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    Understanding Market Research ''

 

 

                                                                                                    
 
Glossary of A, B, C

A

Accompanied Shopping is a form of observation study where an interviewer accompanies a respondent (with his or her agreement) as they go shopping.
Achieved Communality a term used in factor analysis that represents the proportion of variance in an original variable accounted for by all the extracted factors. Each original variable will have an achieved communality value in the factor analysis output.
Acquiescence Bias (aka "yea saying" or "friendliness effect") A systematic bias caused by some respondents tending to agree with whatever is presented to them. Such a bias may be caused by either respondents or interviewers being overly friendly during interviews.
Additive Causal Relationship is a type of causal relationship in which the effect of two variables on a third variable is additive (ie one variable does not counteract the effect of the other variable).
Ad Hoc Research is research that is specifically designed to address a particular problem or issue. Ad hoc research is usually conducted when there is insufficient existing information. Ad hoc projects are usually single pieces of research rather than part of a continuous programme.
Affective Component is one of the three components of attitude that is concerned with individuals' emotions or feelings towards an object or idea.
Aggregate is a summary measure made by compounding two or more separate measures, eg national income and price index numbers.
All Commodity Volume (ACV) is the base commonly used in reporting a product's retail distribution. If a product is distributed in only one out of every five stores, it is 20%. However, if the stores that carry the product are the very largest stores that account for 80% of sales, then the ACV is 80%.
Analyse (aka Analysis) is the review of information gained from the responses to questionnaires completed for a study or other data and to arrive at conclusions or to make decisions and recommendations on the subject being studied.
Anchor Label is label used to define an extremity of a measurement scale.
A Posteriori is an approach where a theoretical framework is developed from the research (after it has been conducted).
A Priori is an approach where a theoretical framework is developed before the research is conducted.
Area Sampling is a type of cluster sampling where geographical areas are the clusters.
Association Technique is a form of projective technique where participants are presented with some stimulus material and they are then asked to respond with the first thing that comes to their minds.
Attitude is an individual's learned predisposition to behave in a consistent manner towards an object or idea. There are three components of attitude: (i) a cognitive component - knowledge and beliefs (ii) an affective component - feelings and emotions (iii) a conative component - behaviour (usually measured in terms of likelihood to buy).
Attitude Research (aka Attitude Survey) is a research study to obtain information on how people feel about certain products, ideas or companies.
Attitude Scaling is the development of measurement criteria used to measure individuals' attitudes.
Attribute is a word or phrase to describe a qualitative characteristic of an idea or object under consideration, eg gender is a attribute but age is a variable.
Attribute Analysis is a technique that is designed to develop lists of characteristics, uses or benefits relevant to a particular product category.Audit has two definitions in the context of Marketing Research. A Store Auditis a method of determining the number of product units that have been sold by counting physical units in stores and combining that with a knowledge of the number ordered and stock levels. A second definition is a Project Audit that involves visiting a project site to ensure all project specifications are being met and agreed procedures are being followed.
Average is a general term that is used to represent or summarise the relevant features of a set of values. The arithmetic mean is often used as a measure of average, but the median and the mode can also be used to summarise a set of values.
Awareness is a measure of respondents' knowledge of an object or an idea. There are two main measures of awareness: spontaneous (or unaided) and prompted (or aided) awareness.

B

Back Translation is a validation process where a survey is first translated into another language and then translated back into the original language by a different person. The objective is to ensure that the original translation is accurate.
Balanced Scale is a scale with an equal number of favourable and unfavourable categories.
Base is the required number of interviews to be completed.
Base Line (aka Bench Mark or Pre-wave) is the result of a study conducted to obtain a snapshot or reading of current conditions prior to some change in market conditions or the introduction of some test conditions. The result is then used as a standard for comparison with subsequent studies.
Baysian Analysis is a mathematical procedure based on decision theory that aims to estimate the value of a market research project.
Benefit Segmentation is the dividing of potential consumers into sub-groups according the benefits sought.

Best Light Phenomenon is when respondents bias their answers in a market research project so that they can then appear in the best possible way to those who are looking at the responses.
Bias is a general term referring to the inaccuracy in a research study caused by non-sampling errors.

