mgt 524 - part i - fall 2011[1]

Upload: osama-hassan

Post on 03-Apr-2018

218 views

Category:

Documents


0 download

TRANSCRIPT

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    1/47

    Abu Dhabi University

    Research Methods in Business

    (MGT 524(

    Dr. AbdelMagid Mattar

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 1

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    2/47

    Definition of Business Research

    Business research can be described as:

    A systematic and organized effort to investigate a specific problem

    that needs a solution.

    A problem is a gap between desired and actual state.

    Simply, there are five major and important steps involved in the

    research process:

    1) Defining the Problem

    2) Research Design

    3) Data Collection

    4) Analysis5) Report Writing and Presentation

    Survey research

    A research method involving the use of questionnaires to gather data

    about people and their thoughts and behaviors

    Qualitative Research

    Usually emphasizes words (like interview, open ended survey responses,

    emails, notes, feedback forms, photos, videos and focus group) ratherthan quantification in the collection and analysis of data.

    Quantitative Research

    Usually emphasizes quantification in the collection and analysis of data.

    Precise count of some behavior, knowledge, opinion, or attitude.

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 2

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    3/47

    A brief discussion on these steps is:

    1) Problem audit and problem definition

    What is the problem?

    What are the various aspects of the problem?

    What information is needed?

    2) Conceptualization and operationalization - How exactly do we

    define the concepts involved? How do we translate these

    concepts into observable and measurable behaviors?

    A Concept is a generalized idea that represents something of

    meaning.

    Concepts such as age, gender and education are relatively concreteproperties and present few problems in either definition or

    measurement.

    Concepts such as brand loyalty, corporate culture, and attitude and

    so on are more abstract and are more difficult to both define and

    measure

    3) Hypothesis specification - What claim(s) do we want to test?

    4) Research design specification - What type of methodology to

    use? - Examples: questionnaire, survey.

    5) Question specification. What questions to ask? In what order

    6) Scale specification - How will preferences be rated?

    7) Sampling design specification - What is the total population?

    What sample size is necessary for this population? Whatsampling method to use?- examples:

    Probability Sampling

    Simple Random Sampling

    Systematic Sampling

    Stratified Sampling

    Cluster Sampling

    Area Sampling Double Sampling

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 3

    http://en.wikipedia.org/wiki/Hypothesishttp://en.wikipedia.org/wiki/Questionnaire_constructionhttp://en.wikipedia.org/wiki/Scale_(social_sciences)http://en.wikipedia.org/wiki/Sampling_(statistics)http://en.wikipedia.org/wiki/Hypothesishttp://en.wikipedia.org/wiki/Questionnaire_constructionhttp://en.wikipedia.org/wiki/Scale_(social_sciences)http://en.wikipedia.org/wiki/Sampling_(statistics)
  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    4/47

    Nonprobability Sampling

    Convenience Sampling

    Judgment Sampling

    Quota Sampling.

    8) Data collection - Use mail, telephone, internet, mall intercepts

    9) Codification and re-specification - Make adjustments to the raw

    data so it is compatible with statistical techniques and with the

    objectives of the research - examples: assigning numbers,

    consistency checks, substitutions, deletions, weighting, dummy

    variables, scale transformations, scale standardization

    10) Statistical analysis - Perform various descriptive and inferential

    techniques. Make inferences from the sample to the whole

    population. Test the results for statistical significance.

    11) Interpret and integrate findings - What do the results mean?

    What conclusions can be drawn? How do these findings relate to

    similar research?

    12) Write the research report - Report usually has headings such as:

    Executive summary;

    Objectives;

    Methodology;

    Main findings;

    Detailed charts and diagrams. Present the report to the client in a 10

    minute presentation. Be prepared for questions.

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 4

    http://en.wikipedia.org/wiki/Nonprobability_samplinghttp://en.wikipedia.org/wiki/Nonprobability_samplinghttp://en.wikipedia.org/wiki/Nonprobability_samplinghttp://en.wikipedia.org/wiki/Nonprobability_sampling
  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    5/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 5

    Objectives of the Course

    Knowledge and Skills

    Gained

    Personal and Professional

    Development

    Identify Problem Areas

    Conduct Interviews

    Do Library Research

    Develop Theoretical

    Framework

    Formulate Hypotheses

    Make Research Design

    Decision

    Collect Data

    Analyze and Interpret Data

    Discuss Findings and

    Implications

    Discriminate Between

    Good and Bad Research

    Know The Manager-

    Self Management Of Time,

    Talents, and Other Resources

    Develop Communication Skills

    Take Personal Responsibility

    For Learning and Information

    Seeking Learn To Handle Ambiguity

    Develop Logical Thinking and

    A Feel For What Is Involved in

    Managerial Decision Making

    Develop Confidence In Your

    Competence

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    6/47

    Problems come to light in a variety of ways, including:

    Customer complaints

    Conversations with company employees

    Observation of inappropriate behavior or conditions in the firm

    Deviation from the business plan

    Success of the firms competitors

    Company records and reports

    Ground Rules for the Business Research

    Always know what you are researching

    Always test a research model

    Never use only one information-gathering technique

    When it comes to study a problem, keep it short and simple (KISS)

    If necessary, hire a professional

    Make the decision

    Fundamental Types of Research

    Basic Research

    Research conducted to generate knowledge and understanding of

    phenomena that would add to the existing body of knowledge for

    future use

    Applied Research

    Research conducted in a particular setting with the specific intention

    of solving an existing problem in the situation or conducted when a

    decision must be made about a specific real-life problem.

    Problems for Basic and Applied Research

    Management

    Employee behaviors such as performance, absenteeism, and

    turnover. Employee attitudes such as job satisfaction, loyalty, and

    organizational commitment.

    Employee selection, recruitment, training, and retention.

    Validation of performance appraisal system.

    Evaluation of assessment centers

    Marketing

    What price should we charge for our product?

    What distribution channels should be used?

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 6

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    7/47

    How well does the product match up with the competitor's product?

    How effective is the company's advertising?

    How well this new product be received by the consumers?

    What percentage of market penetration does Product X have?

    What is Product X's image in the consumer's mind?

    Finance

    What would be the market reaction to a new stock offering?

    How does that typical investor view the company?

    What is the market value of the fixed assets in the manufacturing

    division?

    What do the accounting supervisors think about the new computer

    installation?

    Manufacturing

    Who is the most reliable vendor for this raw material?

    What is the most efficient plant layout and location for product X?

    Does Product X meet the quality control standard?

