MBA Answers_Marketing Research

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    Question 1. a) Define Marketing Research. Explain the concept with

    nature, scope and principles of importance.

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    Answer

    Marketing research is the function that links the consumer, customer, and public to

    the marketer through information - information used to identify and define marketing

    opportunities and problems; generate, refine, and evaluate marketing actions;

    monitor marketing performance; and improve understanding of marketing as a

    process. Marketing research specifies the information required to address these

    issues, designs the methods for collecting information, manages and implements the

    data collection process, analyzes, and communicates the findings and their

    implications.

    The top Management of every organization needs information in order to introduce

    products and services that create value in the mind of the customer. The perception

    of value is a subjective one, and what customers value this year may be quite

    different from what they value next year. As such, the attributes that create value

    cannot simply be deduced from common knowledge. Rather, data must be collectedand analyzed. The goal of marketing research is to provide the facts and direction

    that managers need to make their more important marketing decisions.

    To maximize the benefit of marketing research, those who use it need to understand

    the research process and its limitations.

    Marketing research is the systematic gathering, recording, and analysis of

    data about issues relating to marketing products and services. The term is

    commonly interchanged with market research; however, expert practitioners

    may wish to draw a distinction, in that market research is concerned

    specifically with markets, while marketing research is concerned specifically

    about marketing processes.

    Marketing research is often partitioned into two sets of categorical pairs, either by

    target market:

    Consumer marketing research, and

    Business-to-business (B2B) marketing research

    Or, alternatively, by methodological approach:

    Qualitative marketing research, and

    Quantitative marketing research

    Marketing research may also be described as the systematic and objective

    identification, collection, analysis, and dissemination of information for the purpose

    of assisting management in decision making related to the identification and solution

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    of problems and opportunities in marketing. The goal of marketing research is to

    identify and assess how changing elements of the marketing mix impacts customer

    behavior.

    The task of marketing research is to provide management with relevant, accurate,

    reliable, valid, and current information. Competitive marketing environment and theever-increasing costs attributed to poor decision making require that marketing

    research provide sound information. Sound decisions are not based on gut feeling,

    intuition, or even pure judgment.

    Marketing managers make numerous strategic and tactical decisions in the process

    of identifying and satisfying customer needs. They make decisions about potential

    opportunities, target market selection, market segmentation, planning and

    implementing marketing programs, marketing performance, and control.

    Marketing research helps the marketing manager link the marketing variables withthe environment and the consumers. It helps remove some of the uncertainty by

    providing relevant information about the marketing variables, environment, and

    consumers. Ongoing marketing research programs provide information on

    controllable and non-controllable factors and consumers; this information enhances

    the effectiveness of decisions made by marketing managers.

    Traditionally, marketing researchers were responsible for providing the relevant

    information and marketing decisions were made by the managers. However, the

    roles are changing and marketing researchers are becoming more involved in

    decision making, whereas marketing managers are becoming more involved with

    research. The role of marketing research in managerial decision making is explained

    further using the framework of the "DECIDE" model:

    D ---- Define the marketing problem

    E ---- Enumerate the controllable and uncontrollable decision factors

    C ---- Collect relevant information

    I ---- Identify the best alternative

    D ---- Develop and implement a marketing plan

    E ---- Evaluate the decision and the decision process

    The DECIDE model conceptualizes managerial decision making as a series of six

    steps. The decision process begins by precisely defining the problem or opportunity,

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    along with the objectives and constraints. Next, the possible decision factors that

    make up the alternative courses of action (controllable factors) and uncertainties

    (uncontrollable factors) are enumerated. Then, relevant information on the

    alternatives and possible outcomes is collected. The next step is to select the best

    alternative based on chosen criteria or measures of success. Then a detailed plan to

    implement the alternative selected is developed and put into effect. Last, the

    outcome of the decision and the decision process itself are evaluated.

    Marketing Research has 3 basic principles or guidelines for generating information

    useful to managers.

    Attend to the timeliness and relevance of research.

    Define research objectives carefully and clearly.

    Do not conduct research to support decisions already made.

    These principles are simple and perhaps even intuitive. Nevertheless, they are crucialto the proper and successful application and marketing research.

    First, marketing research is systematic. Thus systematic planning is required at all

    the stages of the marketing research process. The procedures followed at each stage

    are methodologically sound, well documented, and, as much as possible, planned in

    advance. Marketing research uses the scientific method in that data are collected

    and analyzed to test prior notions or hypotheses.

    Marketing research is objective. It attempts to provide accurate information that

    reflects a true state of affairs. It should be conducted impartially. While research is

    always influenced by the researcher's research philosophy, it should be free from the

    personal or political biases of the researcher or the management. Research which is

    motivated by personal or political gain involves a breach of professional standards.

    Such research is deliberately biased so as to result in predetermined findings. The

    motto of every researcher should be, "Find it and tell it like it is." The objective

    nature of marketing research underscores the importance of ethical considerations,

    which are discussed later in the chapter.

    Marketing research involves the identification, collection, analysis, and dissemination

    of information. Each phase of this process is important. We identify or define the

    marketing research problem or opportunity and then determine what information is

    needed to investigate it., and inferences are drawn. Finally, the findings, implications

    and recommendations are provided in a format that allows the information to be

    used for management decision making and to be acted upon directly. It should be

    emphasized that marketing research is conducted to assist management in decision

    making and is not: a means or an end in itself. The next section elaborates on this

    definition by classifying different types of marketing research.

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    Question 1. (b) - Whats Marketing Research Process? Illustrate youranswer with examples.

    ANSWER -

    Marketing Research is systematic problem analysis, model building and fact

    finding for the purpose of important decision making and control in the marketing of

    goods and services. Marketing Research is a well-planned, systematic process which

    implies that it needs planning at all the stages. It uses scientific methods.

    It attempts to provide accurate authentic information. Marketing Research is

    sometimes defined as the application of scientific method in the solution of

    marketing problems.Marketing Research plays a very significant role in identifying

    the needs of customers and meeting them in best possible way. The main task ofMarketing Research is systematic gathering and analysis of information.

    Marketing Research is essential for strategic market planning and decision making. It

    helps a firm in identifying what are the market opportunities and constraints, in

    developing and implementing market strategies, and in evaluating the effectiveness

    of marketing plans.

    Marketing Research is a growing and widely used business activity as the sellers

    need to know more about their final consumers but are generally widely separated

    from those consumers. Marketing Research is a necessary link between marketing

    decision makers and the markets in which they operate.

    Marketing Research includes various important principles for generating information

    which is useful to managers. These principles relate to the timeliness and importance

    of data, the significance of defining objectives cautiously and clearly, and the need to

    avoid conducting research to support decisions already made

    Marketing Research is of use to the following -

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    1. Producersa. To know about his product potential in the market vis--vis the total

    product;b. New Products;c. Various brands;d. Pricing;

    e. Market Structures and selection of product strategy, etc.

    2. Business and Government - Marketing Research helps businesses andgovernment in focusing attention on the complex nature of problems faced bythem. For example:a. Determination of Gross National Product; Price indices, and per capita

    income;b. Expenditure levels and budgeting;c. Agricultural Pricing;d. The economic policies of Government; and

    e. Operational and planning problems of business and industry.

    3. Market Research Agencies - Marketing Research is being used extensively byprofessionals to help conducting various studies in Marketing Research.

    4. CEOs, Decision Makers, and Managers

    Marketing research process is a set of five - six steps which defines the tasks to

    be accomplished in conducting a marketing research study. These include problem

    definition, developing an approach to problem, research design formulation, field

    work, data preparation and analysis, and report generation and presentation.

