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Business LibreTexts Segmentation and Targeting

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    What you’ll learn to do: explain the role of segmentation and targeting in marketing

    Segmentation and targeting answer a basic question: Who am I trying to reach? In this section, first we will focus on why segmentation and targeting are so important. Then we will discuss how to conduct segmentation and targeting and use these tools to guide marketing activity.

    Learning Objectives

    • Explain how segmentation and targeting relate to marketing strategy
    • Explain how market research helps marketers validate their target markets

    Defining Your Target Market

    Whom Are You Trying to Reach?

    Photo showing a hand holding a sponge, washing the hood of a red car.Suppose you are selling automotive detailing products. Is your target “anyone with money to pay for your product?” Or are you focusing your efforts on a tightly defined market segment of people with an identified need for what you are selling? “Anyone with money” is such a broad audience that it’s difficult to make any impact at all with your marketing efforts or convince very many people that they need your product. If you narrow and carefully define your target market, though, your efforts will be more fruitful because they’re focused on people with a preexisting need or interest in what you offer.

    Step 1: Identify the Customer Need You Address

    To define your total market, start by stating the needs you will fulfill: Who are your products or services intended for? Who do you want to do business with? What is unique about your product? If you’re selling products used in automotive detailing, your total market consists of vehicle owners—that is, all the people who could potentially buy your product. Your business will help them keep their vehicles clean and shiny.

    Step 2: Segment Your Total Market

    Next, break down this large market into smaller sections, using a process known as segmentation. You can use a variety of approaches to segment your total market into groups with common wants or needs. In this case, we can segment by vehicle ownership and related behavior. Specific segments might include the following:

    • People who restore classic automobiles
    • People who drive old clunkers and run them through the car wash occasionally
    • People who own “status” cars
    • Truck drivers
    • Motorcycle owners

    Photo of the steering wheel and dashboard of a classic automobile.Which of these subgroups are likely to be your most productive market segment(s)? You recognize that auto owners who don’t care about keeping their cars clean and shiny probably won’t be very interested in your products. Then there are those who care, but they lack the time and interest to do the work themselves. They take their vehicle to a shop. Others only worry about auto detailing only when it’s time for a trade-in.

    You reject these segments as unsuitable for your niche market because they probably don’t care enough about what you offer. After further consideration and research, you decide that your market segment will be automobile owners who have both the time and the interest to do their own detailing work—people who enjoy puttering with their vehicles, who have the time to spend, and who take pride in their vehicle’s appearance.

    You need to conduct research to confirm that there are enough potential customers in that group to support your business. You should also do competitive analysis to confirm that what you are offering is not readily available to them elsewhere. With this validation, you move to step three.

    Step 3: Profile Your Target Customer Segment(s)

    Next, develop profiles of your target customer(s) to get a true picture of the people you’re trying to serve. Describe these potential customers as fully as you can. Who will actually buy your product? What do you know about them? Where do they live and what languages do they speak? How much do they spend on car detailing? Where do they shop? What is their annual income? What kinds of cars do they drive? If you’re selling online, what methods do they prefer for online payment? What type of Web sites do they visit? How do they want their product delivered?

    There are many different ways to profile your customers, as shown in the table and graphic, below.

    Table \(\PageIndex{1}\). Common Market Segmentation Approaches

    Type of Approach Segmentation Criteria
    Geographic nations, states, regions, cities, neighborhoods, zip codes, etc.
    Demographic age, gender, family size, income, occupation, education, religion, ethnicity, and nationality
    Psychographic lifestyle, personality, attitudes, and social class
    Behavioral user status, purchase occasion, loyalty, readiness to buy
    Decision maker decision-making role (purchaser, influencer, etc.)

    Identify your customer profile before you conduct market planning, so that your planning is a good fit for your customers’ behavior, interests, and needs.

    Step 4: Research and Validate Your Market Opportunity

    Now that you have fully identified your target market, conduct research to verify that there will be enough business in this group to support your company in its growth. This process confirms that the need actually exists and that it’s not just wishful thinking on your part.

    Use both primary and secondary sources in your research. You might consult business directories, obtain statistics regarding automobile owners and their car-care practices, or locate newspaper articles and magazine stories written on the subject. You can also conduct your own market research using techniques such as surveys, focus groups, interviews, and so forth.

    Your research should also determine the size of the market opportunity in terms of revenue as well as your potential market share.