    Would it be possible to substitute raw material Y for Z?

    What automated warehouse system should be purchased?

    What lighting system gives the highest increase in productivity?

    What is the exact nature of this production task?

    Personnel

    What skills are required for this job?

    What is the salary range for similar employees in this area?

    What type of training would be desirable for this job?

    How do employees feel about their job, the company and its

    management?

    How good is the communication among employees, supervisor andsubordinates?

    Which employees are promotable?

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 7

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    8/47

    Why Should a Manager Know Research?

    Facilitates good decision making

    Become discrimination about research findings

    Prevents vested interests

    Educates to share pertinent and relevant information withresearcher

    Helps take calculated risks with probabilities attached

    Understand the complexity of the variables in organization

    An integral part of professionalization of management

    The Manager-Researcher Relationships

    Each should know his/her role

    Trust levels Acceptance of findings and implementation

    Internal Researcher

    Advantages

    Better acceptance from staff

    Knowledge about organization

    Would be an integral part of implementation and evaluation of the

    research recommendations

    Disadvantages

    Less fresh ideas

    Possibility not valued as "experts" by staff

    External Researchers

    Advantages

    Divergent and convergent thinking

    Experience from several situations in different types of

    organizations

    Better technical training, usually

    Disadvantages

    Takes time to know and understand the organization system

    Seldom welcomed by the employees

    Not available for evaluation after implementation

    Costs

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 8

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    9/47

    The Hallmarks of Scientific Research

    Purposiveness

    The situation in which research is focused on solving a well-identified

    and defined problem.

    Rigor

    The theoretical and methodological precision adhered to in conducting

    research.

    Testability

    The ability to subject the data collected to appropriate statistical tests

    in order to accept or reject the hypotheses developed for the research

    study.

    Replicability

    The replicability of similar results when identical research is

    conducted at different times or in different organizational settings.

    Precision and Confidence

    Precision: refers to the closeness of the findings to reality based on a

    sample. In other words, precision reflects the degree of accuracy of the

    results on the basis of the sample, to what really exists in the universe.

    Confidence: refers to the probability that our estimations are correct.That is, it is not merely enough to be precise, but it is also important

    that we can confidently claim that 95% of the time our results would

    be true and there is only a 5% chance of our being wrong.

    Objectivity

    Interpretation of the results on the bases of the results of data analysis

    should be objective, that is, they should be based on the facts of the

    findings derived from actual data, and not on our own subjective or

    emotional values as opposed to subjective or emotional interpretations

    Generalizability

    Generalizability refers to the scope of applicability of research

    findings in one organizational setting to other settings. Obviously, the

    wider the range of applicability of the solutions generated by research,

    the more useful the research is to the user.

    Parsimony

    One of the main points in research is the achievement of a meaningfuland simple model rather than a complex one for problem solution.

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 9

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    10/47

    The Building Blocks of Scientific Research

    Deduction and Induction

    Answers to issues can be found either by the process of deduction or the

    process of induction, or by a combination of the two.

    Deduction is the process by which we arrive at a reasoned conclusion by

    logical generalization of a known fact or the process of arriving at

    conclusion based on the interpretation of the meaning of the results of

    data analysis.

    For example,

    We know that all managers are human beings.

    If we also know thatJohn Smith is a manager,

    Then we can deduce thatJohn Smith is a human being.

    Induction, on the other hand, is a process where we observe certain

    phenomena and on this basis arrive at conclusion. In other words, in

    induction we logically establish a general proposition based on observed

    facts or the process by which general propositions based on observed

    facts are established.

    For example,

    All managers that have ever been seen are human beings;

    Therefore all managers are human beings.

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 10

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    11/47

    The Hypothetico-Deductive Method

    The seven-step process in the Hypothetico-Deductive method in

    organizations

    Observation

    Observation is the first stage, in which one sense that certain changes

    are occurring, or that some new behaviors, attitudes, and feelings are

    surfacing in one's environment (i.e., the workplace). When the

    observed phenomena are seen to have potentially important

    consequences, one would proceed to the next step.

    Preliminary information gathering

    Preliminary information gathering involves the seeking of information

    in depth, of what is observed. A mass of observation would have beencollected through the interviews and library search.

    Theory formulation

    Is an attempt to integrate all the information in a logical manner, so

    that the factors responsible for the problem can be tested. In this step

    the critical variables are examined as to their contribution or influence

    in explaining why the problem occurs and how it can be solved.

    Hypothesizing

    From the theorized network of associations among the variables,

    certain testable hypotheses can be generated.

    Further scientific data collection

    After the development of the hypotheses, data with respect to each

    variable in the hypotheses need to be obtained. In other words, further

    scientific data collection is needed to test the hypotheses that are

    generated in the study.

    Data analysis

    The data gathered are statistically analyzed to see if the hypotheses

    that were generated have been supported.

    Deduction

    Is the process of arriving at conclusion by interpreting the meaning of

    the results of the data analysis.

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 11

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    12/47

    Common Used Technologies in Business Research

    The internet

    Electronic mail

    The intranet

    Browsers

    Web sites

    Some Software Used in Business Research

    Groupware

    Neural networks

    CAM/CAD

    Data Analytic Software Programs SAS

    SPSS

    MINITAB

    SYSTAT

    SIGMASTAT

    EXCEL

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 12

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    13/47

    Determining when to conduct business research

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 13

    Time Constraints

    Is sufficient time available before amanagerial decision must be made?

    Availability of Data

    Is the information already on hand

    inadequate for making the decision?

    Nature of the Decision

    Is the decision of considerable strategic or

    tactical importance?

    Benefits vs. Costs

    Does the value of the research information

    exceed the cost of conducting research?

    Conducting Business Researech

    Yes

    Yes

    Yes

    Yes

    No

    Do Not

    Conduct

    Business

    Research

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    14/47

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    15/47

    Stages in the Research Process

    Problem Discovery and Problem Definition

    The formulation of the problem is often more essential than its solution

    Informal gathering of background information to familiarize researchersor managers with the decision area

    State the research questions and research objectives.

    Research Proposal: A written statement of the research design that

    includes a statement explaining the purpose of the study

    Basic Questions that are related to the problem definition

    What is the purpose of the study?

    How much is already known?

    Is additional background information necessary?What is to be measured? How?

    Should research be conducted?

    Research Design

    What types of questions need to be answered?

    Are descriptive or causal findings required?

    What is the source of the data?

    Basic research methods: Surveys, Experiments, Secondary data,

    observation

    Sampling

    A sample is a subset of a large population

    Who is to be sampled?