Biased Question is a question that is phrased or expressed in such a way that it influences the respondent's opinion. Such questions may provide information that leads a respondent to consider the subject in a specific way. Bias may also be introduced through verbal or facial expressions, body language or by paraphrasing the original question.
Biased Sample is a sample that does not contain units in the same proportion as the population of interest.
Bimodal Distribution is a frequency distribution with two modes.
Binomial Test is a statistical test of dichotomous data (where there are two possible outcomes) to check whether the research data is significantly different to what would be expected.
Bipolar Adjectives are two opposing adjectives that define the opposite ends of a scale (such as a semantic differential scale).
Bipolar Scale is a type of scale whose extremities are defined by two opposing adjectives.
Bivariate Analysis is the analysis of a relationship between two variables.
Bivariate Correlation see product moment correlation coefficient.
Bivariate Regression is a procedure for deriving the equation that relates a single metric dependent variable and a single metric independent variable.

Blind Testing is the testing of products with potential consumers where brand names, packaging and other identifying items have been removed.
Blocking Factor is the relevant external variable that is used to group (or block) experimental units into groups so that the experimental group and the control group are matched.
Brand is a product or service to which human beings attach a bundle of tangible (functional product and service characteristics) and intangible (emotional and/or symbolic) meanings that add value. A brand has one strategic purpose and that it to differentiate itself from competitors.
Brand Awareness is a measure or indication of the readiness with which a brand springs to mind.
Brand Equity is a term developed to describe the financial value of a brand to the bottom line profit of a business.
Booster refers to additional interviews involving a particular sub-group of a sample to ensure there are sufficient members of the sub-group in the resulting sample.
Brief (aka Briefing) can have two similar meanings in the context of Marketing Research. A Brief can be a statement (usually in writing) of a business problem that could be alleviated by conducting some marketing research. Briefs are normally written by a client company for a research supplier and they usually have a background and an objectives section. A suggested methodology section can also be included. A Briefing can be a training session prior to starting work on a study in which all specifications and details of the study are reviewed. This is generally followed by practice (or pilot) interviews where they are being used.
Buying Rate (aka Volume per buyer) is the average volume purchased per buyer over the period of an analysis.