    The Stages of Marketing research Process

    Identify specific problems / subjects

    Set certain objectives

    Design questionnaire

    Collect Data

    Analyze and interpret findings

    Report on research findings

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    Step 1: Problem Definition

    The first step in any marketing research project is to define the problem. In defining

    the problem, the researcher should take into account the purpose of the study, therelevant background information, what information is needed, and how it will be used

    in decision making. Problem definition involves discussion with the decision makers,

    interviews with industry experts, analysis of secondary data, and, perhaps, some

    qualitative research, such as focus groups. Once the problem has been precisely

    defined, the research can be designed and conducted properly.

    Step 2: Development of an Approach to the Problem

    Development of an approach to the problem includes formulating an objective or

    theoretical framework, analytical models, research questions, hypotheses, and

    identifying characteristics or factors that can influence the research design. This

    process is guided by discussions with management and industry experts, case

    studies and simulations, analysis of secondary data, qualitative research and

    pragmatic considerations.

    Step 3: Research Design Formulation

    A research design is a framework or blueprint for conducting the marketing research

    project. It details the procedures necessary for obtaining the required information,

    and its purpose is to design a study that will test the hypotheses of interest,

    determine possible answers to the research questions, and provide the information

    needed for decision making. Conducting exploratory research, precisely defining the

    variables, and designing appropriate scales to measure them are also a part of the

    research design. The issue of how the data should be obtained from the respondents

    (for example, by conducting a survey or an experiment) must be addressed. It is also

    necessary to design a questionnaire and a sampling plan to select respondents for

    the study.

    More formally, formulating the research design involves the following steps:

    1. Secondary data analysis2. Qualitative research

    3. Methods of collecting quantitative data (survey, observation, and

    experimentation)

    4. Definition of the information needed

    5. Measurement and scaling procedures

    6. Questionnaire design

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    7. Sampling process and sample size

    8. Plan of data analysis

    Step 4: Field Work or Data Collection

    Data collection involves a field force or staff that operates either in the field, as in thecase of personal interviewing (in-home, mall intercept, or computer-assisted personal

    interviewing), from an office by telephone (telephone or computer-assisted telephone

    interviewing), or through mail (traditional mail and mail panel surveys with pre-

    recruited households). Proper selection, training, supervision, and evaluation of the

    field force help minimize data-collection errors.

    Step 5: Data Preparation and Analysis

    Data preparation includes the editing, coding, transcription, and verification of data.

    Each questionnaire or observation form is inspected, or edited, and, if necessary,corrected. Number or letter codes are assigned to represent each response to each

    question in the questionnaire. The data from the questionnaires are transcribed or

    key-punched on to magnetic tape, or disks or input directly into the computer.

    Verification ensures that the data from the original questionnaires have been

    accurately transcribed, while data analysis, guided by the plan of data analysis, gives

    meaning to the data that have been collected. Univariate techniques are used for

    analyzing data when there is a single measurement of each element or unit in the

    sample, or, if there are several measurements of each element, each RCH variable is

    analyzed in isolation. On the other hand, multivariate techniques are used for

    analyzing data when there are two or more measurements on each element and the

    variables are analyzed simultaneously.

    Step 6: Report Preparation and Presentation

    The entire project should be documented in a written report which addresses the

    specific research questions identified, describes the approach, the research design,

    data collection, and data analysis procedures adopted, and presents the results and

    the major findings. The findings should be presented in a comprehensible format so

    that they can be readily used in the decision making process. In addition, an oral

    presentation should be made to management using tables, figures, and graphs to

    enhance clarity and impact.

    For these reasons, interviews with experts are more useful in conducting marketing

    research for industrial firms and for products of a technical nature, where it is

    relatively easy to identify and approach the experts. This method is also helpful in

    situations where little information is available from other sources, as in the case of

    radically new products.

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    Sources of Data - PrimaryandSecondary

    There are two main sources of data - primary and secondary. P is conducted from

    scratch. It is original and collected to solve the problem in hand. Secondary research,

    also known as desk research, already exists since it has been collected for other

    purposes.

    QUESTION2.(a) - Explain various types of Marketing Research.

    ANSWER -

    Research may be classified into different types for the sake of better understanding

    of the concept. Several bases can be adopted for the classification such as nature of

    data, branch of knowledge, extent of coverage, place of investigation, method

    employed, time frame and so on. Depending upon the BASIS adopted for the

    classification, research may be classified into a class or type. It is possible that a

    piece of research work can be classified remembered that good research uses a

    number of types, methods, & techniques. Hence rigid classification is impossible. The

    following is only an attempt to classify research into different types.

    http://www.marketingteacher.com/lesson-store/lesson-marketing-research-primary.htmlhttp://www.marketingteacher.com/lesson-store/lesson-marketing-research-secondary.htmlhttp://www.marketingteacher.com/lesson-store/lesson-marketing-research-primary.htmlhttp://www.marketingteacher.com/lesson-store/lesson-marketing-research-secondary.htmlhttp://www.marketingteacher.com/lesson-store/lesson-marketing-research-secondary.htmlhttp://www.marketingteacher.com/lesson-store/lesson-marketing-research-primary.htmlhttp://www.marketingteacher.com/lesson-store/lesson-marketing-research-secondary.htmlhttp://www.marketingteacher.com/lesson-store/lesson-marketing-research-primary.html
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    1. According to the Branch of Knowledge - Different Branches of knowledgemay broadly be divided into two:

    a) Life and physical sciences such as Botany, Zoology, Physics and Chemistry.

    b) Social Sciences such as Political Science, Public Administration, Economics,Sociology, commerce and Management.

    Research in these fields is also broadly referred to as life and physical science

    research and social science research. Business education covers both Commerce and

    Management, which are part of Social sciences. Business research is a broad term

    which covers many areas. Business Research, Management, Production, Personnel,

    Finance, Accounting, Marketing, Business Policy, History. The research carried out, in

    these areas, is called management research, production research, personnel

    research, financial management research, accounting research, Marketing research

    etc.

    Management research includes various functions of management such as planning,

    organizing, staffing, communicating, coordinating, motivating, controlling.

    Various motivational theories are the result of research. Production (also called

    manufacturing) research focuses more on materials and equipment rather than on

    human aspects. It covers various aspects such as new and better ways of producing

    goods, inventing new technologies, reducing costs, improving product quality.

    Research in personnel management may range from very simple problems to highly

    complex problems of all types. It is primarily concerned with the human aspects ofthe business such as personnel

    policies, job requirements, job evaluation, recruitment, selection, placement, training

    and development, promotion and transfer, morale and attitudes, wage and salary

    administration, industrial relations. Basic research in this field would be valuable as

    human behaviour affects organizational behaviour and

    productivity. Research in Financial Management includes financial institutions,

    financing instruments (egs. shares, debentures), financial markets (capital market,

    money market, primary market, secondary market), financial services (egs. merchant

    banking, discounting, factoring), financial analysis (e.g.

    investment analysis, ratio analysis, funds flow / cash flow analysis) etc., Accounting

    research though narrow in its scope, but is a highly significant area of business

    management. Accounting information is used as a basis for reports to the

    management, shareholders, investors, tax authorities, regulatory

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    bodies and other interested parties. Areas for accounting research include inventory

    valuation, depreciation accounting, generally accepted accounting principles,

    accounting standards, corporate reporting etc.

    Marketing research deals with product development and distribution problems,

    marketing institutions, marketing policies and practices, consumer behavior,advertising and sales promotion, sales management and after sales service etc.

    Marketing research is one of the very popular areas and also a well established one.

    Marketing research includes market potentials, sales forecasting, product testing,

    sales analysis, market surveys, test marketing, consumer behaviour studies,

    marketing information system etc.

    2) According to the Nature of Data -A simple dichotomous classification of

    research is Quantitative research and Qualitative research / non-quantitative.