    How large a sample?

    How will sample units be selected?

    Data Gathering

    Who will gather the data?How long will data gathering take?

    Data Processing and Analysis

    How will the data be categorized?

    What statistical software will be used?

    What questions need to be answered?

    Conclusions and Report

    Who will read the report?

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 15

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    16/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 16

    Step 1

    Observation - The Broad Problem Area

    Examples of broad problem areas that a manager could observe at the

    workplace are as follows:

    Training programs are perhaps not effective as anticipated

    The sales volume of a product is not picking up

    Minority group members in organizations are not advancing in

    their careers

    The newly installed information system is not being used by the

    managers for whom it was primarily designed

    The introduction of flexible work hours has created more problems

    than it has solved in many companies

    The anticipated results of a recent merger have not been

    forthcoming

    Inventory control is not effective

    The installation of an MIS keeps getting stalled

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    17/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 17

    Step 2

    Preliminary Data Collection

    Can be obtained from available published records,

    the web site of the company, its archives, and other

    sources), like,

    The origin and history of the company.

    Size in terms of employees, assets, or both.

    Charter-purpose and ideology.

    Location-regional, national, or other.

    Resources-human and others.

    Interdependent relations with other institutions.Financial position during the previous 5 to 10 years.

    Background

    information

    of the

    organization

    Managerial

    philosophy,

    company

    policies, and

    other structural

    aspects

    Perceptions,

    attitudes, and

    behavioral

    responses of

    organizational

    members and

    client systems

    Literature

    Survey

    Can be obtained from theorganizations records and

    documents, like

    Roles and position in the

    organization and number of

    employees at each job level.

    Extent of specialization.

    Communication channels.

    Control systems.

    Coordination and span of control.Reward systems.

    Workflow systems and the like..

    Nature of the work.

    Workflow interdependencies.

    Superiors in the organization

    Participation in decision making.

    Client systems.

    Co-workers.

    Rewards provided by the

    organization, such as pay raises and

    fringe benefits.Opportunities for advancement in

    the organization.

    Organizations attitudes toward

    employee's family responsibilities.

    Companys involvement with

    community, civic, and other social

    groups.

    Next Page

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    18/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 18

    Literature Survey

    Literature survey is the documentation of a comprehensive review of the

    published and unpublished work from secondary source of data in theareas of specific interest to the researcher.

    (Secondary data can be collected from, library, books, journals,

    newspapers, magazines, conference proceedings, doctorial dissertations,

    masters theses, government publications, and financial, marketing, and

    other reports)

    Reasons for the Literature Survey

    Important variables that are likely to influence the problem

    situation are not left out of the study. A clearer idea emerges as to what variables would be most

    important to consider, why they would be considered important,

    and how they should be investigated to solve the problem. Thus,

    the literature survey helps the development of the theoretical

    framework and hypotheses testing.

    The problem statement can be made with precision and clarity.

    Testability and replicability of the findings of the current research

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    19/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 19

    Step 3

    Problem Definition

    Is a clear and precise statement of the question or issue that is to be

    investigated with the goal of finding an answer or solution?

    Thus, it is fruitful to define a problem as: any situation where gap exists

    between the actual and the desired ideal states.

    Problem definitions could pertain to

    Exiting business problems where a manager is looking for a solution.

    (Applied Research)

    Situations that may not pose any current problems but which the

    manager feels have scope for improvement. (Applied Research) Areas where some conceptual clarity is needed for better theory

    building. (Basic Research)

    Situations in which a researcher is trying to answer a research

    question empirically because of interest in the topic. (Basic Research)

    Examples of Well-Defined Problems

    To what extent do the structure of the organization and type ofinformation systems installed account for the variance in the

    perceived effectiveness of managerial decision making?

    To what extent has the new advertising campaign been successful in

    creating the high-quality, customer-centered corporate image that it

    was intended to produce?

    How has the new packaging affected the sales of the product?

    Has the new advertising massage resulted in enhanced recall?

    How do price and quality rate on consumer's evaluation of products?

    Does better automation lead to greater asset investment per dollar of

    output?

    Does expansion of international operations result in an enhancement

    of the firms image and value?

    What are the effects of downsizing on the long-range growth patterns

    of companies?

    What are the components of quality of life?

    What are the specific factors to be considered in creating a data

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    20/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 20

    Step 4

    Theoretical Framework

    A theoretical framework is a conceptual model of how one theorizes or

    makes logical sense of the relationships among the several factors that have

    been identified as important to the problem.

    From the theoretical framework, then, testable hypotheses can be developed

    to examine whether the theory formulated is valid or not.

    Since the theoretical framework is none other than identifying the network

    of relationships among the variables considered important to the study ofany given problem situation, it is essential to understand what a variable

    means and what the different types of variables are.

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    21/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 21

    Types of Variables

    Dependent Independent Moderating Intervening

    The dependent variable

    is the variable of

    primary interest to the

    researcher. The

    researcher's goal is to

    explain or predict the

    variability in the

    dependent variable. Theresearcher is interested

    in quantifying and

    measuring this variable,

    as well as the other

    variables that influence

    this variable.

    Example

    A manager is concerned

    that the sales of a newproduct introduced after

    market testing is not as

    high as he had expected.

    The dependent variable

    here is sales. Since the

    sales of the product can

    vary- can be low,

    medium, high- it is a

    variable; since sales are

    the main factor of

    interest to the manager,

    it is the dependent

    variable.

    An independent variable is one that

    influences the dependent variable in

    either a positive or a negative way.Example

    Research studies indicate that successful

    new product development has an

    influence on the stock market price of the

    company. That is, the more successful the

    new product is believed to be, the higher

    will be the stock market price of that firm.

    Therefore, the success of the new product

    is the independent variable, and stock

    market price is the dependent variable.

    A variable

    that has a

    strong effect

    on the

    independent

    variable-

    dependent

    variablerelationship

    A variable that

    surfaces as a

    function of the

    independent

    variable, and

    helps in

    conceptualizing

    and explainingthe influence of

    the independent

    variable on the

    dependent

    variable.

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    22/47

    Example

    Motivation to work as an independent variable

    The performance of employees is influenced by their motivation to work.

    IV DV

    Motivation to work as an intervening variable

    Employees performing better when they are given challenging jobs,

    because such jobs tend to motivate them to work.

    IV ITV DV

    Motivation to work as a moderating variable

    The performance of employees with low levels of motivation to work will

    not improve despite increases in job challenge.