C

Call-back (aka Recall Interview) is a repeat telephone/ face-to-face call to a potential respondent to see if they can participate in a survey.
Call Disposition is a tabulation of the outcome of calls made during a computer-aided telephone interview (CATI) survey.
CAGR - Compound Annual Growth Rate is the average annual percentage growth rate over n years. The formula for determining the CAGR % is as follows: (((last value/first value)^(1/n))-1)*100%
Canonical Analysis is an extension of multiple regression analysis that deals with two or more dependent variables.
CAPI is Computer Assisted Personal Interviewing, which is conducted face-to-face, usually via laptop computers. The interviewer is prompted with the question by the computer and the appropriate response codes are keyed in directly according to the respondent's answers. The interviewer is then routed onto the next question depending on previous response. Since the data is entered directly into the computer, analyses can be produced quickly, and with little room for error.
Categorical Scale is a scale that asks respondents to choose from a limited number of alternatives. There are three main types of categorical scales: semantic differential, staple and Likert.
Categorical Variable is a variable that is based on non-numeric/ non-metric data (ie data that cannot be assigned a numeric value (such as colour, gender, brand name, etc.).
CATI is computer-aided telephone interviewing where the responses are keyed directly into a computer and a specifically designed programme manages administration of the interview. The programme checks for invalid responses and will not accept responses outside prescribed limits, hence subsequent editing and keying in of data is avoided. Computer Assisted Telephone Interviewing is conducted via the telephone using the same method as CAPI interviewing. Responses are keying directly into the computer allowing a great number of interviews to be achieved in any given time, having a subsequent effect on cost and numbers achieved.
Causal Relationship is where one can infer that two variables are related in a "cause-effect" way. Three conditions have to be met before a causal relationship can be inferred; there has to be evidence of association (concomitant variation), the dependent variable has to change after the independent variable has changed (temporal ordering) and all other possible causes have to be eliminated.
Causal Research is a type of research that aims to collect data on causal relationships.
CAWI is computer-aided web interviewing, where respondents complete a web site (or HTML) survey and some computer software, presents each question only after the previous question has been completed. Subsequent questions can be tailored to previous question answers, enabling sophisticated routing plans to be used in these surveys. CAWI, unlike CAPI or CATI, is a `self-completion' methodology, and does not involve an interviewer.
Cell refers to a sub-sample of respondents in a research study.
Census is the collection of data from all available units in a population of interest.
Central Limit Theorem is a theorem that states that the sampling distribution curve for sample sizes of 30 and over will be centred on the population parameter value and it will have all the properties of a normal distribution.
Central Location Interviewing is when face-to-face interviews are conducted at one or more specified locations (eg mall intercept interviewing). Typically, respondents are invited to come to a central location, rather than the interview happening at the respondent's residence/ office.
Centroid is the average value of a group of objects in a cluster.
Chat Room is where participants in separate locations are invited to join a virtual group discussion using their PCs and the Internet. The discussion may or may not have a moderator and comments are communicated in writing on members' screens. Participants in the discussion are usually not screened in the same way as for an online discussion group or a moderated e-mail group.Chief Wage Earner is the person in the household who contributes the most to the household's income, whether from salary earned, pensions, state benefits, investments or any other source of income. Where there are two people with the same income, the researcher should specify whom to include in the study.
Chief Shopper is that member of a household who is responsible for the majority of purchasing decisions related to the category under study.
Chi Square Distribution is a skewed distribution whose shape depends on the number of degrees of freedom. As the number of degrees of freedom increases, the distribution becomes more symmetrical.
Chi-square Test is a non-parametric statistical test that compares research data with the expected results from a hypothesis.
Claimed Recall is a measure used in advertising surveys that refers to the proportion of respondents who say ('claim') they saw or heard an advertisement or a particular form of advertising.
Closed-ended Questions provide respondents with a pre-determined list of possible answers.
Cluster Analysis is an analytical technique that arranges research data into mutually exclusive and collectively exhaustive groups (or clusters) where the contents of each cluster are similar to each other, but different to the other clusters in the analysis.
Cluster Sampling is a type of probability sampling where a population of interest is divided into mutually exclusive and collectively exhaustive sub-groups (or clusters) and a sample of clusters is selected. From the selected clusters, a sample of units is drawn.
Clutter Reels are video tapes with a number of TV commercials including the one(s) being tested and they are used to assess a commercial's ability to stand out from the rest.
Code and Tab Plan (aka Tab Plan) is a plan that details the column and row headings in the cross-tabulations that are produced from the data.
Code Book (aka Coding Frame) is a set of instructions regarding the allocation of codes to research data. It helps researchers identify and locate the variables to be used in data analysis.
Code of Conduct (or Ethics) all professional marketing research societies have a code of conduct that details the rights and responsibilities of those involved with marketing and opinion research.
Coding is the process of allocating codes to responses collected during fieldwork, thus facilitating the analysis of data. The act of translating data from one form into a codified form.
Coefficient of Determination (R Squared) is the exact percentage of variation shared by two variables, obtained by squaring the product moment correlation coefficient.
Coefficient of Variation is a measure of variability (or dispersion) of a distribution and it is equal to the standard deviation expressed as a percentage of the mean.
Cognitive Component is one of the three components of attitude that is concerned with individuals' knowledge and beliefs.
Cohort Analysis is a type of multiple cross-sectional design where the population of interest is a cohort whose members have all experienced the same event in the same time period (eg attitudes to savings - pre-cable TV generation vs. post cable TV generation).
Collectively Exhaustive A set of alternatives is collectively exhaustive when they include all possibilities.
Communality in factor analysis is the amount of variance a variable shares with all the other variables being considered. It is the proportion of variance explained by the common factors.
