Research Design Basics MAR 6648: Marketing Research January 11, 2011 Overview • What are the basic types of research? – What are their goals? What are their limitations? – How are they done? • What are some important considerations in research design? – How do we know when we’re asking the right questions? The Marketing Research Process Goal formulation • Define research purpose and objectives Research design • Exploratory, descriptive, causal Data collection • Databases, survey design, sampling, target respondents Data analysis and interpretation Final report • Communicate findings and recommendations Research Design • …Is the detailed blueprint used to guide the implementation of the research study to realize its objectives • The research design is an integral part of the research proposal Three Types of Research Designs • 1. Exploratory – Used to gain ideas • 2. Descriptive – Used to provide numerical information • 3. Causal – Used to establish causality Exploratory Research • Uses: – Get ideas – Develop hypotheses – Establish priorities for future research – Provide inputs to questionnaires • A lot of exploratory research is qualitative in nature Exploratory Research • Typically not used to support major decisions (without further research) • High degree of flexibility – Less structured than other types of research – Ad hoc in nature • Number of respondents is small and not representative of the population Exploratory Research • Often uses secondary data • Sources: – Census data and government reports – Trade magazines and reports – Published research reports • A good resource is marketresearch.com • In some cases this can provide all the information a project needs • Always check sources for potential bias Exploratory Research • Primary data Observations Depth interviews Focus groups Projective techniques Descriptive Research • Give us the answers to… – Who? – What? – Where? – When? Descriptive Research • Typically concerned with: – Characterizing customers’ demographics, behavior, and attitudes – Characterizing competitors’ behavior • Often guided by initial hypotheses • Descriptive research designs are much more rigid than exploratory designs Example: Segmentation • MyBestSegments Causal Research • Concerned with determining cause-and-effect relationships • Usually takes the form of experiments • Highly structured designs – Emphasis is on “control” Really? A True Experiment Then: Vs. Test mice: they get the Alzheimer’s drug Control mice: they don’t get the Alzheimer’s drug Vs. Causal Research • Aims to conduct experiments in marketing – Field experiments – Test markets – Lab experiments • Key question: “When have we identified a true causal effect?” – I.e., causal research tells us “why” Key Points • Research Design is the blueprint of your research project • There are three types of research design: exploratory, descriptive, and causal • Projects usually start with exploratory research, followed by either descriptive or causal research Two types of research Qualitative • Seeks an in-depth understanding of behaviors and attitudes using a small sample of consumers • Interested in “qualities” Quantitative • Seeks to measure behaviors and attitudes using statistically valid samples • Interested in “quantities” Qualitative versus Quantitative I believe in the cause I feel less guilty Why do you donate? 29% Tax benefit s I don’t Qualitative: What are the reasons? 5% Why do you donate? 12% 54% Quantitative: The magnitude of the reasons Three kinds of research • Descriptive – Basic purpose: To observe and record behavior – How? Case studies, surveys, or observation – Possible problems • What if you observe a weird sample? • What if you don’t watch the right things, or worse, watch only what you want (confirmation bias)? – Ask the right questions, or the answers you get will be uninformative Three kinds of research • Correlational – Basic purpose: To detect naturally occurring relationships; to see how well one variable predicts another – How? Computing statistical relationships, in surveys, etc. – Ex. Smoking and cancer, etc. – Possible problems • Doesn’t specify cause and effect! – Kids with bigger shoes are smarter? • Also, doesn’t specify cause and effect! The third variable • We know that watching violence on TV and aggression in kids is correlated • But what causes what? Watching violent TV Aggressive behavior Aggressive personality Neglectful parents Watching violent TV Aggressive behavior Watching violent TV Three kinds of research • Experimental – The crème de la crème of consumer behavior research – Basic purpose: To explore cause and effect – How? Manipulate one or more factors; use random assignment; always have a control group • Independent vs. dependent variables—know which is which! – Can be done large- or small-scale, in lab or in field – Possible problems • Sometimes not possible ethically • …or practically What kind of research is this? • Researchers poll people in a bar and find that ratings of the attractiveness of the other sex increase as it nears closing time • What kind of research? • Why might the ratings increase this way? • Can you improve this study, and show their finding in a different way? What kind of research is this? • You spend an afternoon watching people in a park and find that more people like to sit on the grass than on the benches that are provided • What kind