    IV MO V DV

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 22

    nioMotivat Performance

    Job Challenge Motivation Performance

    Job Challenge Performance

    Motivation

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    23/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 23

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    24/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 24

    Features that should be incorporated in any theoretical framework

    The variables considered relevant to the study should be

    clearly identified and labeled in the discussions.

    The discussions should state how two or more variables are

    related to one another. This should be done for the important

    relationships that are theorized to exist among the variables.

    If the nature and direction of the relationships can be theorized

    on the basis of the findings of previous research, then there

    should be an indication in the discussions as to whether the

    relationships would be positive or negative.

    There should be a clear explanation of why we would expect

    these relationships to exist. A schematic diagram of the theoretical framework should be

    given so that the reader can see and easily comprehend the

    theoretical relationshi s.

    Step 5

    Hypotheses Development

    A hypotheses can defined as a logically conjectured relationship between

    two or more variables expressed in the form of a testable statement or to

    test whether the relationships that have been theorized do in fact hold true.

    The steps to be followed in hypotheses testing are

    State the null and alternative hypotheses

    Choose the appropriate statistical test depending on whether the data

    collected are parametric or nonparametric.

    Determine the level of significance desired (p = 0.05, or more, or

    less).

    See if the output results from the computer analysis indicate that the

    significance level is met.

    When the resultant value is larger that the critical value, the null

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    25/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 25

    Purpose of the Study

    Exploratory Descriptive Hypothesis testing Case study

    Analytical PredictiveA research

    study where

    very little

    knowledge

    or

    information

    is available

    on the

    subject

    under

    investigation

    A research study that

    describes the

    variables in a

    situation of interest

    to the researcher.

    OR,

    The elementary

    transformation of

    raw data in a way

    that describes the

    basic characteristics

    such as central

    tendency,

    distribution, and

    variability.

    A research

    study that

    tries toexplain

    why or

    how certain

    variables

    influence

    the

    dependent

    variable of

    interest to

    theresearcher

    A research

    study that

    enables theprediction of

    the

    relationships

    among the

    variables in a

    particular

    situation

    Step 6

    A research study that involve in-depth,

    appropriate analysis of similar situation

    in other organizations, where the same

    nature and definition of the problem

    happen to be the same as experienced inthe current situation(i.e. A research approach that focuses ona detailed account of one or moreindividual cases (specific students or aspecific class))

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    26/47

    Descriptive Analysis

    The transformation of raw data into a form that will make them

    easy to understand and interpret; rearranging, ordering, and

    manipulating data to generate descriptive information.

    Frequency Table

    The arrangement of statistical data in a row-and-column format

    that exhibits the count of responses or observations for each

    category assigned to a variable

    Cross Tabulation

    A technique for organizing data by groups, categories, or classes,

    thus facilitating comparisons; a joint frequency distribution of

    observations on two or more sets of variables

    Contingency table- The results of a cross-tabulation of two

    variables, such as survey questions

    Analyze data by groups or categories

    Compare differences

    Contingency table

    Percentage cross-tabulations

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 26

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    27/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 27

    Type of Investigation

    Causal Correlation

    A research study conducted to establish

    cause-and-effect relationships among

    variables.

    A study that is designed to determine

    whether one or more variables explain the

    causes or effects of one or more outcome

    (dependent variables

    A causal study question:Does smoking cause cancer?

    A research study conducted to

    identify the important factors

    associated with the variables of

    interest.

    A Correlational study question:

    Are smoking and cancer related?

    Study Settings

    Contrivedor Unnatural Noncontrived or Natural

    An artificial created or

    "lab" environment in

    which research is

    conducted

    A research conducted in a

    natural environment

    where activities take

    place in the normal

    manner

    Time Horizon

    Cross-Sectional Longitudinal

    A research study for which

    data are gathered just once to

    answer the research question

    A research study for which

    data are gathered at several

    points in time to answer the

    research question

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    28/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 28

    Unit of Analysis

    Refers to the level of aggregation of the data collection during the

    subsequent data analysis stage.

    The research question determines the unit of analysis

    Individuals Dyads Groups Organizationsor Cultures

    If the problem is to raise the motivational levels

    of employees, then we are interested in

    individual employees. We will be looking at the

    data gathered from each individual and treating

    each employee's response as an individual data

    source

    If the

    researcher is

    interested in

    studying

    two-person

    interactions,then several

    two-person

    groups will

    become the

    unit of

    analysis.

    If the

    problem

    statement is

    related to

    groups, then

    the unit ofanalysis

    would be at

    the group

    level.

    If the problem

    statement is

    related to

    organizations

    or cultures,

    then the unitof analysis

    would be at

    the

    organization

    or culture

    level.

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    29/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 29

    Variables

    Anything that can take on differing or varying values. The values can differ

    at various times for the same object or person, or the values can differ at the

    same time for different objects or persons.

    Objective

    Can be measured

    Subjective

    Can't be measured

    because of its

    subjective nature

    There are ways of

    measuring thesubjective feelings

    and perceptions of

    individuals. One

    technique is to

    reduce the abstract

    notions, or concepts

    such as motivation,

    involvement,

    satisfaction, buyerbehavior to

    observable behavior

    and characteristics

    Qualitative

    -Brand of PC-Marital status

    -Hair color

    Quantitative

    Discrete

    -Children

    in a family.

    -Number of

    Students in

    class.

    Continuous

    -Amount of

    income

    -Weight of

    Students

    Example

    Answer to the following questions from the respondents would be one

    way of measuring the level of achievement motivation.

    o To what extent would you say you push yourself to get the job

    done on time?o How often do you neglect personal matters because you are

    preoccupied with your job?

    o How frequently do you think of your work when you are at home?

    o To what extent would you prefer to take on extremely difficult

    assi nments rather than moderatel challen in ones?

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    30/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 30

    Levels of Data

    Nominal Ordinal Interval Ratio

    Data may

    only be

    classified

    Data are

    ranked

    Meaningful difference

    between values-Equal

    Intervals

    Meaningful zero

    point and ratio

    between values

    Gender

    Nationality

    Your

    rank in

    class

    Temperature Weight

    Height

    Len th

    -Data

    categories are

    mutually

    exclusive and

    exhaustive.

    -Data

    categories have

    no logical order

    or distancerelationship

    and have no

    arithmetic

    origin.