Comparability is the extent to which research results can be meaningfully compared.Comparative Scales are a type of scale where one object is compared with another and a relative measure of preference/ performance is obtained, e.g. do respondents prefer one or another soft drink? Or, do respondents perceive one test formulation to have a stronger fragrance than the other. The main types of comparative scales are: paired comparison, rank order, constant sum and Q sort.
Compensatory Model is a multi-attribute model in which one attribute compensates for another in the overall preference for an object or idea.
Completes Per Hour (CPH) is the number of interviews completed per hour of interviewing. Factors influencing CPH are: accuracy of sample, study incidence, interview length, screener length, co-operation rate and the sampling interval.
Completion Rate is the proportion of qualified respondents who complete the interview.
Completion Technique is a form of projective technique where participants are asked to complete an incomplete situation.
Complex Questions are questions containing words that are unfamiliar to respondents, or comprise of more than one question.
Composite Variable Index is an index that combines a number of separate variables. E.g. education and occupation being used to form one overall measure of social class.
Compositional Approach is an approach to attitude measurement where the overall preference for an object is obtained by summing the evaluative rating of each attribute multiplied by the importance of that attribute.
Conative Component is one of the three components of attitude that is concerned with individuals' tendency to behave in a particular way towards an object or idea. It is usually measured in terms of likelihood to buy.
Concept is a description of a proposed product or service consisting of attributes and benefits.
Concept Board is a board with a written description of a product idea or positioning, often accompanied by an illustration that is shown to respondents.
Concept Statement is a brief written description of a new product or service idea.
Concept Testing is the investigation of potential consumers' reactions to a proposed product or service.
Conclusions are a summary of the research findings.
Conclusive Research involves the use of research to prove or disprove hypotheses.
Concomitant Variation is when two variables occur or vary together. It is one of the conditions that has to be met in order to infer a causal relationship.
Concurrent Validity is the degree to which two different measuring systems produce correlating results. It is often used to determine the validity of new measuring techniques, by comparing them with established techniques.
Conditional Probability
is the probability of a research outcome occurring if a state or condition was to pre-exist.
Confidence Coefficient see confidence level.
Confidence Interval is a range of values, centred on the sample estimate, which is known to contain the true value with a given degree of confidence (usually 95%).
Confidence Level (aka Confidence Coefficient) is a percentage (usually 95%) that reflects the degree of certainty that the true value lies within the confidence interval. It is the minimum probability of not rejecting a true null hypothesis (committing a Type I error) and is equal to one minus the significance level.Confidence Limits are the two values that form each end of a confidence interval.
Confidentiality refers to the act of not divulging information in a research study. There may be two facets to this. First, confidentiality is maintained when study information such as client name, brand name, purpose of the research, concepts and/or products (except as directed by the study instructions) is only provided to those who have a need to know. Confidentiality also refers to maintaining the privacy of information collected from or about any individual respondent.
Confounding Variables see external variables.
Conjoint Analysis (aka Trade Off Analysis) is a research technique that aims to uncover how consumers make complex decisions by assuming the decisions are based on a number of factors considered jointly (hence the name) and they trade off some factors for others. The technique requires participants to choose ("trade-off") a limited number of attributes from a selection, thereby providing an indication of the importance attached to particular attributes.
Consideration Set (aka Evoked Set) is the set of alternatives that potential consumers would consider when buying a product or service.
Consistency Check involves identifying completed questionnaires with data that are out of the permissible range, logically inconsistent or have extreme values. Data that is out of the range of the coding scheme is inadmissible.
Constant Sum Scaling is a type of comparative scale where respondents are asked to allocate a fixed amount (or constant sum) of points, dollars or anything among a set of objects according to a criterion.
Construct is a set of attitudes or values used by consumers.
Consumer is the ultimate user of a product or service.
Consumer Confusion Study is a study that aims to measure the tendency of consumers to confuse the company that makes a particular brand with another company, or to confuse one brand with another.
Consumer Panel (aka Panel) is a group of selected research participants who have agreed to provide pre-designated information at regular specified intervals over an extended period of time. The information may be on purchasing, media consumption or life-style activities. Another type of consumer panel which is also becoming quite common, is a permanent representative sample maintained by a market research agency from which information is obtained on more than one occasion either for continuous research or for ad hoc projects.
Consumer Satisfaction Surveys are studies that aim to determine consumers' opinion of the quality of goods and services offered by a business. They can include qualitative and quantitative research techniques.
Consumer Survey is an investigation of the behaviour, preferences, attitudes or opinions of a target group of consumers.
Contact is an interviewer's interaction with a potential respondent to determine eligibility and willingness for participation in a marketing research study.
Content Analysis is an analysis technique where written material is broken down into meaningful units using carefully designed rules.
Contingency is the difference between an actual frequency and an expected frequency in a table.
Contingency Table (aka Association Matrix) is a cross-tabulation table that contains a cell for every combination of categories of the two variables.
Continuous Data is data from a measurement scale that permits to calculation of intermediate values.
Continuous Panel is a consumer panel that involves participation from the same respondents repeatedly over time. This contrasts with an ad hoc panel, where a pre-recruited group of willing respondents are used as and when they are required.Continuous Rating Scale (aka graphic rating scale) is a type of non-comparative scale that offers respondents a form of continuum (such as a line) on which to provide a rating of an object according to a criterion.
Continuous Research is any research that involves the regular, on-going collection of data, eg consumer panels and advertising tracking data. Usually, it comprises a survey, which is conducted on a regular and frequent basis among parallel samples within the same population, or a survey in which the interviews are spread over a long period of time. Continuous research is undertaken on a regular, continuing basis as opposed to ad hoc surveys or surveys undertaken at specific times.