    You can use primary and secondary sources to find out how many potential customers there are in the geographic area you have defined and how many businesses are directly or indirectly competing with you. Your market share will be the number of customers likely to buy from you rather than from your competition.

    Having defined and validated your target market, you are now better positioned to develop a marketing plan that will reach your potential customers. Perhaps your sales will take off right away—a great problem to have!

    The Importance of Marketing Information and Research

    Fresh Customer Insights

    Effective marketing starts with a strong knowledge of your customers: the kind of knowledge that gives you unique insights into what they want and how to satisfy them better than the competition. The most reliable source of fresh customer insights is good marketing information. Useful marketing information may come from a variety of sources both inside and outside your organization. Marketing information is generated by a variety of different activities, including marketing research.

    Marketing research is a systematic process for identifying marketing opportunities and solving marketing problems, using customer insights that come out of collecting and analyzing marketing information. The mechanics of marketing research must be controlled so that marketers uncover the relevant facts to answer the problem at hand. Control over this fact-finding process is the responsibility of the marketing research director, who must correctly design the research and carefully supervise its execution, to ensure it yields the customer insights the organization needs.

    A marketing information system is a combination of people, technologies, and processes for managing marketing information, overseeing market research activities, and using customer insights to guide marketing decisions and broader management and strategy decisions.

    Knowledge Is Power Against the Competition

    The business environment is increasingly competitive. With something as simple as a Google search, customers have unprecedented opportunities to explore alternatives to what any single company offers. Likewise, companies have ample opportunity to identify, track, and lure customers away from their less-vigilant competitors. A regular infusion of fresh customer insights can make all the difference between keeping customers and losing them. Marketing information and research are essential tools for marketers and the management team as they align strategy with customer wants and needs.

    Consider the following examples:

    • Before introducing OnStar, the first-ever embedded wireless service in cars, GM used marketing research to understand what types of applications would make consumers most interested in subscribing to the service and how much they would pay for it. Of all the benefits OnStar could offer, the research helped GM prioritize how the initial service would provide value, focusing on driver assistance and security. Research also helped determine OnStar pricing to help the company build a large subscriber base quickly.[1]
    • Enterprise systems provider PeopleSoft recruited a diverse set of universities as early-adopter “Beta” partners to provide input as it designed a new student information system for higher education. This marketing research helped PeopleSoft create a versatile system that could support the needs of a variety of colleges and universities, ultimately leading to strong receptivity and market share when the new system became widely available.[2]
    • Marketing research to track brand awareness and perceptions helped the World Wildlife Fund (WWF) understand that it had an image problem. Although millions of people recognized and liked the brand, relatively few of them understood what the nonprofit organization actually does for habitat conservation worldwide. Instead, most thought of it as simply the “endangered species” people. With additional research, the organization found that when it communicated effectively about the full scope of its mission, people felt even stronger positive associations, making them more likely to support or affiliate with the nonprofit.[3]

    What Should Marketers Investigate Using Marketing Information?

    World Wildlife Fund hot-air balloon with panda logo and "WWF" printed on side shown floating in the air in Brazil. City skyline is in the background.An easy—and truthful—answer to this question is “everything.” There is no aspect of marketing to which information and research do not apply. Every marketing concept and every element involved in the marketing management process can be subjected to a great deal of careful marketing research and inquiry. Some important questions include:

    • Who is the customer?
    • What problems is the customer trying to solve with a given purchase?
    • What does s/he desire in the way of satisfaction?
    • How does the customer get information about available choices?
    • Where does s/he choose to purchase?
    • Why does s/he buy, or not buy?
    • When does s/he purchase?
    • How does s/he go about seeking satisfaction in the market?

    Seeking answers to these questions yields insights into the customer’s needs, perceptions, and behaviors. Another area in which research is critical is profitability. Organizations need to forecast sales and related costs in order to understand how their operations will be profitable. They also need to plan competitive marketing programs that will produce the desired level of sales at an appropriate cost. The analysis of past sales and interpretation of cost information are important in evaluating performance and providing useful facts for future planning. All these activities rely on marketing information and a rigorous marketing research process to produce insights managers can trust and act on.

