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Quantitative Research Process
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In the name of Allah Kareem,Most Beneficent, Most Gracious, the Most Merciful !
3SUPERIOR GROUP OF COLLEGES
Quantitative ResearchQuantitative research is "a formal, objective, systematic process in which numerical data are utilised to obtain information about the world" (Burns and Grove cited by Cormack 1991). Quantitative research is inclined to be deductive. In other words it tests theory.
General aims of quantitative research
• To generalize • To be objective• To test theories
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1. Theory
3. Research Design
4. Devise measures of concepts
2. Hypothesis
5. Select research site / Respondents
6. Data Collection
7. Preparation of data
10. Report Writing
9. Drawing Conclusions
8. Analysis and interpretations
Quantitative Research Process
PURPOSE OF THEORY 1.Prediction
2.Understanding
LEVELS OF THEORY3. Abstract level4. Empirical level
PROCESS OF THEORY DEVELOPMENT1. Induction2. Deduction
1. THEORYTheory is a standardized principle on which basis we can explain the relationship between two or more concepts or
variables.
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2. Hypothesis / Research Questions
A predictive statement of a relationship between two or more variable, which may then be tested through research
TYPES OF HYPOTHESIS
1. Null Hypothesis Ho
2. Alternative Hypothesis H1
A good hypothesis should be:
A definite statementBased on observations and knowledgePredict the results very clearTestable with straight forward experiment
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3. Research Design
1. Introduction2. Purpose Statement3. Significance4. Objectives5. Use of theory6. Research Questions/Hypotheses7. Limitations Delimitations8. Ethical Consideration
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4. Devise Measure of ConceptsConcept:
Abstract realities or generalized ideas about objects, attributes, occurrence or
processes, that can not be measured directly. Concepts are the building blocks of theory.
Examples level of motivation
Variable
Empirical realities that may have varied (different) values that can be measured directly is called variables
Example: Gender (male or female)Temperature ( 98o , 95o , 100o ) etc
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Operationalization is the process of defining a concept so that it becomes measurable variable, which is achieved by looking at behavioral dimensions and categorizing them into observable and measurable elements.
Operationalization
Cont…..
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Cont…..
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Gender1. Male2. Female
Motivation1. Highly Motivated2. Moderately Motivated3. Less Motivated
Temperature1. 97 C2. 98 C3. 99 C
Time1. 10 seconds
Means 10 seconds more than 0
ooo
Cont…..
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Scale Definition Properties Base Example
Nominal scale
A scale in which objects or individual is broken into categories that have no numerical properties.
Identity Difference
• Gender
• Nationality
• Religion
Ordinal Scale
A scale in which objects or individuals are categorized and the categories form a rank order along a continuum.
Directional Order A is longer than B
Comparison Chart
Scale Definition Properties Base Example
Interval Scale
A scale in which the units of measurement (intervals) between the numbers on the scale are all equal.
Equal unit
SizeMagnitude A is 2 feet longer than B
Ratio ScaleA scale in which, in addition to order and equal units of measurement, there is an absolute zero that indicates an absence of the variables being measure.
Ratio Absolute zeroA is 2 feet long means 2 feet more
than “0”
Cont…..
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Binary Response formats
Numerical Response formats
Verbal formats
Bipolar numerical formats
Frequency formats
Response formats for scalesMy job is usually interesting enough to keep me from getting bored
• agree• disagree
My job is usually interesting enough to keep me for getting bored5 4 3 2 1
May job is usually interesting enough to keep me from getting boredStrongly agree__ agree__ undecided__ disagree___ strongly disagree__
I love my job 5 4 3 2 1I hate my job
My job is usually interesting enough to keep me from getting bored• All of the time ____ • often _____ • fairly often ____ • occasionally ___ • none of the time ____
Cont…..
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Face Validity
(Validity where measure apparently reflects the content of the concept in
question)
Predictive
(Researcher employs the criterion whereby a new scale predicts a future
event)
Validity(Are we Measuring the
Right thing)
Convergent
(A test has convergent validity if it has a high correlation with another test that measures the same construct)
Concurrent
(Researcher employs the criterion whereby a new scale measures a
current event)
Validity Cont…..
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Reliability
(Accuracy in
Measurement)
Test-retest reliability
Inter-item consistency
Split- half reliability
Parallel-form reliability
Cont…..Reliability
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· Populationthe universe of units(nations, cities, regions, firms, students
employees etc.) from which the sample is to be selected. · Sample
the segment of the population that is selected for the investigation. It is a subset of the population. The method of selection may be based on a probability or a non-probability approach (see below).
· Sampling framethe listing of all the units in the population from which the
sample will be selected.· Representative Sample
a sample that reflects the population accurately so that it is a microcosm of the population.
· Sampling errorthe difference between a sample and the population from
which it is selected, even though a probability sample has been selected.
5.Selecting Research respondents
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Sampling
Sampling Technique
Probability
Non-Probability
Simple random sample
Systematic sample
Stratified random sample
Convenience sampling
Snowball sampling
Quota sampling
5.Cont…..