    -Interval scale have the

    power of nominal and

    ordinal scales plus an

    additional strength: they

    incorporate the concept of

    equality of interval. The

    time between 3 and 6am

    equals the time between 4

    and 7am. One cannot say,6am is twice as late as 3am

    because "zero time is an

    arbitrary origin. 80F is

    hotter than 40F but you

    cannot conclude that the

    40F is twice as cold as 80F

    because this is a scaling

    system.

    80F = (80-32)*5/9 = 26.7C

    40F = (40-32)*5/9 = 4.4C

    -Ordinal scale

    includes the

    characteristics

    of the nominal

    scale plus an

    indicator of

    order.

    -If a > b and

    b > c, then a > cwithout stating

    how much

    greater or less.

    -Ratio scale

    has the power

    of the interval

    scale plus the

    provision for

    absolute zero

    or origin. Ratio

    data represent

    the actualamounts of the

    variable.

    -Data

    classifications

    are ordered

    according to

    the amount of

    the

    characteristic

    they possess.

    -The zero point

    is the absence

    of the

    characteristic.

    Mode, Median, Mean, Standard deviation, Variance, t and Z-test.

    One way ANOVA (for more than two groups). Correlation

    Coefficient. Regression Analysis.

    Frequency

    table,

    Proportion

    (Percentages)Mode.

    Chi-square test

    (Difference

    among two or

    more

    independent

    groups)

    Z-test (two

    ro ortions

    Median,

    Percentile, and

    Rank-order

    correlations.

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    31/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 31

    Scales

    Is a tool or mechanism by which individuals, events, or objects are distinguished on

    the variables of interest in some meaningful way.

    Scales that are commonly used in business research can be generally classified as

    rating scales and ranking scales.

    Rating

    ScalesHave

    several

    response

    categories

    and are

    used to

    obtain

    responses

    with regard

    to the

    object,event, or

    person

    studied

    Ranking Scales (Ordinal Scale)

    This type of question requires the participant to rank order a list of items.Example: What are the most important three considerations in selecting a supermarket?

    Location O Price O Meat quality O Cleanliness O Service O

    Paired Comparison

    Is used when, among a small number of objects, respondent are asked to choose between

    two objects at a time.

    Pair-wise comparison generally refers to any process of comparing entities in pairs to

    judge which of each pair is preferred

    An evaluation of two products that are given values based on set criteria as means of

    comparing the two items.

    A ranking technique that compares each job being evaluated individually to every otherjob in a pair-wise fashion to determine which job has a higher value. Ranks of jobs are

    created which can than be pegged to the market via benchmark jobs.

    Forced Choice

    Enables respondents to rank objects relative to one another, among the alternative

    provided. This is easier for the respondents, particularly if the number of choices to be

    ranked is limited in number.

    Example: Rank the following news papers that you would like to subscribe to in the order

    of preference, assuming 1 for the most preferred choice and 5 for the last preferred

    Gulf News --- Al Itehad --- Al Bayan ---

    Khaleej Times--- Middle East ---

    Comparative Scale

    Ask respondents to rate a concept in comparison with a benchmark explicitly used as a

    frame of reference.

    Example: Please indicate how the amount of authority in your present position compares

    with the amount of authority that would be ideal for this position

    Too Much About Right Too Little

    1 2 3

    Example: In an unusual financial environment, compared to stocks, how wise or useful is

    it to invest in Treasury bonds? Please circle the appropriate responseMore Useful About the Same Less Useful

    1 2 3 4 5

    Measurements

    We know the four different types of data levels (scales) that can be used to measure

    the operationally defined dimensions and elements of a variable, it is necessary to

    examine the methods of scaling (that is, assigning numbers or symbols) to obtain the

    attitudinal responses of subjects toward objects, events, or persons.

    Next Page

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    32/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 32

    Rating Scales

    Dichotomous Scale: (Closed-Ended Questions) (Nominal Scale)

    This question uses an either/or or yes/no response.

    Example:

    I have good communication with my supervisor. Yes O No O

    The color in our new store is generally. Attractive O Not attractive O

    Do you own a car? Yes O No O

    Category Scale (Multiple choice) (Nominal Scale): Uses multiple items to obtain a single

    response (the most correct one).

    Example:

    What is your age? Less than 30 O 30 to 39 O 40 to 49 O More than 49 O

    Likert Scale (Interval Scale)

    Is designed to examine how strongly subjects agree or disagree with statements on a 5-point

    scale with the following anchors:

    1 2 3 4 5

    Strongly Disagree Disagree Neither Agree nor Disagree Agree Strongly AgreeExample:

    Please indicate the degree to which you agree with each of the following statements:

    Strongly Disagree Neither Agree Agree Strongly

    Disagree nor Disagree Agree

    My work is very interesting 1 2 3 4 5

    Life without my work will be dull 1 2 3 4 5

    Carrefour is the best supermarket in Dubai 1 2 3 4 5

    I am not engrossed in my work at all 1 2 3 4 5

    Semantic Differential: (Interval Scale)This method measures attitude by displaying pairs of opposite terms and asking respondents to

    check which term better describes their feelings toward the concept or topic. Each pair consists

    of a positive and negative adjective reflecting the extremes, such as: "honest, dishonest",

    "efficient, inefficient", "powerful, week". The adjectives are placed at opposite ends of the line,

    which is divided into an equal number of segments. Respondents can select the degree to which

    the adjective describes the topic. It is important to reverse some of the items so that people don't

    develop a "response set" marking the same column out of habit. In the following example you

    can see some positive terms on the left column and some on the right column:

    Example:

    Happy ----- ----- ----- ----- ----- ----- ----- Sad

    Not helpful ----- ----- ----- ----- ----- ----- ----- helpful

    Slow ----- ----- ----- ----- ----- ----- ----- Fast

    Numerical Scale (Interval Scale)

    Similar to the semantic differential scale, with the difference that numbers on a 5-point or 7-

    point scale are provided.

    Extremely Pleased 7 6 5 4 3 2 1 Extremely Displeased

    Itemized Rating Scale (Interval Scale)

    A 5-point or 7-point scale with anchors, as needed, is provided for each item and the respondent

    states the appropriate number on the side of each item or circle the relevant number againsteach item.

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    33/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 33

    Example:

    Respond to each item using the scale below, and indicate your response number on the line by

    each item.