    When to Use Marketing Information and Research

    Many marketing decisions are made without consulting marketing information or the use of formal marketing research. For example, a decision maker may feel she already knows enough to make a good decision. The time required to investigate a question or conduct formal marketing research may not be available. In other cases, the cost of obtaining the data is prohibitive, or the desired data cannot be obtained in reliable form. In a few instances, there may be no choice among alternatives and therefore no decision to make because there is little value in spending time and money to study a problem if there is only one possible solution. But in most business situations, marketers and managers must choose among two or more courses of action. This is where fact-finding, marketing information, and research enter to help make the choice.

    Marketing information and research address the need for quicker, yet more accurate, decision making by the marketer. These tools put marketers close to their customers to help them understand who they customers are, what they want, and what competitors are doing. When different stakeholders have very different views about a particular marketing-related decision, objective information and research can inform everyone about the issues in question and help the organization come to agreement about the path forward. Good research should help align marketing with the other areas of the business.

    Marketers should always be tapping into regular sources of marketing information about their organization and industry in order to monitor what’s happening generally. For example, at any given time marketers should understand how they are doing relative to sales goals and monitor developments in their industry or competitive set.

    Beyond this general level of “tuning in,” additional market research projects may also be justified. As a rule, if the research results can save the company more time, money, and/or risk than it costs to conduct the research, it is wise to proceed. If the cost of conducting the research is more than it will contribute to improving a decision, the research should not be carried out. In practice, applying this cost-test principle can be somewhat complex, but it provides useful guidance about when marketing research is worthwhile. Ultimately, successful marketing executives make decisions on the basis of a blend of facts and intuition.

    Fact: top performers research customer preferences

    In 2010, the management consultancy McKinsey published research about the difference between organizations that produced top-performing products and those that produced under-performing products. The use of marketing research was a striking differentiator:

    "More than 80 percent of the top performers said they periodically tested and validated customer preferences during the development process, compared with just 43 percent of bottom performers. They were also twice as likely as the laggards to research what, exactly, customers wanted.[4]"

    The study also identified other differences between top and bottom performers, but an underlying theme was the emphasis successful projects and companies placed on understanding their customers and adjusting course when necessary to better address customers’ needs. This research provides more than anecdotal evidence that marketing research and well-applied marketing information can make a substantial contribution to an organization’s success.

    The Marketing Research Process

    Marketing research is a useful and necessary tool for helping marketers and an organization’s executive leadership make wise decisions. Carrying out marketing research can involve highly specialized skills that go deeper than the information outlined in this module. However, it’s important for any marketer to be familiar with the basic procedures and techniques of marketing research.

    It’s very likely that at some point a marketing professional will need to supervise an internal marketing research activity or to work with an outside marketing research firm to conduct a research project. Managers who understand the research function can do a better job of framing the problem and critically appraising the proposals made by research specialists. They are also in a better position to evaluate their findings and recommendations.

    Periodically marketers themselves need to find solutions to marketing problems without the assistance of marketing research specialists inside or outside the company. If you are familiar with the basic procedures of marketing research, you can supervise and even conduct a reasonably satisfactory search for the information needed.

    Steps of the Marketing Research Process: 1. Identify the problem (this includes the problem to solve, project objectives, and research questions). 2. Develop the research plan (this includes information needed, research & sales methods). 3. Conduct research (this includes secondary data review, primary data collection, suitable methods and techniques. 4. Analyze and report findings (this includes data formatting and analysis, interpretation of results, reports and recommendations. 5. Take action (this includes thought and planning, evaluation of options, course adjustment and execution.

    Step 1: Identify the Problem

    The first step for any marketing research activity is to clearly identify and define the problem you are trying to solve. You start by stating the marketing or business problem you need to address and for which you need additional information to figure out a solution. Next, articulate the objectives for the research: What do you want to understand by the time the research project is completed? What specific information, guidance, or recommendations need to come out of the research in order to make it a worthwhile investment of the organization’s time and money?

    It’s important to share the problem definition and research objectives with other team members to get their input and further refine your understanding of the problem and what is needed to solve it. At times, the problem you really need to solve is not the same problem that appears on the surface. Collaborating with other stakeholders helps refine your understanding of the problem, focus your thinking, and prioritize what you hope to learn from the research. Prioritizing your objectives is particularly helpful if you don’t have the time or resources to investigate everything you want.

    To flesh out your understanding of the problem, it’s useful to begin brainstorming actual research questions you want to explore. What are the questions you need to answer in order to get to the research outcomes? What is the missing information that marketing research will help you find? The goal at this stage is to generate a set of preliminary, big-picture questions that will frame your research inquiry. You will revisit these research questions later in the process, but when you’re getting started, this exercise helps clarify the scope of the project, whom you need to talk to, what information may already be available, and where to look for the information you don’t yet have.