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Methods of Data CollectionSurveys
Survey is a quantitative research strategy that involves the structured collection of data from a pre-determined sample. It involves following methods
1.Structured interview2.Structured Observation3.Questionnaire
Survey
QuestionnaireStructured Interview
On-line questionnaires
Postal questionnaires
Self administered questionnairesTelephone
InterviewsFace to face
interview
Structured Observation
Participant Observation
Non -Participant Observation
Structured Interviewing
Structured interviewing is the process of administering an interview schedule by an interviewer.
The aim is for all interviewees to be given exactly the same context of questioning. In this way the interviewers are supposed to read questions exactly.Types of Structured interviewing
1. Telephonic Interview2. Face to face Interview
Structured Observations “It is a purposeful, systematic and selective way of watching and
listening to an interaction or phenomenon as it takes place”.Observation is suitable when Researcher is more interested in the behavior rather in the perceptions of individuals, When the subjects are so involved in the interaction that they are unable to provide objective information about it.Types of Observations
1. Participant observation2. Non participant observation
QUESTIONNAIRES
“Questionnaire is pre-formulated written set of questions to which respondents record their answers”.
Questionnaires can be:
On-line questionnaires Postal questionnaires Self administered
questionnaire
Variety of factors influence questionnaire
The choice of questionnaire will be influenced by a variety of factors related to your
Research question (s) Research objective Characteristics of respondents Size of sample Dimensions of the concept to be measured And availability of required resources.
DESIGNING A QUESTIONNAIRE
Designing a questionnaire is based on following principles1- Principle of wording
i. The nature of the variable will determine what kind and number of questions will be asked i.e. ranking, rating or dichotomous
ii. The wording should be simple, easy and appropriate
iii. Closed ended questions will be used with the intention to have ease, and enhanced comparability.
iv. Add both positively as well as negatively worded questions
v. Always avoid double barreled, ambiguous, recall dependent, leading or loaded questions
vi. The sequence of questions in the questionnaire should be from general to specific, and easy to more difficult. It is also called funnel approach.
2- Principle of Measurement:i. Interval and Ratio scales should be used in preference to nominal or
ordinal scales
ii. The measure must be assessed through tests of validity and reliability
3- General Getup:1. Start with good Introduction
2. Questions should be well organized with instructions and guidance
3. Only relevant personal information should be demanded that is not sensitive,
4. End with a courteous note.
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Mode of data
Description Advantages Disadvantages
Personal or face-to-face interviews
The interviewer and interviewee confronted each other
Can establish rapport and motivate respondentsCan clarify the questions, clear doubts add new questionsCan read nonverbal cuesCan use visual aids to clarify points.Rich data can be obtainedCAPI can be used and responses entered in a portable computer
Takes personal timeCosts more when a wide geographic region is coveredRespondents may be concerned about confidentiality of information given Interviewers need to be trained‘can introduce interviewer biasesRespondents can terminate the interview any time
Telephone Interviews
Interview which were conducted through communication.
Less costly and speedier that personal interviews.Can reach a wide geographic areaGreater anonymity than personal interviews.
Nonverbal cues cannot be readInterviews will have to be kept short Obsolete telephone number could be contacted, and unlisted ones omitted from the sample
Self-completion questionnaire
Self-questionnaire is a questionnaire in which interviewee answer the question by himself
Can establish rapport and motivate respondentDoubts can be clarifiedLess expensive when administered to groupsAlmost 100 % response rate ensuredAnonymity of respondent is high
Organizations may be reluctant to give up company time for the survey with group of employees assembled for the purpose
Postal Questionnaire
It is a type of questionnaire which can be sending to the respondent through mail or any other postal mode.
Anonymity is highWide geographic regions can be reached.Token gifts can be enclosed to seek complianceRespondent can take more time to respond at convenienceCan be administered electronically, if desired
Response rate is almost always Cannot clarify questionsFollow-up procedures for no responses are necessary
Electronic Questionnaire
The questionnaire which you send through internet
Easy to administerCan reach globallyVery inexpensive Fast deliveryConvenient for Respondents
Computer literacy in a must Respondents must have access to the facilityRespondent must be willing to complete the survey
Participants Observation
Researcher participates in the activities of the group being observed in the same manner
Better accuracyLess costResearcher is collecting observed data not reported dataCan obtain data from those unable to communicate in written or oral form
Participant observation takes time and commitmentUsually does not examine motivation, attitude or feeling toward particular behaviorTime cost
Non-Participants Observation
Researcher do not get involved in the activities of the group but remains a passive observer
The individual may simply be unaware of how they behave in a particular situation.Safe the researcher time
The lack of interaction may, however make it difficult for the researcher to be able to clarify or interrupt the phenomena been investigatedDifficulty in data storing
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Mystery shopping is a popular technique used in consumer research that involves sending people (mystery shoppers) into a shop to buy products with the intention to evaluate the effectiveness of retail staff. After the interaction, the shoppers typically fill out rating sheet detailing the nature of the interaction and service they receive. It’s a type of field stimulation.
Mystery Shopping
26SUPERIOR GROUP OF COLLEGES 26