    Quantitative research is variables based where as qualitative research is attributesbased. Quantitative research is based on measurement / quantification of the

    phenomenon under study. In other words, it is data based a nd hence more objective

    and more popular. Qualitative research is based on the subjective assessment of

    attributes, motives, opinions, desires, preferences, behaviour etc. Research in such a

    situation is a function of researchers insights and impressions.

    3) According to the Coverage -According to the number of units covered it can

    be Macro study or Micro

    study. Macro study is a study of the whole where as Micro study is a study of the

    part. For example, working capital management in State Road Transport

    Corporations in India is a macro study where as Working Capital Management in

    Andhra Pradesh State Road Transport Corporation is a micro study.

    4) According to Utility or Application - Depending upon the use of research

    results i.e., whether it is contributing to the theory building or problem solving,

    research can be Basic or Applied. Basic research is called pure / theoretical /

    fundamental research. Basic research includes original investigations for the

    advancement of knowledge that does not have specific objectives to answerproblems of sponsoring agencies. Applied research also called Action research,

    constitutes research activities on problems posed by sponsoring agencies for the

    purpose of contributing to the solution of these problems.

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    5) According to the place where it is carried out - Depending upon the place

    where the research is carried out (according to the data generating source), research

    can be classified into:

    a) Field Studies or field experiments

    b) Laboratory studies or Laboratory experimentsc) Library studies or documentary research

    6) According to the Research Methods used - Depending upon the research

    method used for the investigation, it can be classified as:

    a) Survey research,

    b) Observation research ,

    c) Case research,

    d) Experimental research,

    e) Historical research,f) Comparative research.

    7) According to the Time Frame - Depending upon the time period adopted for

    the study, it can be

    a) One time or single time period research - eg. One year or a point of time.

    Most of the sample studies, diagnostic studies are of this type.

    b) Longitudinal research - eg. several years or several time periods ( a time

    series analysis) eg. industrial development during the five year plans in India.

    8) According to the purpose of the Study - What is the purpose/aim/objective of

    the study ? Is it to describe or analyze or evaluate or explore? Accordingly the

    studies are known as.

    a) Descriptive Study: The major purpose of descriptive research is the

    description of a person, situation, institution or an event as it exists. Generally

    fact finding studies are of this type.

    b) Analytical Study: The researcher uses facts or information already available

    and analyses them to make a critical examination of the material. These are

    generally Ex-post facto studies or post-mortem studies.

    c) Evaluation Study: This type of study is generally conducted to examine /

    evaluate the impact of a particular event, eg. Impact of a particular decision

    or a project or an investment.

    d) Exploratory Study: The information known on a particular subject matter is

    little. Hence, a study is conducted to know more about it so as to formulate

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    the problem and procedures of the study. Such a study is called exploratory/

    formulative study.

    This is the most fundamental division of research practices. Primary research refers

    to original or custom research - gathering information from original sources. It is

    usually proprietary to a client and not made available to the marketplace. This type

    of research is our forte at J Arnold & Associates.

    Secondary research involves the compiling of information from existing or published

    sources. These sources can be internal or external. Internal would be your customer

    databases, historical files, etc. External would involve searches for published

    information. Typical sources include newspapers, trade publications, associations,

    industry reports, and of course, the Internet.

    Hybrid ResearchResearchers often use more than one research design. They may start with

    secondary research to get background information, then conduct a focus group

    (qualitative research design) to explore the issues. Finally they might do a full nation-

    wide survey (quantitative research design) in order to devise specific

    recommendations for the client.

    Qualitative and Quantitative Research

    Primary research is basically divided into these two categories. In essence,

    qualitative research addresses emotional issues, while quantitative is based more on

    reason or logic.

    Qualitative research methods strive to understand how people feel or to tap their

    creative juices. Quantitative techniques are applied to generate meaningful metrics

    that clearly define the magnitude of a response. For example, qualitative research

    would uncover how people feel about an issue, whereas quantitative research would

    measure how strongly they feel about it.

    When planning a study or defining its objectives, the consultant must first determine

    which approach is best suited - qualitative or quantitative. Sometimes only one will

    suffice, and other times, both are needed. Once determined, the most appropriate

    methodology needs to be chosen. The most commonly used methods are

    summarized below.

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    Qualitative Methods Quantitative MethodsFocus groups (ideal size 4-6 people) Telephone interviewsMini groups (fewer people or shorter

    duration)

    Self administered mail surveys

    One-on-one in-depth personal interviews Online sources - via email or websitesPaired in-depth interviews Electronic surveys - compliled on diskette

    Advisory panels Real time moment-to-moment

    (primarily for media research)

    Marketing research techniques come in many forms, including:

    Ad Tracking also known as post-testing or ad effectiveness tracking is in-market

    research that monitors a brands performance including brand and advertising

    awareness, product trial and usage, and attitudes about the brand versus their

    competition.

    Today, most ad tracking studies are conducted via the Internet. Some ad tracking

    studies are conducted continuously and others are conducted at specific points in

    time (typically before the advertising appears in market, and then again after the

    advertising has been running for some period of time). The two approaches use

    different types of analyses, although both start by measuring advertising awareness.

    Typically, the respondent is either shown a brief portion of a commercial or a few

    memorable still images from the TV ad. Other media typically are cued using either

    branded or de-branded visual of the ad. Then, respondents answer three significant

    questions.

    1. Do you recognize this ad? (recognition measure)

    2. Please type in the sponsor of this ad. (unaided awareness measure)

    3. Please choose from the following list, the sponsor of this ad. (aided awareness

    measure)

    The continuous tracking design analyzes advertising awareness over time, in relation

    to ad spending; separately, this design tracks brand awareness, and then develops

    indices of effectiveness based on the strength of the correlations between ad

    spending and brand awareness.

    The most popular alternate approach to the continuous tracking design is the

    Communicus System longitudinal design, in which the same people are interviewed

    at two points in time. Changes in brand measures (for example, brand purchasing

    and future purchase intentions) exhibited among those who have seen the

    advertising are compared to the changes in brand measures that occurred among

    those unaware of advertising. By means of this method, the researchers can isolate

    those marketplace changes that were produced by advertising versus those that

    would have occurred without advertising.

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    Advertising Research a specialized form of marketing research conducted to

    improve the efficiency of advertising. According to MarketConscious.com, It may

    focus on a specific ad or campaign, or may be directed at a more general

    understanding of how advertising works or how consumers use the information in

    advertising. It can entail a variety of research approaches, including psychological,

    sociological, economic, and other perspectives.

    Brand equity research - refers to the marketing effects or outcomes that accrue

    to a product with its brand name compared with those that would accrue if the same

    product did not have the brand name. And, at the root of these marketing effects is

    consumers' knowledge. In other words, consumers' knowledge about a brand makes

    manufacturers/advertisers respond differently or adopt appropriately adept

    measures for the marketing of the brand. The study of brand equity is increasingly

    popular as some marketing researchers have concluded that brands are one of the

    most valuable assets that a company has. Brand equity is one of the factors which

    can increase the financial value of a brand to the brand owner, although not the only

    one.

    In the early 2000's in North America, the Ford Motor Company made a strategic

    decision to brand all new or redesigned cars with names starting with "F". This

    aligned with the previous tradition of naming all sport utility vehicles since the Ford

    Explorer with the letter "E". The Toronto Star quoted an analyst who warned that

    changing the name of the well known Windstar to the Freestar would cause confusion

    and discard brand equity built up, while a marketing manager believed that a name

    change would highlight the new redesign. The aging Taurus, which became one of

    the most significant cars in American auto history, would be abandoned in favor of

    three entirely new names, all starting with "F", the Five Hundred, Freestar and

    Fusion. By 2007, the Freestar was discontinued without a replacement. The Five

    Hundred names were thrown out and Taurus was brought back for the nextgeneration of that car in a surprise move by Alan Mulally. "Five Hundred" was

    recognized by less than half of most people, but an overwhelming majority was

    familiar with the "Ford Taurus".