    1 2 3 4 5

    Very Unlikely Unlikely Neither Unlikely Nor Likely Likely Very Likely

    I will be changing my job within the next 12 months -------

    Fixed or Constant Sum Scale (Ordinal Scale)

    The respondent are here asked to distribute a given number of points across various items

    Example:

    In choosing toilet soap, indicate the importance you attach to each of the following five aspects

    by assigning points for each to total 100 in all

    Fragrance ---

    Color ---

    Shape ---

    Size ---

    Texture of lather ---

    Total points 100

    Stapel Scale (Interval Scale)

    Uses a single adjective as a substitute for the semantic differential when it is difficult to create

    pairs of bipolar adjectives.

    This scale simultaneously measures both the direction and intensity of the attitude toward the

    items under study. The characteristic of interest to the study is placed at the center with a

    numerical scale ranging, say, from +3 to -3, on either side of the item. This gives an idea of how

    close or distant the individual response to the stimulus is.

    Example:

    State how you would rate your supervisor's abilities with respect to each of the characteristics

    mentioned below, by circling the appropriate number.3 3 3

    2 2 2

    1 1 1

    Adopting Modern Product Innovation Interpersonal Skills

    Technology

    -1 -1 -1

    -2 -2 -2

    -3 -3 -3

    Graphic Rating Scale (Interval Scale)

    A graphical representation helps the respondents to indicate on this scale their answers to a

    particular question by placing a mark at the appropriate point on the lineExample: On a scale of 1 to 10 how would you rate your instructor?

    1 Very bad

    5 All right

    10 Excellent

    Open-Ended Questions:

    This type of question allows the respondent to give an unlimited answer.Example:

    Why do you shop at Carrefour?

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    34/47

    Concept

    A generalized idea about a class of objects, attributes, occurrences, or

    processes. Or a generalized idea that represents something of meaning.

    Concepts such as age, gender, and education are relatively concreteproperties and present few problems in either definition or measurement.

    Concepts such as brand loyalty, corporate culture, media skepticism, and

    so on are more abstract and are more difficult to both define and measure.

    Operational Definition

    Specifies what the researcher must do to measure the concept under

    investigation

    Media Skepticism

    Conceptual Definition

    Media skepticism - the degree to which individuals are skeptical toward

    the reality presented in the mass media. Media skepticism varies across

    individuals, from those who are mildly skeptical and accept most of what

    they see and hear in the media to those who completely discount and

    disbelieve the facts, values, and portrayal of reality in the media.

    Media Skepticism

    Operational Definition

    Please tell me how true each statement is about the media. Is it very true,

    not very true, or not at all true?

    1. The program was not very accurate in its portrayal of the problem.

    2. Most of the story was staged for entertainment purposes.

    3. The presentation was slanted and unfair

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 34

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    35/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 35

    Source of Data

    Primary

    Information obtained firsthand by the

    researcher on the variables of interest for the

    specific purpose of the study, like individuals,

    focus groups, panels and unobtrusive methods

    Secondary

    Information

    gathered from

    sources already

    existing, as for

    example,

    company records

    or archives,

    government

    publications,

    industry analysisoffered by the

    media, web sites,

    the Internet, and

    so on.

    Focus Groups

    A group consisting of 8 to 10 members

    randomly selected, who discus a product

    or any given topic for about 2 hours with

    a moderator present, so that their opinions

    can serve as the basis for further research.

    Focus group are used for

    Exploratory studies

    Making generalizations based on

    the information generated by them.

    Conducting sample surveys.

    Panels

    Whereas focus groups meet for a one-time group session, panels (ofmembers) meet more than once. In cases where the effects of certain

    changes are to be studied over a period of time.

    Unobtrusive Sources Data Collection

    Trace measures as they are also called, originate from a primary source that

    does not involve people. For example, the number of different brands of

    soft drink cans found in trash bags also provides a measure of their

    consumption levels.

    Individuals

    Who provide information when

    interviewed, administered

    questionnaire, or observed.

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    36/47

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    37/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 37

    Questionnaires

    A questionnaire is a preformulated written set of questions to which respondents record

    their answers, usually within rather closely defined alternatives. Questionnaires are an

    efficient data collection mechanism when the researcher known exactly what is requiredand how to measure the variables of interest.

    Gathering information via surveys is quick, inexpensive, efficient, accurate and flexible.

    Preliminary Factors Necessary for Effective Surveys

    The researcher must determine what information is needed to meet the purpose of

    the research project.

    The researcher must determine that the survey approach will be the best method

    for collecting the needed information.

    Before a survey project is implemented, the researcher must have a good

    understanding of the population from which the sample for the survey will be

    drawn.

    How questions are worded and the level of sophistication of the language used.

    The type and form of questions asked

    Test the Questions

    Pretest any questionnaire by administering the survey to a small group of people

    people similar to those who will be asked to respond to the final version.

    Responses to the pretest will tell you how well people understand the questions.The feedback will help you refine the questions to eliminate misunderstandings

    and confusion.

    Stages of an interview

    The interview precedes through stages, beginning with introduction an entry.

    Interviewers are trained to make appropriate opening remarks that will convince the

    person that his or her cooperation is important.

    Asslamm-o-Alaykum

    My name is..

    I am working for (or calling from, for a telephone interview.(

    We are conducting a survey concerning

    I would like to get a few of your ideas

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    38/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 38

    Draft and Develop the Questions

    Validity

    Validity is the degree to which the item

    measures what the researcher want to

    measure.

    Or the ability of a scale to measure what was

    intended to measure

    One method of improving validity is to be

    assured that the question will not produce a

    biased response. Emotionally packed words

    and questions that lead the respondenttoward an obviously preferred answer should

    be avoid.

    Reliability

    Reliability is the degree to which

    the item is likely to get the same

    results consistently.

    Questions that obtain reasonably

    consistent results when

    administered to similar samples (or

    the same sample at different times)

    are said to be reliable.

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    39/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 39

    Important Remarks

    Once the questions have been tested, they should be integrated into a clean, straightforward

    questionnaire that provides clear instructions on how it should be completed.

    Numbering each question and all possible responses will help facilitate the coding process.

    The final version of the questionnaire should be psychologically attractive, leaving ample

    white space. Don't crowd the information; it'll look imposing to the reader and may reduce the

    number of responses.

    The questionnaire should have as many questions as necessary, but as few as possible.

    Responses for multiple-choice questions should be mutually exclusive from the other choices.

    Each choice is different from the others. Eliminate any ambiguous options.

    The questionnaire should be titled and professionally reproduced. An attractively printed

    survey will be positively received and will yield a higher response rate.

    A good questionnaire should include both positively and negatively worded questions.

    Double-barreled questions should be eliminated, like

    "Do you think there is a good market for the product and that it will sell well?"