of research? • Why should you be careful in interpreting this result? What kind of research is this? • Researchers have some people watch a TV show with commercials, and others watch the same show without commercials, to see if people enjoy the show more or less with the commercials • What kind of research is this? • Any concerns with this set-up? Key Points • There are many ways to look at and think about research designs – Keep in mind what you want to get out of your research—a broad picture, or a detailed picture? – Are you interested in ideas, or numbers and predictions? – What are potential limitations on how you can use your results? Coke versus Pepsi • Coke’s market share had slipped from 60% in the 1940s to less than 24% in 1983 • What was Coke’s response? • Make it sweeter! Introducing New Coke • Coke’s Research Strategy – 2000 interviews in 10 major markets • Storyboards and mock advertisements: Would you try it? Would you switch? Would you be upset? – Focus groups: Mixed results; loyal drinkers were unfavorable toward the idea – Blind taste tests: n = 30,000-40,000 • New versus old Coke: 55% vs. 45% • New versus Pepsi: 54% vs. 46% – Blind taste tests of all together: n = 191,000 • New Coke won! But… • After introducing New Coke on April 23, 1985, they were forced by consumers and bottlers to bring the old formula back just 77 days later • What did Coke do wrong? Good Brands and Good Taste • What’s in a Brand Name? – Brand Name vs. No Name (Blind Taste Tests) 75.3 Wise 21.5 Ruffles 75.5 27.5 Pringles 30.7 4.9 Lays 46.4 21.8 0 20 Branded Blind 40 60 80 • The brand made the chips “crispier,” “less greasy,” “fresher,” and “more flavorful”! Vodka: Taste vs. Brands • The New York Times conducted a blind taste test (Jan. 26, 2005) – Experts predicted premium would be best (e.g., Grey Goose Vodka) – In a blind taste test, the least expensive was the best: Smirnoff McClure et al. (2004) Implication = Brands change our fundamental consumption experience. Branded Coke actually tastes better. • People who like “Coke” with a brand, but not without. • Without brand, brain responds as it would to any tasty substance • With brand, brain responds in regions associated with emotions, self-control, and well-being Three Goals • Validity, Reliability, Representativeness – Validity: Asking the right question • Problem definition and research objectives – Reliability: Receiving the right response • Reducing response error: Methods/questions – Representativeness: Generalizing results • Reducing non-response error: Sampling Two types of validity • Internal validity – Does your independent variable actually influence your dependent variable? – In other words, are you measuring what you think you’re measuring? Two types of validity • External validity – The extent to which your research results can be generalized beyond the specific settings, participants, and materials used in the study to other people, places, and things – In other words, are you measuring something real or broad, or something specific? A third kind • Face validity – Is something valid on its face? • Shouldn’t be the basis for deciding on your materials, but can help narrow them down Reliability • You want to make sure that your data is as free from random error as possible • Test-retest reliability: – Does your test give you the same responses if the same people take it more than once? • Equivalent forms reliability: – Does your test give you similar results as other similar measures? Sampling • Who is going to help you answer your questions? • You can’t ask everybody – Well , sometimes you can: a census • But usually you can’t, so you need to pick a sample Sample Population Sampling • What is the population you’re interested in? • You’ll want to be specific , but not so specific that your sample can’t be found or reproduced – Look to your research objectives – If you’ve thought them through, the target population should be clear Sampling Frame • Once you know the population you’re sampling from, how do you pick the sample? – How many will you choose? Sample Sample Frame Population Sampling Probabilistic Sampling • Random Sampling • Systematic Sampling • Cluster Sampling • Systematic Sampling Nonprobabilistic Sampling • Convenience Sampling • Judgmental Sampling • Snowball Sampling • Quota Sampling What if your sample doesn’t cooperate? • Non-response – What if people say no? What if they don’t answer the phone? – How do you make sure you get enough people? • Self-selection – The people who agree to do your survey may be different from those who don’t Key Points • Remember what you’re asking people to do – Does it match consumers’ experience with the product? – Does the question make sense? Does it ask what you thinking you’re asking? – Will you get the same answer if you ask them again, or in a different way? • Remember who you’re asking it of – Does your sample reflect some of your consumers, or all of them? Summary • There are three types of research we’ll talk about in this course: exploratory, descriptive, and causal – These are similar categories as those used in basic research • There are three issues to be aware of in conducting research: validity, reliability, and representativeness – Keep them in mind as you create your materials – Are you asking what you think you’re asking, are you asking only that, and who are you asking it of?