    Brand association research refers to researches on what do consumers

    associate with the brand?

    Brand attribute research refers to researches on what are the key traits that

    describe the brand promise?

    Brand name testing refers to researches on what do consumers feel about thenames of the products?

    The annual list of the worlds most valuable brands, published by Interbrand and

    Business Week, indicates that the market value of companies often consists largely

    of brand equity. Research by McKinsey & Company, a global consulting firm, in 2000

    suggested that strong, well-leveraged brands produce higher returns to shareholders

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    than weaker, narrower brands. Taken together, this means that brands seriously

    impact shareholder value, which ultimately makes branding a CEO responsibility.

    Commercial eye tracking research - examine advertisements, package designs,

    websites, etc by analyzing visual behavior of the consumer. Eye tracking is

    commonly used in a variety of different advertising media. Commercials, print ads,

    online ads and sponsored programs are all conducive to analysis with current eye

    tracking technology. Analyses focus on visibility of a target product or logo in the

    context of a magazine, newspaper, website, or televised event. This allows

    researchers to assess in great detail how often a sample of consumers fixates on the

    target logo, product or ad. In this way, an advertiser can quantify the success of a

    given campaign in terms of actual visual attention.

    Concept testing - to test the acceptance of a concept by target consumers. is the

    process of using quantitative methods and qualitative methods to evaluate consumer

    response to a product idea prior to the introduction of a product to the market. It can

    also be used to generate communication designed to alter consumer attitudes

    toward existing products. These methods involve the evaluation by consumers of

    product concepts having certain rational benefits, such as "a detergent that removes

    stains but is gentle on fabrics," or non-rational benefits, such as "a shampoo that lets

    you be yourself." Such methods are commonly referred to as concept testing and

    have been performed using field surveys, personal interviews and focus groups, in

    combination with various quantitative methods, to generate and evaluate product

    concepts.

    Today, with the advent of the Internet, concept testing has experienced

    resurgence. Armed with the ability to show thousands of respondents images of an

    actual concept, many market researchers, and organizations, have had their faithrestored in this once questionable method. Online survey takers now have the ability

    to view a potential product in a similar manner to how they would view the same

    product in a retail environment. In addition, with online retailing become increasingly

    prominent, many online respondents are also online consumers. Thus, they are able

    to easily place themselves in the mindset of a consumer looking to buy goods or

    services. Since the arrival of these methods, market researchers have been able to

    make better, more accurate, suggestions to their clients regarding the decision to

    move forward, revise, or start over with a product concept. Online Choice Modeling

    for example can produce detailed econometric models of demand for various

    attributes of the new product such as feature, packaging and price.

    Cool hunting - to make observations and predictions in changes of new or existing

    cultural trends in areas such as fashion, music, films, television, youth culture and

    lifestyle. In this they resemble the intuitive fashion magazine editors of the 1960s

    such as Nancy White (Harper's Bazaar 19581971). Cool hunters operate most

    notably in the world of street fashion and design, but their work also blurs into that of

    futurists such as Faith Popcorn. Many web loggers now serve as online cool hunters,

    in a variety of cultural and technological areas.

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    Customer satisfaction research - quantitative or qualitative studies that yields

    an understanding of a customer's of satisfaction with a transaction

    Demand estimation - to determine the approximate level of demand for the

    product

    Distribution channel audits - to assess distributors and retailers attitudestoward a product, brand, or company

    Internet strategic intelligence - searching for customer opinions in the Internet:

    chats, forums, web pages, blogs... where people express freely about their

    experiences with products, becoming strong "opinion formers"

    Marketing effectiveness and analytics - Building models and measuring results

    to determine the effectiveness of individual marketing activities.

    Mystery Consumer or Mystery shopping - is a tool used by market research

    companies to measure quality of retail service or gather specific information aboutproducts and services. Mystery shoppers posing as normal customers perform

    specific taskssuch as purchasing a product, asking questions, registering

    complaints or behaving in a certain way and then provide detailed reports or

    feedback about their experiences.

    Mystery shopping was standard practice by the early 1940s as a way to measure

    employee integrity. Tools used for mystery shopping assessments range from simple

    questionnaires to complete audio and video recordings. Many mystery shopping

    companies are completely administered through the Internet, allowing potential

    mystery shoppers to use the Internet to register for participation, find mystery

    shopping jobs and receive payment.

    The most common venues where mystery shopping is used are retail stores, movie

    theaters, restaurants, fast food chains, banks, gas stations, car dealerships,

    apartments and health clubs, as well as health care facilities. In the UK, mystery

    shopping is increasingly used to provide feedback on customer services provided by

    local authorities and other non-profit organizations, such as housing associations and

    churches.

    Positioning research - how does the target market see the brand relative to

    competitors? - What does the brand stand for?

    Price elasticity testing - to determine how sensitive customers are to pricechanges

    Sales forecasting - to determine the expected level of sales given the level of

    demand. With respect to other factors like Advertising expenditure, sales promotion

    etc.

    Segmentation research - to determine the demographic, psychographic, and

    behavioral characteristics of potential buyers

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    A focus group - is a form of qualitative research in which a group of people are

    asked about their attitude towards a product, service, concept, advertisement, idea,

    or packaging. Questions are asked in an interactive group setting where participants

    are free to talk with other group members.

    The first focus groups were created at the Bureau of Applied Social Research by

    associate director, sociologist Robert K. Merton. The term itself was coined by

    psychologist and marketing expert Ernest Dichter.

    Store audit- to measure the sales of a product or product line at a statistically

    selected store sample in order to determine market share, or to determine whether a

    retail store provides adequate service

    Test marketing - a small-scale product launch used to determine the likely

    acceptance of the product when it is introduced into a wider market. in the field of

    business and marketing, is a geographic region or demographic group used to gauge

    the viability of a product or service in the mass market prior to a wide scale roll-out.

    The criteria used to judge the acceptability of a test market region or group include:

    (1) A population that is demographically similar to the proposed target market; and

    (2) Relative isolation from densely populated media markets so that advertising to

    the test audience can be efficient and economical.

    Viral Marketing Research - refers to marketing research designed to estimate

    the probability that specific communications will be transmitted throughout an

    individuals Social Network. Estimates of Social Networking Potential (SNP) are

    combined with estimates of selling effectiveness to estimate ROI on specific

    combinations of messages and media.

    All of these forms of marketing research can be classified as either problem-

    identification research or as problem-solving research.

    Question 2.(b) - How is Geographic Information System used for Marketing

    Research?

    ANSWER -

    A Geographic Information System (GIS), orGeographical Information System

    is any system that captures, stores, analyzes, manages, and presents data that is

    linked to location. Technically, a GIS is a system that includes mapping software and

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    its application to remote sensing, land surveying, aerial photography, mathematics,

    photogrammetry, geography, and tools that can be implemented with GIS software.

    Still, many refer to "Geographic Information System" as "GIS" even though it doesn't

    cover all tools connected to topology.

    In the strictest sense, the term describes any information system that integrates,

    stores, edits, analyzes, shares, and displays geographic information. In a more

    generic sense, GIS applications are tools that allow users to create interactive

    queries (user-created searches), analyze spatial information, edit data, maps, and

    present the results of all these operations. Geographic Information Science is the

    science underlying the geographic concepts, applications and systems, taught in

    degree and GIS Certificate programs at many universities.

    In the simplest terms, GIS is the merging of cartography and database technology.

    Consumer users would likely be familiar with applications for finding driving

    directions, like a GPS program on their hand-held device. GPS (Global Positioning

    System) is the real-time location component that uses satellites to show your current

    position, "where am I now" on your device. GPS technology is discussed in more

    detail later in this article.