Contrived Observation is the observation of behaviour in an artificial setting.
Control Cell is a group of respondents that receives the normal (or no) treatment and provides a basis of comparison to the test or experimental group that receives the test or experimental treatment.
Controlled Store Test is a type of research experiment where one group of stores receives a certain treatment (test stores) and another group receives no treatment (control stores). Sales are then measured for each group over an extended period of time to measure the effect of the treatment.
Convenience Sample
is a type of non-probability sample where the units have been selected because they are convenient to sample (may or may not be the optimum sample for the research project).
Convergent Validity is the ability of a measurement scale to correlate (or converge) with other measures of the same variable.
Cookie File is a computer file that is secretly added to the hard disk of someone who visits a web site that sends them. Their purpose is to track web site visitors, however the use of cookies in marketing research is not approved by ESOMAR.
Co-operation Fee see incentive.
Co-operation Rate is the proportion of eligible respondents who, having been contacted, agree to participate in a research study. The length of the interview, the subject matter and the type of person being interviewed impacts the co-operation rate.
Copy Point Recall is an advertising research measure of a respondent's ability to remember a particular message, slogan or theme etc from a commercial.
Copy Testing (aka pre-testing) is a method of determining the degree of understanding, impact, awareness and believability that an ad may generate. Respondents are shown the ad, and then they are questioned about their opinions.
Correlation is the existence of a relationship between two variables (which may or may not be a causal relationship - correlation on its own does not infer causality).
Correlation Coefficient see product moment correlation coefficient.
Correspondence Analysis is a perceptual mapping technique that is based on data where respondents are asked to identify only the attributes that relate to (or correspond with) the subject of the study.
Cost per Interview is determined by dividing the total budget for a project by the number of completed interviews.
Counter-biasing is a technique that is used to increase respondents' willingness to answer questions honestly. Questions are prefaced with statements that attempt to justify an answer that may go against social group norms, eg "recent surveys have indicated that the majority of people have difficulty saving every month".
Covariance is the extent of a relationship between two variables, whereby a change in one variable implies a change in the other.

Covariate is a metric independent variable (ie based on data that can be analysed such as that from an interval or a ratio scale) that may be hypothesized to have a relationship with other variate(s).
Coverage is the proportion (usually expressed as a percentage) of a population of interest that has been exposed to a particular advertisement.
Creative Development Research is a type of qualitative research that is used to formulate advertising. It can work at three stages in the advertising development process (i) Defining the strategy - ie what should the advertising be saying? (ii) Defining the execution - ie how should it be said? (iii) Testing a chosen execution.
Cross-cultural Analysis is the collection and analysis of data from different cultural units (or countries) that compares the findings from different cultural units (or countries).
Cross-sectional Design is a research design that involves the collection of a wide range of information from a sample, but only once.
Cross-tabulation
is a table that shows the frequency and/or percentage of respondents who gave various answers to a question in a survey, and which simultaneously shows these answers for various sub-groups of respondents.
Cross-validation is a test of validity for a regression model that involves using comparable data to check the validity of an original estimation.
Culture is the total sum of learned beliefs, values and customs that serve to regulate the consumer behaviour of members of a particular society.
A, B, C
D, E, F
G, H, I
J, K, L
M, N, O
P, Q, R
S, T, U, V
W, X, Y, Z
 
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