    Ambiguous questions should be avoided

    Recall-Dependent questions should be avoided.

    Leading Questions

    Questions should not be phrased in such a way that they lead the respondents to give the

    responses that the researcher would like or want them to give, like

    "Don't you think that in these days of escalating costs of living, employees should be given

    good pay raises?"

    Another way of asking the question"To what extent do you agree that employees should be given higher pay raises?"

    Simple and short questions are preferable to long ones. As a rule of thumb, a question or a

    statement in the questionnaire should not exceed 20 words, or exceed one full line in print.

    Organize the questions logically in appropriate sections and providing instructions on how to

    complete the items in each section will help the respondents to answer them without

    difficulty.

    Information of a very private and personal nature such as income, state of health, and so on

    should be asked at the end of the questionnaire. Such questions should be justified by

    explaining how this information might contribute to knowledge and problem solving.

    The questionnaire could include an open-ended question at the end allowing respondents tocomment on any aspect they choose, like

    "Please make any additional comments needed in the space provided"

    The questionnaire would end with an expression of sincere thanks to respondents, like:

    "I sincerely appreciate your time and cooperation. Please check to make sure that you have

    not skipped any question, and then drop the questionnaire in the locked box".

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    40/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 40

    Ethics in Data Collection

    Ethical Behaviors

    of Sponsors

    Ethical Behaviors of

    Researchers

    Ethical Behaviors of

    Respondents

    -The sponsors should

    ask for the study to

    be done to better the

    purpose of the

    organization, and not

    for any other self-

    serving reason.

    -The sponsors should

    respect the

    confidentiality of the

    data obtained by the

    researcher and not

    ask for the individual

    or group responses

    to be disclosed to

    them, or ask to see

    the questionnaire.-The sponsors should

    have an open mind

    in accepting the

    results and

    recommendations in

    the report presented

    by the researcher.

    -Treating the

    information given

    by the respondent

    as strictly

    confidential and

    guarding his or her

    privacy is one of

    the primary

    responsibilities of

    the researcher.

    -The researcher

    should not

    misrepresent the

    nature of the study

    to subjects,

    especially in lab

    experiment. Thepurpose of the

    study must be

    explained to them.

    -No one should be

    forced to respond

    to the survey.

    - The subject, once

    having exercised

    the choice to

    participate in a

    study, should

    cooperate fully in

    the tasks ahead,

    such as responding

    to a survey or

    taking part in an

    experiment.

    -The respondent

    also has an

    obligation to be

    truthful and honest

    in the responses.

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    41/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 41

    Sampling

    Surveys are useful and powerful in finding answers to research questions through data

    collection and subsequent analysis, but they can do more harm than good if thepopulation is not correctly targeted. That is not collected from the people, events, or

    objects that can provide the correct answers to solve the problem. The process of

    selecting the right individuals, objects, or events for study is known as sampling.

    Population

    Is the entire group of people, events, or things of interest that the researcher wishes to

    investigate.

    Element

    A single member of the population

    Population Frame

    A listing of all the elements in the population from which the sample is drawn

    Sample

    A subset or subgroup of the population

    Subject

    A single member of the sample

    Reasons to Sample

    To contact the whole population would often be time consuming

    The cost of studying all the items in a population is often prohibitive

    The physical impossibility of checking all items in the population

    The destructive nature of certain tests.

    Remarks

    Sample sizes larger than 30 and less than 500 are appropriate for most research.

    Where samples are to be broken into subsamples, (Male/Female), a minimum

    sample size of 30 for each category is necessary

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    42/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 42

    Systematic

    Sampling

    Stratified

    Sampling

    Cluster

    Sampling

    Probability Sampling Non-probability Sampling

    Area

    Sampling

    Double

    Sampling

    Unrestricted or Simple

    Random Sampling

    Restricted or Complex

    Probability Sampling

    Every element in the population

    has a known and equal chance

    of being selected as a subject

    Next Page

    A probability sampling

    design that involves

    choosing every nth

    element in the population

    for the sample.

    Suppose you want to

    sample 8 houses from a

    street of 120 houses.

    120/8=15, so every 15th

    house is chosen after a

    random starting point

    between 1 and 15. If therandom starting point is

    11, then the houses

    selected are 11, 26, 41,

    56, 71, 86, 101, and 116.

    A probability

    sampling design

    that first dividesthe population

    into meaningful

    non-overlapping

    subsets (called

    strata), e.g.

    geographical

    areas, age

    group, genders.

    A sample istaken from each

    stratum.

    The entire

    population of interest

    is divided intogroups, or clusters,

    and a random sample

    of theses clusters is

    selected.Then the

    required information

    is collected from the

    elements within each

    selected group or

    cluster

    A type ofclustersamplingwheregeographicalareas are theclusters.

    A probability sampling design where

    initially a sample is used in a study to

    collect some preliminary information

    of interest, and later a sub-sample of

    this primary sample is used to examine

    the matter in more details.

    Note: In stratified sampling, a

    random sample is drawn from

    each of the strata, whereas in

    cluster sampling only theselected clusters are studied.

    Types of Sampling

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    43/47

    Determine the Sample Size You Need

    The following table gives us a simple way to calculate the sample size,

    if the size of the population is approximately known.

    A Sample Size Table Degree of Accuracy = 0.05

    Population Sample Population Sample Population Sample

    10 9 260 155 3000 340

    20 19 300 168 5000 356

    40 36 400 196 10000 36960 52 500 217 20000 376

    80 66 700 248 50000 381

    100 79 900 269 70000 382

    140 102 1000 277 120000 282

    180 122 1500 305 160000 383

    220 140 2000 322 1,000,000 383

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 43

    Non-probability

    Convenience Purposive

    QuotaJudgment

    Information or data for

    the researcher are

    gathered from members

    of the population

    conveniently accessible

    to the researcher.

    The required information

    is gathered from special

    or specific targets or

    groups of people on some

    rational basis

    The sample subject is

    chosen on the basis of the

    individual's ability to

    provide the type of

    special information

    needed by the researcher

    Predetermined proportion of people from different

    subgroups is sampled

    A non-probability stratified sampling procedure ( thepopulation is first segmented into mutually exclusive sub-

    groups) in which units are selected for the sample from

    each group to adhere to certain proportions of

    characteristics

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    44/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 44

    Data Analysis Process

    Getting Data Ready for Analysis

    Feel forData

    Goodness

    of Data

    Hypotheses

    Testing

    Creating data

    file

    Editing

    Handling

    blank

    responses

    Coding

    Categorizing

    The process of going over the dataand ensuring that they are complete

    and acceptable for data analysis

    If 25% of the items in the

    questionnaire have been left

    unanswered, it may be a good idea

    to throw out the questionnaire

    Assign the midpoint in the scale as

    the response to that particular item

    Assign the mean value of theresponses of all those who have

    responded to that particular item

    Assign the mean value of the

    responses of this particular

    respondent to all other questions

    measuring this variable

    Assign a random number within the

    range for that scale to that

    particular item.