    The value of location as a business measure is fast becoming an important

    consideration for organizations. GIS (Geographical Information Systems), with its

    capability to manage, display, analyze business information spatially, is emerging as

    a powerful location intelligence tool. In the US, Starbucks, Blockbuster, Hyundai, and

    thousands of other businesses use census data and GIS software to help them

    understand what types of people buy their products and services, and how to better

    market to these consumers. For example, McDonalds in Japan uses a GIS system to

    overlay demographic information on maps to help identify promising new store sites.

    More than 80% of organization data are location-related locations where

    transactions are done, where retailers are found, and where the customers are to

    buy their products. Recently, there has been a growing interest in the business

    community to use GIS to enhance decision making processes at both strategic and

    operational levels. It can be used for marketing research or to identify locations for

    new outlets -- what we call site selection. It can even be used for sales territory

    planning, meaning that a business will know how to deploy its sales staff so they

    dont overlap with each others territories. GIS can also help optimize their

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    catchment area. Understanding location is even more important when businesses

    go into new location such as China and Vietnam.

    In Shanghai, there was recently a project to carry out a market research study using

    GIS. The client, a retailer, had previously engaged a market research company to

    study how the market in Shanghai operates. The director wanted to know where

    exactly the relevant channel stores that would help distribute their products were

    located, so they could then decide on how many to start building relationships with.

    The study identified mama stores and other possible channels of product

    distribution and how they performed. This is a classical way of doing market

    research. They now have a better idea of where the hot spots are located, and can

    focus their resources on the high concentration areas. They can also prioritize in the

    sense that they can find out the locations of the top 10% sales volume stores. If they

    have limited resources, they can zoom in on these stores or areas first.

    The use of GIS in business has greatly enhanced the efficiency in a number of areas,

    especially marketing research. Examples of the use of GIS in business include:

    locating potential competitors, mapping market thresholds for retailers, providing

    computerized hazard information classifications, aiding risk management decisions in

    insurance companies, and enabling real estate agents to handle property data more

    efficiently. Delivery services also utilize GIS in aspects such as navigation &

    monitoring of their fleets, routing optimization for shipping and deliveries, geocoding

    address matching, and location searches. Typical data input into this category

    include road networks, street addresses, business profiles, and socioeconomic

    profiles.

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    QUESTION 3.(a) - Define and explain Data Collection with its types andmethods.

    ANSWER -

    Data collection is a term used to describe a process of preparing and collecting

    data - for example as part of a process improvement or similar project. The purpose

    of data collection is to obtain information to keep on record, to make decisions about

    important issues, to pass information on to others. Primarily, data is collected to

    provide information regarding a specific topic.

    Data Collection in Marketing Research is a detailed process in which a planned

    search for all relevant data is made by researcher.

    Types of Data

    1. Primary Data- Primary data is the data which is collected first hand specially

    for the purpose of study. It is collected for addressing the problem at hand.

    Thus, primary data is original data collected by researcher first hand.

    2. Secondary data- Secondary data is the data that have been already

    collected by and readily available from other sources. Such data are cheaper

    and more quickly obtainable than the primary data and also may be available

    when primary data can not be obtained at all.

    Data Collection Methods

    1. Qualitative Research- Qualitative Research is generally undertaken todevelop an initial understanding of the problem. It is non statistical in nature.

    It uses an inductive method, that is, data relevant to some topics are

    collected and grouped into appropriate meaningful categories. The

    explanations are emerged from the data itself. It is used in exploratory

    research design and descriptive research also. Qualitative data comes into a

    variety of forms like interview transcripts; documents, diaries and notes made

    while observing. There are two main methods for collecting Qualitative data

    a. Direct Collection Method-When the data is collected directly, it makes use of

    disguised method. Purpose of data collection is not known. This method

    makes use of-i. Focus Groups

    ii. Depth Interview

    iii. Case Study

    b. Indirect Collection-Method

    i. Projective Techniques

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    2. Quantitative Research- Quantitative Research quantifies the data and

    generalizes the results from the sample to the population. In Quantitative

    Research, data can be colleted by two methods

    a. Survey Methodb. Observation Method

    Data collection usually takes place early on in an improvement project, and is often

    formalized through a data collection Plan which often contains the following activity.

    a. Pre collection activity Agree goals, target data, definitions, methods

    b. Collection data collection

    c. Present Findings usually involves some form of sorting analysis and/or

    presentation.

    Prior to any data collection, pre-collection activity is one of the most crucial steps in

    the process. It is often discovered too late that the value of their interview

    information is discounted as a consequence of poor sampling of both questions and

    informants and poor elicitation techniques. After pre-collection activity is fully

    completed, data collection in the field, whether by interviewing or other methods,

    can be carried out in a structured, systematic and scientific way.

    A formal data collection process is necessary as it ensures that data gathered is both

    defined and accurate and that subsequent decisions based on arguments embodied

    in the findings are valid. The process provides both a baseline from which to measure

    from and in certain cases a target on what to improve.

    Data collection is a way of gathering information for use in various studies or decisionmaking situations. Depending on the required outcome or information needed

    methods of data collection can vary and even be combined to achieve needed

    results. All data collection methods boil down to five basic types:

    Registration

    Questionnaires

    Interviews

    Direct Observations

    Reporting

    Each method of data collection has its uses, advantages and disadvantages. Mostoften using more than one method of data collection will gain better results.

    Registration - Registration is a data collection method mainly used to gather

    information about a certain group or demographic population. This method is

    primarily used in the following ways:

    Drivers licenses

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    Welfare programs

    School programs

    Voter records

    Questionnaires - This type of data collection method is one of the inexpensive ways

    to gain information. Most of the information gathered is from co-operative and highlyliterate people such as college graduates or people in professional fields. Many times

    questionnaires will be used by service providers to gain needed information. Such

    providers would include:

    Medical Surveys

    Insurance Applications

    Higher paying job applications

    Scientific Research

    Interviews - Interviews are more expensive than questionnaires as a method of

    data collection because of the labor involved. The tradeoff is that an interview cancontain more complex questions. Interviews are more useful with lower literacy rates

    and less co-operative participants. The following fields tend to use the interview

    method of data collection as a main resource.

    Government agencies such as the IRS or Welfare Department

    Census takers

    Law enforcement

    Direct Observation- This type of data collection method is the most accurate way

    of gathering information, and can be the most cost effective over a long time frame.

    This method is mainly used in institutional and professional settings such as:

    Medical analysis

    Corrections Facilities

    Psychology and Sociology clinical settings

    Indirect research

    Reporting - Reporting is a direct opposite to the interview and questionnaire where

    the study group is required to provide information without being asked specific

    questions. This type of data collection method is most frequently used for:

    Tracking parolees and ex-offenders Government tracking and analysis of community needs

    Field teams gathering information using other methods

    Data analysis depends on the method of data collection used. While some analysis

    will be simple statistics, other analysis will be far more complex depending on the

    information and combination of data collection methods used.

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    The data collection process can be relatively simple depending on the type of data

    collection tools required and used during the research. Data collection tools are

    instruments used to collect information for performance assessments, self-

    evaluations, and external evaluations. The data collection tools need to be strong

    enough to support what the evaluations find during research. Here are a few

    examples of data collection tools used within three main categories.

    There are 3 main tools for data collection as follows:

    Secondary Participation

    Data collection tools involving secondary participation require no direct contact to

    gather information. Examples of secondary data collection tools would include:

    Postal mail

    Electronic mail

    Telephone

    Web-based surveys

    These data collection tools do not allow the researcher to truly gauge the accuracy of

    the information given by the participants who responded.

    In-Person Observations

    Data collection tools used in personal contact observations are used when there is

    face to face contact with the participants. Some examples of this type of data

    collection tool would include:

    In-person surveys used to gain general answers to basic questions Direct or participatory observations where the researcher is directly involved with

    the study group

    Interviews used to gain more in depth answers to complex questions

    Focus groups where certain sample groups are asked their opinion about a certain

    subject or theory

    These data collection tools not only allow for a true measurement of accuracy but

    also let the researcher obtain any unspoken observations about the participants

    while conducting research.