    Marketing research for bookends


    Your uncle Dan owns an independent bookstore called Bookends, and it’s not doing very well. (That’s you in the picture.) The store’s sales are down, and the rent is going up. Dan has turned to you for help, since you know a thing or two about marketing.

    You need a lot of information if you’re going to help your uncle turn things around, so marketing research is a good idea. You begin by identifying the problem and then work to set down your research objectives and initial research questions:

    Identifying Problems, Objectives, and Questions
    Core business problem Dan needs to solve How to get more people to spend more money at Bookends

    Research objectives

    1. Identify promising target audiences for Bookends
    2. Identify strategies for rapidly increasing revenue from these target audiences
    Initial research questions Who are Bookends' current customers? How much do they spend? Why do they come to Bookends? What do they wish Bookends offered? Who isn't coming to Bookends, and why?

    Step 2: Develop a Research Plan

    Once you have a problem definition, research objectives, and a preliminary set of research questions, the next step is to develop a research plan. Essential to this plan is identifying precisely what information you need to answer your questions and achieve your objectives. Do you need to understand customer opinions about something? Are you looking for a clearer picture of customer needs and related behaviors? Do you need sales, spending, or revenue data? Do you need information about competitors’ products, or insight about what will make prospective customers notice you? When do need the information, and what’s the time frame for getting it? What budget and resources are available?

    Once you have clarified what kind of information you need and the timing and budget for your project, you can develop the research design. This details how you plan to collect and analyze the information you’re after. Some types of information are readily available through secondary research and secondary data sources. Secondary research analyzes information that has already been collected for another purpose by a third party, such as a government agency, an industry association, or another company. Other types of information need to from talking directly to customers about your research questions. This is known as primary research, which collects primary data captured expressly for your research inquiry. Marketing research projects may include secondary research, primary research, or both.

    Depending on your objectives and budget, sometimes a small-scale project will be enough to get the insight and direction you need. At other times, in order to reach the level of certainty or detail required, you may need larger-scale research involving participation from hundreds or even thousands of individual consumers. The research plan lays out the information your project will capture—both primary and secondary data—and describes what you will do with it to get the answers you need. (Note: You’ll learn more about data collection methods and when to use them later in this module.)

    Your data collection plan goes hand in hand with your analysis plan. Different types of analysis yield different types of results. The analysis plan should match the type of data you are collecting, as well as the outcomes your project is seeking and the resources at your disposal. Simpler research designs tend to require simpler analysis techniques. More complex research designs can yield powerful results, such as understanding causality and trade-offs in customer perceptions. However, these more sophisticated designs can require more time and money to execute effectively, both in terms of data collection and analytical expertise.

    The research plan also specifies who will conduct the research activities, including data collection, analysis, interpretation, and reporting on results. At times a singlehanded marketing manager or research specialist runs the entire research project. At other times, a company may contract with a marketing research analyst or consulting firm to conduct the research. In this situation, the marketing manager provides supervisory oversight to ensure the research delivers on expectations.

    Finally, the research plan indicates who will interpret the research findings and how the findings will be reported. This part of the research plan should consider the internal audience(s) for the research and what reporting format will be most helpful. Often, senior executives are primary stakeholders, and they’re anxious for marketing research to inform and validate their choices. When this is the case, getting their buy-in on the research plan is recommended to make sure that they are comfortable with the approach and receptive to the potential findings.

    A Bookends Research plan

    You talk over the results of your problem identification work with Dan. He thinks you’re on the right track and wants to know what’s next. You explain that the next step is to put together a detailed plan for getting answers to the research questions.

    Dan is enthusiastic, but he’s also short on money. You realize that such a financial constraint will limit what’s possible, but with Dan’s help you can do something worthwhile. Below is the research plan you sketch out:

    Identifying Data Types, Timing and Budget, Data Collection Methods, Analysis, and Interpretation
    Types of data needed 1) Demographics and attitudes of current Bookends customers; 2) current customers’ spending patterns; 3) metro area demographics (to determine types of people who aren’t coming to the store)
    Timing & budget Complete project within 1 month; no out-of-pocket spending
    Data collection methods 1) Current customer survey using free online survey tool, 2) store sales data mapped to customer survey results, 3) free U.S. census data on metro-area demographics, 4) 8–10 intercept (“man on the street”) interviews with non-customers
    Analysis plan Use Excel or Google Sheets to tabulate data; Marina (statistician cousin) to assist in identifying data patterns that could become market segments
    Interpretation and reporting You and Dan will work together to comb through the data and see what insights it produces. You’ll use PowerPoint to create a report that lays out significant results, key findings, and recommendations.