    Several items measuring a

    concept should be grouped

    together.

    Responses to negatively

    worded questions should be

    reversed so that all answers

    are in the same direction

    Data Analysis

    Frequency distribution for the

    demographic variables

    Measures of central tendency

    Measures of dispersion

    Correlations

    To test the reliability and

    validity of the measures

    -Chi-Square Test: A

    nonparametric testestablishes the

    independence between

    two nominal variables.

    -t-Test: A statistical

    test that establishes a

    significant mean

    difference in a

    variable between two

    groups.

    -ANOVA Test:: tests

    for significant mean

    differences in

    variables among

    multiple groups

    Interpretation of results and report

    writing

    Pearson Correlation Coefficient is used to indicate

    the direction, strength, and significance of the

    bivariate relationships of all the variables in the

    study measured on an interval or ratio scale.

    Spearman's rank correlation and Kendall's rank

    correlation are used to examine relationships

    between two ordinal variables.

    If correlations were higher than 0.75, we might have

    had to suspect whether or not the correlated

    variables are two different and distinct variables and

    would have doubted the validity of the measures.

    Fisher exact probability test and the Cochran Q test

    are used to determine the relationshipbetween twonominally scaled variables.

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    45/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 45

    Goodness of Data

    To test the reliability and validity of the measures

    Reliability

    The reliability of a measure is

    established by testing for both

    consistency and stability.

    Validity

    Evidence that the instrument,

    technique, or process used to

    measure a concept does indeed

    measure the intended concept.

    Consistency of measure

    Indicates how will the

    items measuring aconcept hang together

    as a set.

    Stability of a measure

    The ability of the measure

    to repeat the same results

    over time with low

    vulnerability to changes in

    the situation.

    Cronbach's Alpha ()

    Cronbach's Alpha is a reliability

    coefficient that indicates how

    well the items in a set are

    positively correlated to one

    another. Cronbach's alpha is

    computed in terms of theaverage intercorrelations among

    the items measuring the

    concept. The closer Cronbach's

    Alpha is to 1, the higher the

    internal consistency reliability.

    Reliability less than 0.6 are

    considered to be poor, those in

    the 0.7 range are acceptable,

    and those over 0.8 are good.

    Criterion-relate validity can

    be established by testing

    for the power of themeasure to differentiate

    individuals who are known

    to be different

    Convergent validity can be

    established when there is high

    degree of correlation between

    two different sources

    responding to the same

    measure

    Discriminant validity can be

    established when two distinctly

    different concepts are not related

    to each other

    Note: negatively worded items in

    the questionnaire should be

    reversed before the items are

    submitted for reliability tests.

    Cronbach's Alpha = )1(1*

    + NMIIC

    MIICN

    Where:

    N:= Number of items

    MIIC:= Mean Inter-Item-Correlation

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    46/47

    MGT 534 - Research Methods in Business Dr. AbdelMagid Mattar 46

    One Sample Two Samples More than two Samples

    -Sign Test

    -Kolmogorov-

    Smirnov Test

    -Median Test

    -Chi-Square

    Test 2 with

    nominal data

    Related Independent

    Sign Test:

    For two

    related

    samples

    measured

    on ordinalscale

    -Fisher exact probability Test: For

    two independent samples measured

    on nominal scale

    -Mann-Whitney or Kolmogorov-

    Smirnov (KS) Tests: For two

    independent samples on ordinal

    Scale. (Analogue of the twoindependent sample t-test).

    -Chi-Square 2 with nominal data.

    -KS test is a more powerful test

    than 2 or Mann-Whitney U

    Related

    -Cochran Test: For more than two

    related samples measured on

    nominal scale

    -Friedman two-way ANOVA Test:

    For more than two related samples

    measured on ordinal scale

    -Kruskal-Wallis Test: For more than

    two independent samples measured on

    an ordinal scale.(An alternative to one-

    way ANOVA where normality of

    distributions cannot be assumed)

    -Friedman two-way ANOVA: For more

    than two related samples measured onordinal scale. (A good alternative to

    two-way ANOVA where normality

    cannot be assumed)

    -Chi-Square 2 with nominal data

    Some Nonparametric Tests

    Independent

  • 7/28/2019 MGT 524 - Part I - Fall 2011[1]

    47/47

    Example

    The following questionnaire consists of 6 demographic variables and

    16 items measuring involvement and satisfaction

    Demographic variables

    1. Age 2.Education 3. Job Level 4.Gender 5. Work Shift 6. EmploymentStatus

    [1] 55 [5] PhD [5]

    Technician

    [6] Other [6] Other

    Here are some questions that ask you to tell us how you experienceyour work life in general.

    Please circle the appropriate number on the scales below.

    To what extent would you agree with the following statements, on a

    scale of 1 to 7, 1 denoting very low agreement, and 7 denoting very

    high agreement?

    7 The major happiness of my life comes from my job 1 2 3 4 5 6 7

    8 Time at work flies by quickly 1 2 3 4 5 6 7

    9 I live, eat, and breath my job 1 2 3 4 5 6 710 My work is fascinating 1 2 3 4 5 6 7

    11 My work gives me a sense of accomplishment 1 2 3 4 5 6 7

    12 My supervisor praises good work 1 2 3 4 5 6 7

    13 The opportunities for advancement are very good here 1 2 3 4 5 6 7

    14 My coworkers are very stimulating 1 2 3 4 5 6 7

    15 People can live comfortably with their pay in the organization 1 2 3 4 5 6 7

    16 I get a lot of cooperation at the workplace 1 2 3 4 5 6 7

    17 My supervisor is not very capable 1 2 3 4 5 6 7

    18 Most things in life are more important than work 1 2 3 4 5 6 7

    19 Working here is a drug 1 2 3 4 5 6 720 The promotion policies here are very unfair 1 2 3 4 5 6 7

    21 My pay is barely adequate to take care of my expenses 1 2 3 4 5 6 7

    22 My work is not the most important part in my life 1 2 3 4 5 6 7

    23. Please make any additional comments needed in the space provided