    Case Studies and Content Analysis

    Case studies and content analysis are data collection tools which are based upon pre-

    existing research or a search of recorded information which may be useful to the

    researcher in gaining the required information which fills in the blanks not found with

    the other two types during the data collectionprocess. Some examples of this type of

    data collection tool would include:

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    Expert opinions leaders in the field of study

    Case studies previous findings of other researchers

    Literature searches research articles and papers

    Content analysis of both internal and external records documents created from

    internal origin or other documents citing occurrences within the research group

    These three data collection tools are the primary sources for gaining information

    during research. The most effective being the In-Person Observations with the use of

    Case Studies and analysis for verification resources. While each type of data

    collection tool can be used alone, most often they are used in either combination or

    conjunction with each other in various ways.

    Other main types of collection include census, sample survey, and administrative by-

    product and each with their respective advantages and disadvantages. A census

    refers to data collection about everyone or everything in a group or population and

    has advantages, such as accuracy and detail and disadvantages, such as cost and

    time. A sample survey is a data collection method that includes only part of the total

    population and has advantages, such as cost and time and disadvantages, such as

    accuracy and detail. Administrative by-product data is collected as a byproduct of an

    organizations day-to-day operations and has advantages, such as accuracy, time

    simplicity and disadvantages, such as no flexibility and lack of control.

    There are multiple ways to collect information to answer most questions. The ideal

    situation would be to collect from more than one source and/or to collect more than

    one type of information. The selection of a

    method for collecting information must balance several concerns including:

    resources available, credibility, analysis and reporting resources, and the skill of the

    evaluator. Examples of different data collection methods are given below.

    Behavior Observation Checklist: a list of behaviors or actions among participants

    being observed. A tally is kept for each behavior or action observed.

    Knowledge Tests: information about what a person already knows or has learned.

    Opinion Surveys: an assessment of how a person or group feels about a particular

    issue.

    Performance tests: testing the ability to perform or master a particular skill.

    Delphi Technique: a method of survey research that requires surveying the same

    group of respondents repeatedly on the same issue in order to reach a consensus.

    Q-sorts: a rank order procedure for sorting groups of objects. Participants sort cards

    that represent a particular topic into different piles that represent points along a

    continuum.

    Self-Ratings: a method used by participants to rank their own performance,

    knowledge, or attitudes.

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    Questionnaire: a group of questions that people respond to verbally or in writing.

    Time Series: measuring a single variable consistently over time, i.e. daily, weekly,

    monthly, annually.

    Case Studies: experiences and characteristics of selected person involved with a

    project.Individual Interviews: individuals responses, opinions, and views.

    Group Interviews: small groups responses, opinions, and views.

    Wear and Tear: measuring the apparent wear or accumulation on physical objects,

    such as a display or exhibit.

    Physical Evidence: residues or other physical by-products are observed.

    Panels, Hearings: opinions and ideas.

    Records: information from records, files, or receipts.

    Logs, Journals: a persons behavior and reactions recorded as a narrative.

    Simulations: a persons behavior in simulated settings.Advisory, Advocate Teams: ideas and viewpoints of selected persons.

    Judicial Review: evidence about activities is weighed and assessed by a jury of

    professionals.

    Below are some issues to remember when choosing a data collection

    method.

    Availability: We may have information already available to you that can help

    answer some questions or guide the development of new guidelines. Review

    information in prior records, reports, and summaries.

    Need for Training or Expert Assistance: Some information collection methods

    will require special skill on the part of the evaluator, or perhaps staff will need to be

    trained to assist with the evaluation.

    Pilot Testing: You will need to test the information collection instrument or process

    you design, no matter the form or structure. You will need to plan time for this step

    and for any revisions that may result from

    this testing.

    Interruption Potential: The more disruptive an evaluation is to the routine of the

    project, the more likely that it will be unreliable or possibly sabotaged by those who

    feel they have more important things to do.

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    Protocol Needs: In many situations, you need to obtain appropriate permission or

    clearance to collect information from people or other sources. You will have to allow

    time to work through the proper

    channels.

    Reactivity: You do not want how you ask something to alter the response you willget. Reactivity may also be a concern if your presence during data collection may

    possibly alter the results. For example, if you

    as a supervisor are administering an opinion survey about a specific project, the

    responses your employees give may be influenced by their desire to please you as

    their supervisor, rather than based on their true

    feelings.

    Bias: Bias means to be prejudiced in opinion or judgment. Bias can enter the

    evaluation process in a variety of ways. For example, if you use a self-selected

    sample (when a person decides to participate in a study, rather than being pickedrandomly by the researcher), how might these respondents be different from the

    people that chose not to participate?

    Reliability: Will the evaluation process you have designed consistently measure

    what you want it to measure? If you use multiple interviews, settings, or observers,

    will they consistently measure the same thing each time? If you design an

    instrument, will people interpret your questions the same way each time?

    Validity: Will the information collection methods you have designed produce

    information that measures what you say you are measuring? Be sure that the

    information you collect is relevant to the evaluation questions.

    Question 3. (b) - What is the significance of measurement instruments and

    sampling in data collection?

    ANSWER -

    Sample is a finite part of a statistical population whose properties are studied to gain

    information about the whole (Webster, 1985). When dealing with people, it can be

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    defined as a set of respondents (people) selected from a larger population for the

    purpose of a survey.

    A population is a group of individuals, persons, objects, or items from which samples

    are taken for measurement for example a population of presidents or professors,

    books or students.

    Sampling is the act, process, or technique of selecting a unit / suitable sample

    /representative part of a population of interest so that by studying the

    sample we may fairly generalize our results back to the population from

    which they were chosen.

    There would be no need for statistical theory if a census rather than a sample was

    always used to obtain information about populations. But a census may not be

    practical and is almost never economical. There are six main reasons for samplinginstead of doing a census. These are - Economy, Timeliness, The large size of many

    populations, Inaccessibility of some of the population, Destructiveness of the

    observation and accuracy.

    The desirability of a sampling procedure depends on both its vulnerability to error

    and its cost. However, economy and reliability are competing ends, because, to

    reduce error often requires an increased expenditure of resources. Of the two types

    of statistical errors, only sampling error can be controlled by exercising care in

    determining the method for choosing the sample. The chance component

    (sometimes called random error) exists no matter how carefully the selectionprocedures are implemented, and the only way to minimize chance sampling errors

    is to select a sufficiently large sample. Sampling bias on the other hand may be

    minimized by the wise choice of a sampling procedure.

    Measurement is the process observing and recording the observations that are

    collected as part of a research effort. There are two major issues that will be

    considered here.

    In most social research the data analysis involves three major steps, done in roughlythis order:

    Cleaning and organizing the data for analysis (Data Preparation)

    Describing the data (Descriptive Statistics)

    Testing Hypotheses and Models (Inferential Statistics)

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    Data Preparation involves checking or logging the data in; checking the data for

    accuracy; entering the data into the computer; transforming the data; and

    developing and documenting a database structure that integrates the various

    measures.

    Descriptive Statistics are used to describe the basic features of the data in a study.

    They provide simple summaries about the sample and the measures. Together with

    simple graphics analysis, they form the basis of virtually every quantitative analysis

    of data. With descriptive statistics you are simply describing what is, what the data

    shows.

    Inferential Statistics investigate questions, models and hypotheses. In many cases,

    the conclusions from inferential statistics extend beyond the immediate data alone.