    Step 3: Conduct the Research

    Conducting research can be a fun and exciting part of the marketing research process. After struggling with the gaps in your knowledge of market dynamics—which led you to embark on a marketing research project in the first place—now things are about to change. Conducting research begins to generate information that helps answer your urgent marketing questions.

    Typically data collection begins by reviewing any existing research and data that provide some information or insight about the problem. As a rule, this is secondary research. Prior research projects, internal data analyses, industry reports, customer-satisfaction survey results, and other information sources may be worthwhile to review. Even though these resources may not answer your research questions fully, they may further illuminate the problem you are trying to solve. Secondary research and data sources are nearly always cheaper than capturing new information on your own. Your marketing research project should benefit from prior work wherever possible.

    After getting everything you can from secondary research, it’s time to shift attention to primary research, if this is part of your research plan. Primary research involves asking questions and then listening to and/or observing the behavior of the target audience you are studying. In order to generate reliable, accurate results, it is important to use proper scientific methods for primary research data collection and analysis. This includes identifying the right individuals and number of people to talk to, using carefully worded surveys or interview scripts, and capturing data accurately.

    Without proper techniques, you may inadvertently get bad data or discover bias in the responses that distorts the results and points you in the wrong direction. The module on Marketing Research Techniques discusses these issues in further detail, since the procedures for getting reliable data vary by research method.

    Getting the data on bookends

    Dan is on board with the research plan, and he’s excited to dig into the project. You start with secondary data, getting a dump of Dan’s sales data from the past two years, along with related information: customer name, zip code, frequency of purchase, gender, date of purchase, and discounts/promotions (if any).

    You visit the U.S. Census Bureau Web site to download demographic data about your metro area. The data show all zip codes in the area, along with population size, gender breakdown, age ranges, income, and education levels.

    The next part of the project is customer-survey data. You work with Dan to put together a short survey about customer attitudes toward Bookends, how often and why they come, where else they spend money on books and entertainment, and why they go other places besides Bookends. Dan comes up with the great idea of offering a 5 percent discount coupon to anyone who completes the survey. Although it eats into his profits, this scheme gets more people to complete the survey and buy books, so it’s worth it.

    Guy with a beard wearing a red hat pushes a stroller while a woman checks the child and talks on her cell phone. Two young people in the background. Seattle hipsters.For a couple of days, you and Dan take turns doing “man on the street” interviews (you interview the guy in the red hat, for instance). You find people who say they’ve never been to Bookends and ask them a few questions about why they haven’t visited the store, where else they buy books and other entertainment, and what might get them interested in visiting Bookends sometime. This is all a lot of work, but for a zero-budget project, it’s coming together pretty well.

    Step 4: Analyze and Report Findings

    Analyzing the data obtained in a market survey involves transforming the primary and/or secondary data into useful information and insights that answer the research questions. This information is condensed into a format to be used by managers—usually a presentation or detailed report.

    Analysis starts with formatting, cleaning, and editing the data to make sure that it’s suitable for whatever analytical techniques are being used. Next, data are tabulated to show what’s happening: What do customers actually think? What’s happening with purchasing or other behaviors? How do revenue figures actually add up? Whatever the research questions, the analysis takes source data and applies analytical techniques to provide a clearer picture of what’s going on. This process may involve simple or sophisticated techniques, depending on the research outcomes required. Common analytical techniques include regression analysis to determine correlations between factors; conjoint analysis to determine trade-offs and priorities; predictive modeling to anticipate patterns and causality; and analysis of unstructured data such as Internet search terms or social media posts to provide context and meaning around what people say and do.

    Good analysis is important because the interpretation of research data—the “so what?” factor—depends on it. The analysis combs through data to paint a picture of what’s going on. The interpretation goes further to explain what the research data mean and make recommendations about what managers need to know and do based on the research results. For example, what is the short list of key findings and takeaways that managers should remember from the research? What are the market segments you’ve identified, and which ones should you target? What are the primary reasons your customers choose your competitor’s product over yours, and what does this mean for future improvements to your product?

