns on capital. Further analysis has revealed opportunities to open hundreds of stores catering to underserved Flourisher populations. To free up capital for new stores, the retailer is closing ones in low-Flourisher areas.
    Emotional-connection analytics have also allowed the retailer to understand which aspects of the in-store shopping experience are most important to Flourishers. Because those qualities often aren’t recognized by customers themselves, they had not informed store design. Flourishers say it’s important that sales associates are easy to find, that clearance items are easy to locate, and that stores have free Wi-Fi. However, analysis showed that those aren’t actually the features that drive their visits and purchases.
    On the basis of its modeling, the retailer predicted that the option to purchase online and pick up in-store—something that few customers say is important and that was available only on a limited basis—would be a key driver of emotional connection (it speaks to Flourishers’ desire to “feel a sense of freedom”). It tested targeted communication and in-store promotion of the option and saw a material lift in sales; it has now committed capital to a nationwide rollout of the capability. Similarly, the retailer predicted that seeing imagery in-store of “people like you” would drive emotional connection and purchasing among Flourishers (although they say that this factor is unimportant). As a test, it expanded its presence on photo-sharing social media sites and encouraged customers to submit selfies showing their favorite outfits and styles. Selfie slide shows are (with subjects’ permission) displayed on large screens in test stores, thus addressing Flourishers’ desire to “feel a sense of belonging.” Research indicates that the segment has responded to this motivator and increased purchase intent.
    The retailer is now designing and testing store experiences to leverage nearly a dozen other drivers of emotional connection.
    Online and omnichannel experiences.
    Like individual store environments, online and omnichannel experiences can be optimized for emotional connection. To this end the retailer quantified the impact of more than 100 omnichannel touchpoints on customers’ emotional connection and spending. These included mobile app browsing and purchasing, visits to the retailer’s social media pages, e-commerce site navigation, and in-store returns of merchandise bought online. Each touchpoint was scored according to its potential impact on emotional connection and spending. Statistical models then revealed the most powerful combinations of touchpoints at each stage of the customer journey, allowing the retailer to hone its omnichannel strategy and prioritize investments.
    For example, Flourishers say that using a computer to shop online via an easy-to-use site is important to purchase decisions. In reality, the ease and allure of the mobilesite and the availability of services such as ApplePay have a far greater impact on emotional connection and spending levels. The retailer is using such insights to design investments across e-commerce, mobile, and social media that will build emotional connections with Flourishers. For instance, it developed multiple concepts for the navigational redesign and aesthetic reskin of its mobile app, tested how effectively each version enhanced feelings of “freedom,” “belonging,” and “thrill” and drove purchases, and rolled out the best one.
    Merchandising.
    Merchandise selection, from the broad category level to specific labels, can be optimized to drive emotional connection. The retailer now tracks the purchasing habits of Flourishers nationwide through point-of-sale data collected from hundreds of retailers by independent research companies. By applying the Flourisher segmentation to these POS databases, it has modeled the segment’s purchase behavior across more than 20 product categories and 100 labels and learned which of the approximately 10 competitive retailers these consumers buy from. The resulting insights have exposed gaps in merchandise important to Flourishers, and the retailer is working with its manufacturers to rebalance its mix.
    Message targeting.
    Having identified its Flourisher customers, the retailer can now send them personalized messages designed to resonate with the emotional motivators that drive behavior at each stage of the customer journey. For example, when Flourishers are initially considering the retailer, “having fun” while shopping is paramount. At the point of purchase, “helps me feel creative” emerges as key. Working from such insights, the retailer has developed a series of messages targeting Flourishers and timed according to their position in the journey: A rules engine sends out e-mails tailored to browsing, transacting, and servicing interactions. Response rates to this direct-marketing campaign are 40% to 210% higher than historical averages.
    Media selection can also be finely tuned to boost emotional connection. We profiled the media consumption of Flourishers across 500 TV shows, 100 websites and social networks, 50 types of mobile apps, 80 print publications, and 20 types of radio programming. Working with its ad agency, the retailer is executing emotional-connection-based media plans. For example, knowing that Flourishers are enthusiastic users of Instagram, YouTube, and Twitter, it has scaled up its programs on these platforms, which has increased its marketing ROI.

    4. Systematize, measure, and learn.

    Leveraging emotional connection does not require turning your business processes upside down; you can embed relevant strategies into existing work streams. This is most effectively done by making emotional connection a key performance indicator and including it on the cross-functional senior-management dashboard.
    The retailer developed a scorecard that gives the CEO and the executive team a single-page view of customers’ progression on the emotional-connection pathway, along with the increase or decrease in connected customers of the company and its key competitors. The scorecard shows the correlation of customers’ emotional-connection scores with lifetime value measures such as annual spending, churn, and tenure. It also shows how the business impacts of specific emotions are trending and how Flourishers engage with key in-store and omnichannel touchpoints that drive emotional connection. In addition, the retailer includes emotional-connection metrics in its ongoing testing of media messages, store designs, and digital and mobile experiences.
    The results of these strategic and operational changes are startling. Same-store sales for stores serving Flourishers realized growth of 3.5% over the past year, whereas annual same-store growth over the past five years has averaged just 1%. Inventory turns increased more than 25%. Market share and customer advocacy also grew (the number of customers recommending the retailer is up 20% year-over-year), contributing to record-high customer lifetime values. Underlying all these gains is a 20% rise in the company’s emotional-connection score—largely the result of moving satisfied customers to full emotional connection.

    The Management Imperative

    Embracing an emotional-connection strategy across the organization requires deep customer insights, analytical capabilities, and, above all, a managerial commitment to align the organization with the new way of thinking. It’s important that marketing not hoard the strategy as “its” domain (although the function can and should use emotional connection to demonstrate the direct financial impact of its spending). Instead, marketing must partner with other functions, teaching and socializing emotional connection. The retailer we profiled now uses emotional connection to drive alignment across the operations management team, the C-suite, and the boardroom. At the outset the CEO identified emotional connection as a strategy to restore profitable growth. The CFO and the chief strategy officer then “sized the financial prize,” leading the heads of marketing, stores, customer experience, and merchandising to collaborate on an integrated strategy.
    The advent of big data analytics brings clarity, discipline, and rigor to companies’ long-held desire to connect with the customer emotions that truly matter. Emotional connections no longer have to be a mystery—they can be a new source of real competitive advantage and growth.

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