    For instance, we use inferential statistics to try to infer from the sample data what

    the population thinks. Or, we use inferential statistics to make judgments of the

    probability that an observed difference between groups is a dependable one or one

    that might have happened by chance in this study. Thus, we use inferential statistics

    to make inferences from our data to more general conditions; we use descriptive

    statistics simply to describe what's going on in our data.

    In most research studies, the analysis section follows these three phases of analysis.

    Descriptions of how the data were prepared tend to be brief and to focus on only the

    more unique aspects to your study, such as specific data transformations that are

    performed. The descriptive statistics that you actually look at can be voluminous. In

    most write-ups, these are carefully selected and organized into summary tables and

    graphs that only show the most relevant or important information. Usually, the

    researcher links each of the inferential analyses to specific research questions or

    hypotheses that were raised in the introduction, or notes any models that were

    tested that emerged as part of the analysis. In most analysis write-ups it's especially

    critical to not "miss the forest for the trees." If you present too much detail, the

    reader may not be able to follow the central line of the results. Often extensive

    analysis details are appropriately relegated to appendices, reserving only the mostcritical analysis summaries for the body of the report itself.

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    QUESTION 5.(a) Define Data Analysis. How is an initial analysis of data

    conducted?

    ANSWER

    Data analysis is a process of inspecting, cleaning, transforming, and modeling data

    with the goal of highlighting useful information, suggesting conclusions, and

    supporting decision making. Data analysis has multiple facets and approaches,

    encompassing diverse techniques under a variety of names, in different business,

    science, and social science domains.

    Data analysis is a practice in which raw data is ordered and organized so that useful

    information can be extracted from it. The process of organizing and thinking about

    data is key to understanding what the data does and does not contain. There are a

    variety of ways in which people can approach data analysis, and it is notoriously easy

    to manipulate data during the analysis phase to push certain conclusions or agendas.

    For this reason, it is important to pay attention when data analysis is presented, and

    to think critically about the data and the conclusions which were drawn.

    Raw data can take a variety of forms, including measurements, survey responses,

    and observations. In its raw form, this information can be incredibly useful, but also

    overwhelming. Over the course of the data analysis process, the raw data is ordered

    in a way which will be useful. For example, survey results may be tallied, so that

    people can see at a glance how many people answered the survey, and how people

    responded to specific questions.

    In the course of organizing the data, trends often emerge, and these trends can be

    highlighted in the write-up of the data to ensure that readers take note. In a casual

    survey of ice cream preferences, for example, more women than men might express

    a fondness forchocolate, and this could be a point of interest for the researcher.

    Modeling the data with the use of mathematics and other tools can sometimes

    exaggerate such points of interest in the data, making them easier for the researcher

    to see.

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    Charts, graphs, and textual write-ups of data are all forms of data analysis. These

    methods are designed to refine and distill the data so that readers can glean

    interesting information without needing to sort through all of the data on their own.

    Summarizing data is often critical to supporting arguments made with that data, as is

    presenting the data in a clear and understandable way. The raw data may also beincluded in the form of an appendixso that people can look up specifics for

    themselves

    When people encounter summarized data and conclusions, they should view them

    critically. Asking where the data is from is important, as is asking about the sampling

    method used to collect the data, and the size of the sample. If the source of the data

    appears to have a conflict of interestwith the type of data being gathered, this can

    call the results into question. Likewise, data gathered from a small sample or a

    sample which is not truly random may be of questionable utility. Reputableresearchers will always provide information about the data gathering techniques

    used, the source of funding, and the point of the data collection in the beginning of

    the analysis so that readers can think about this information while they review the

    analysis.

    Initial data analysis

    The most important distinction between the initial data analysis phase and the main

    analysis phase, is that during initial data analysis one refrains from any analysis that

    are aimed at answering the original research question. The initial data analysis phase

    is guided by the following four questions:

    Quality of data

    The quality of the data should be checked as early as possible. Data quality can be

    assessed in several ways, using different types of analyses: frequency counts,

    descriptive statistics (mean, standard deviation, and median), normality (skew ness,

    kurtosis, frequency histograms, normal probability plots), associations (correlations,

    scatter plots).

    Other initial data quality checks are:

    Checks on data cleaning: have decisions influenced the distribution of the

    variables? The distribution of the variables before data cleaning is compared to the

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    distribution of the variables after data cleaning to see whether data cleaning has had

    unwanted effects on the data.

    Analysis ofmissing observations: are there many missing values, and are the

    values missing at random? The missing observations in the data are analyzed to see

    whether more than 25% of the values are missing, whether they are missing at

    random (MAR), and whether some form ofimputation (statistics) is needed.

    Analysis ofextreme observations: outlying observations in the data are analyzed to

    see if they seem to disturb the distribution.

    Comparison and correction of differences in coding schemes: variables are

    compared with coding schemes of variables external to the data set, and possiblycorrected if coding schemes are not comparable.

    The choice of analyses to assess the data quality during the initial data analysis

    phase depends on the analyses that will be conducted in the main analysis phase.

    Quality of measurements

    The quality of the measurement instruments should only be checked during the

    initial data analysis phase when this is not the focus or research question of the

    study. One should check whether structure of measurement instruments corresponds

    to structure reported in the literature.

    There are two ways to assess measurement quality:

    Confirmatory factor analysis

    Analysis of homogeneity (internal consistency), which gives an indication of the

    reliabilityof a measurement instrument, i.e., whether all items fit into a uni-

    dimensional scale. During this analysis, one inspects the variances of the items and

    the scales, the Cronbach's of the scales, and the change in the Cronbach's alpha

    when an item would be deleted from a scale.

    http://en.wikipedia.org/wiki/Missing_datahttp://en.wikipedia.org/wiki/MARhttp://en.wikipedia.org/wiki/Imputation_(statistics)http://en.wikipedia.org/wiki/Outlierhttp://en.wikipedia.org/wiki/Measuring_instrumenthttp://en.wikipedia.org/wiki/Internal_consistencyhttp://en.wikipedia.org/wiki/Reliability_(statistics)http://en.wikipedia.org/wiki/Cronbach's_alphahttp://en.wikipedia.org/wiki/Missing_datahttp://en.wikipedia.org/wiki/MARhttp://en.wikipedia.org/wiki/Imputation_(statistics)http://en.wikipedia.org/wiki/Outlierhttp://en.wikipedia.org/wiki/Measuring_instrumenthttp://en.wikipedia.org/wiki/Internal_consistencyhttp://en.wikipedia.org/wiki/Reliability_(statistics)http://en.wikipedia.org/wiki/Cronbach's_alpha
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    Initial transformations

    After assessing the quality of the data and of the measurements, one might decide to

    impute missing data, or to perform initial transformations of one or more variables,

    although this can also be done during the main analysis phase.

    Possible transformations of variables are:

    Square root transformation (if the distribution differs moderately from normal)

    Log-transformation (if the distribution differs substantially from normal)

    Inverse transformation (if the distribution differs severely from normal)

    Make categorical (ordinal / dichotomous) (if the distribution differs severely from

    normal, and no transformations help)

    Did the implementation of the study fulfill the intentions of the research

    design?

    One should check the success of the randomization procedure, for instance by

    checking whether background and substantive variables are equally distributed

    within and across groups.If the study did not need and/or use a randomization

    procedure, one should check the success of the non-random sampling, or instance by

    checking whether all subgroups of the population of interest are represented in

    sample.

    Other possible data distortions that should be checked are:

    dropout(this should be identified during the initial data analysis phase)

    Item nonresponse (whether this is random or not should be assessed during the

    initial data analysis phase)

    Treatment quality (using manipulation checks).

    Characteristics of data sample

    In any report or article, the structure of the sample must be accurately described. It

    is especially important to exactly determine the structure of the sample (and

    specifically the size of the subgroups) when subgroup analyses will be performed

    during the main analysis phase.