    Individuals with a good working knowledge of the business should be involved in interpreting the data because they are in the best position to identify significant insights and make recommendations from the research findings. Marketing research reports incorporate both analysis and interpretation of data to address the project objectives.

    The final report for a marketing research project may be in written form or slide-presentation format, depending on organizational culture and management preferences. Often a slide presentation is the preferred format for initially sharing research results with internal stakeholders. Particularly for large, complex projects, a written report may be a better format for discussing detailed findings and nuances in the data, which managers can study and reference in the future.

    analysis and Insights for bookends

    Getting the data was a bit of a hassle, but now you’ve got it, and you’re excited to see what it reveals. Your statistician cousin, Marina, turns out to be a whiz with both the sales data and the census data. She identified several demographic profiles in the metro area that looked a lot like lifestyle segments. Then she mapped Bookends’ sales data into those segments to show who is and isn’t visiting Bookends. After matching customer-survey data to the sales data, she broke down the segments further based on their spending levels and reasons they visit Bookends.

    Gradually a clearer picture of Bookends’ customers is beginning to emerge: who they are, why they come, why they don’t come, and what role Bookends plays in their lives. Right away, a couple of higher-priority segments—based on their spending levels, proximity, and loyalty to Bookends—stand out. You and your uncle are definitely seeing some possibilities for making the bookstore a more prominent part of their lives. You capture these insights as “recommendations to be considered” while you evaluate the right marketing mix for each of the new segments you’d like to focus on.

    Step 5: Take Action

    Once the report is complete, the presentation is delivered, and the recommendations are made, the marketing research project is over, right? Wrong.

    What comes next is arguably the most important step of all: taking action based on your research results.

    If your project has done a good job interpreting the findings and translating them into recommendations for the marketing team and other areas of the business, this step may seem relatively straightforward. When the research results validate a path the organization is already on, the “take action” step can galvanize the team to move further and faster in that same direction.

    Things are not so simple when the research results indicate a new direction or a significant shift is advisable. In these cases, it’s worthwhile to spend time helping managers understand the research, explain why it is wise to shift course, and explain how the business will benefit from the new path. As with any important business decision, managers must think deeply about the new approach and carefully map strategies, tactics, and available resources to plan effectively. By making the results available and accessible to managers and their execution teams, the marketing research project can serve as an ongoing guide and touchstone to help the organization plan, execute, and adjust course as it works toward desired goals and outcomes.

    It is worth mentioning that many marketing research projects are never translated into management action. Sometimes this is because the report is too technical and difficult to understand. In other cases, the research conclusions fail to provide useful insights or solutions to the problem, or the report writer fails to offer specific suggestions for translating the research findings into management strategy. These pitfalls can be avoided by paying due attention to the research objectives throughout the project and allocating sufficient time and resources to do a good job interpreting research results for those who will need to act on them.

    Bookends' new customer campaign

    Your research findings and recommendations identified three segments for Bookends to focus on. Based on the demographics, lifestyle, and spending patterns found during your marketing research, you’re able to name them: 1) Bored Empty-Nesters, 2) Busy Families, and 3) Hipster Wannabes. Dan has a decent-sized clientele across all three groups, and they are pretty good spenders when they come in. But until now he hasn’t done much to purposely attract any of them.

    With newly identified segments in focus, you and Dan begin brainstorming about a marketing mix to target each group. What types of books and other products would appeal to each one? What activities or events would bring them into the store? Are there promotions or particular messages that would induce them to buy at Bookends instead of Amazon or another bookseller? How will Dan reach and communicate with each group? And what can you do to bring more new customers into the store within these target groups?

    Even though Bookends is a real-life project with serious consequences for your uncle Dan, it’s also a fun laboratory where you can test out some of the principles you’re learning in your marketing class. You’re figuring out quickly what it’s like to be a marketer.

    Well done, rookie!

    1. Vincent P. Barabba, Surviving Transformation: Lessons from GM's Surprising Turnaround, pp 46–50,
    2. Proquest, "First We Built, Now We Buy: A Sociological Case Study for Enterprise Systems in Higher Education," pp 292–203
    3. "The Role of Brand in the Nonprofit Sector: Four Case Studies," pp 1–7
    4. Segmentation and Targeting is shared under a not declared license and was authored, remixed, and/or curated by LibreTexts.

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