    The characteristics of the data sample can be assessed by looking at:

    http://en.wikipedia.org/wiki/Randomizationhttp://en.wikipedia.org/wiki/Dropouthttp://en.wikipedia.org/wiki/Response_ratehttp://en.wikipedia.org/w/index.php?title=Manipulation_check&action=edit&redlink=1http://en.wikipedia.org/wiki/Randomizationhttp://en.wikipedia.org/wiki/Dropouthttp://en.wikipedia.org/wiki/Response_ratehttp://en.wikipedia.org/w/index.php?title=Manipulation_check&action=edit&redlink=1
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    Basic statistics of important variables

    Scatter plots

    Correlations

    Cross-tabulations

    Final stage of the initial data analysis

    During the final stage, the findings of the initial data analysis are documented, and

    necessary, preferable, and possible corrective actions are taken. Also, the original

    plan for the main data analyses can and should be specified in more detail and/or

    rewritten.

    In order to do this, several decisions about the main data analyses can and should be

    made:In the case of non-normals: should one transform variables; make variables

    categorical (ordinal/dichotomous); adapt the analysis method?

    In the case ofmissing data: should one neglect or impute the missing data; which

    imputation technique should be used?

    In the case ofoutliers: should one use robust analysis techniques?

    In case items do not fit the scale: should one adapt the measurement instrument

    by omitting items, or rather ensure comparability with other (uses of the)

    measurement instrument(s)?

    In the case of (too) small subgroups: should one drop the hypothesis about inter-

    group differences, or use small sample techniques, like exact tests or bootstrapping?

    In case the randomizationprocedure seems to be defective: can and should one

    calculatepropensity scores and include them as covariates in the main analyses?

    Question 5. (b) - What is the importance of Tabulation in Marketing

    Research?

    ANSWER -

    Social research involves many weird and wonderful methods over which debate,

    often bitter, rages continuously. However, at some

    stage even the most virulently anti-positivist and anti-empiricist will need to be able

    to name, sort and count things, or to read, understand or even act on, reports

    based on things which have been named, sorted and counted. Perhaps the easiest

    way of explaining one of the most basic skills in statistics is to try to make sense of

    raw data through a process of naming, sorting and counting. For instance,

    http://en.wikipedia.org/wiki/Normal_distributionhttp://en.wikipedia.org/wiki/Data_transformation_(statistics)http://en.wikipedia.org/wiki/Missing_datahttp://en.wikipedia.org/wiki/Outlierhttp://en.wikipedia.org/wiki/Randomizationhttp://en.wikipedia.org/wiki/Propensity_scorehttp://en.wikipedia.org/wiki/Normal_distributionhttp://en.wikipedia.org/wiki/Data_transformation_(statistics)http://en.wikipedia.org/wiki/Missing_datahttp://en.wikipedia.org/wiki/Outlierhttp://en.wikipedia.org/wiki/Randomizationhttp://en.wikipedia.org/wiki/Propensity_score
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    take the following data relating to 20 sixth form students. Information is provided on

    their sex and on their intentions towards higher education.

    Student Sex Higher Education?

    1 Male Yes

    2 Male No

    3 Female Yes

    4 Female No

    5 Female No

    6 Male No

    7 Female No

    8 Male No

    9 Female No

    10 Female Yes11 Male Yes

    12 Male No

    13 Male Yes

    14 Female No

    15 Male Yes

    16 Male No

    17 Female No

    18 Female No

    19 Male No

    20 Male No

    It is not easy to tell from these data how many males and females there are, let

    alone make any meaningful statement about the relationship between sex and plans

    for higher education. What can we do to make them easier to understand?

    The first thing we need to do is to sort them into some kind of order. We can do this

    by arranging all the males in one group and the females in another, or we can do it

    by sorting all those with H.E. Plans into one group and the rest into another.

    Thus by sex:

    Female Yes

    Female No

    Female No

    Female No

    Female No

    Female No

    Female Yes

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    Female No

    Female No Total Females = 9

    Male Yes

    Male No

    Male Yes

    Male NoMale Yes

    Male No

    Male Yes

    Male No

    Male No

    Male No

    Male No Total Males = 11

    ...and by college plans:

    Male No

    Female No

    Male NoFemale No

    Male No

    Female No

    Male No

    Female No

    Male No

    Male No

    Female No

    Female No

    Male No

    Female No Total with no college plans = 14

    Male Yes

    Male Yes

    Female Yes

    Male Yes

    Female Yes

    Male Yes Total with college plans = 6

    If we want to look at both distributions together we can sort on both variables to

    yield:

    By sex and college plans:

    Female NoFemale No

    Female No

    Female No

    Female No

    Female No

    Female No Total females with no college plans = 7

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    Female Yes

    Female Yes Total females with college plans = 2

    Male No

    Male No

    Male No

    Male NoMale No

    Male No

    Male No Total males with no college plans = 7

    Male Yes

    Male Yes

    Male Yes

    Male Yes Total males with college plans = 4

    These data can be summarized by tabulating one variable at a time in frequencydistributions.

    Sex: Female 9 45%Male 11 55%

    -----------Total 20 100%

    College:No 14 70%Yes 6 30%

    -----------Total 20 100%

    If we want to summarize data from both variables at the same timewe need to construct a contingency table. We do this by constructing a blank table

    with the same number of rows as there are categories in one of the variables, and

    the same numbers of columns as there are categories in the other. Let us take Sex"

    as the column variable and "College plans" as the row variable. In this case both

    variables have only two categories, and so the table will have 2 rows and 2 columns,

    and therefore 4 cells.

    Sex Male Female

    -----------------------------

    I I I

    No I I I

    I I I

    College -----------------------------

    I I I

    Yes I I I

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    I I I

    -----------------------------

    These four cells form the body of the table into which we can now enter the counts

    from the list sorted on both variables at once. At the same time we enter outside the

    table the row-totals and column-totals from the original frequency distributions

    for each variable and the grand total for the number of cases in the whole table.

    Thus:

    Sex

    (Raw data) Male Female Row Total

    -----------------------------

    I I INo I 7 I 7 I 14

    I I ICollege -----------------------------

    I I IYes I 4 I 2 I 6

    I I I-----------------------------

    Column total 11 9 20

    This is at least a little easier to interpret than the original sorted lists, but it is still

    difficult to answer a question as to whether males are more likely to want to go

    college than are females, or vice versa. To answer this question we need to ask not,

    How many?", but, "What proportion?" Of each sex have college plans. One

    further operation is now necessary - to standardize the data by converting the raw

    counts for each sex into percentages - to enable direct comparison between sexes.

    Sex

    (% data)

    Male Female Row Total

    -----------------------------

    I I I

    No I 63.6 I 77.8 I 70.0

    College -----------------------------

    I I I

    Yes I 36.4 I 22.2 I 30.0

    -----------------------------

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    Column total 100.0 100.0 100.0

    (Base for %) (11) (9) (20)

    From this table we can now state that female sixth-formers are less likely to have

    plans for Higher Education. From the above example we can state the importance of

    tabulation in Market Research.

    Everysocial research question has its own purpose and value. No single way oftabulating market research data is correct for every type of market researchquestion. It takes knowledge and experience to understand the most effectiveapproach for tabulating each question type.

    If the data tabulations are incorrect, there is a risk for making market research baseddecisions that are incorrect.

    QUSETION 7. Write short notes on:

    Q 7. (1) Questionnaire Format

    ANSWER

    A questionnaire is a research instrument consisting of a series ofquestions and

    other prompts for the purpose of gathering information from respondents. Although

    http://www.discoveryresearchgroup.com/design/http://www.discoveryresearchgroup.com/design/http://en.wikipedia.org/wiki/Researchhttp://en.wikipedia.org/wiki/Questionhttp://www.discoveryresearchgroup.com/design/http://en.wikipedia.org/wiki/Researchhttp://en.wikipedia.org/wiki/Question
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