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7/31/2020 1
Research:AWayofThinking
Unit-I
Introduction to Research Methodology
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Research Methodology
Topics for discussion -
1. Meaning of Research,
2. Need of Research,
3. Research Methods vs. Methodology
7/31/2020 2Prof. Sanjay Shekhawat, SSBT COET Jalgaon
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
TYPES OF RESEARCH:
(i) Descriptive vs. Analytical: Descriptive research includes
surveys and fact-finding enquiries of different kinds. The
major purpose of descriptive research is description of the
state of affairs as it exists at present.
The main characteristic of this method is that the researcher
has no control over the variables; he can only report what has
happened or what is happening.
Examples: frequency of shopping, preferences of people, or
similar data.
The methods of research utilized in descriptive research are
survey methods of all kinds, including comparative and
correlational methods.7/31/2020 3
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
A research study classified as a descriptive study
attempts to describe systematically a situation, problem,
phenomenon, service or programme, or provides
information about, say, the living conditions of a
community, or describes attitudes towards an issue.
For example, it may attempt to describe the types of
service provided by an organisation, the administrative
structure of an organisation, the living conditions of
indigenous people in the outback, the needs of a
community, or the attitudes of employees towards
management. The main purpose of such studies is to
describe what is prevalent with respect to the
issue/problem under study.
7/31/2020 4
Analytical research is a specific type of research that
involves critical thinking skills and the evaluation of
facts and information relative to the research being
conducted. A variety of people including students,
doctors and psychologists use analytical research
during studies to find the most relevant information.
From analytical research, a person finds out critical
details to add new ideas to the material being
produced.
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
In analytical research, on the other hand, the
researcher has to use facts or information already
available, and analyze these to make a critical
evaluation of the material.
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RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon7/31/2020 6
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
RESEARCH METHODOLOGY
Applied vs. Fundamental ( Basic):
Applied research aims at finding a solution for an immediate problem
facing a society or an industrial/business organisation, whereas
fundamental research is mainly concerned with generalisations and with
the formulation of a theory.
“Gathering knowledge for knowledge’s sake is termed ‘pure’ or ‘basic’
research.”
Research concerning some natural phenomenon or relating to pure
mathematics are examples of fundamental research.
Thus, the central aim of applied research is to discover a solution for
some pressing practical problem, whereas basic research is directed
towards finding information that has a broad base of applications and
thus, adds to the already existing organized body of scientific
knowledge.
7/31/2020 7
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon7/31/2020 8
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon7/31/2020 9
7/31/2020 10
1. Albert Einstein introduced it to the world in 1905, the
Special Theory of Relativity, and its subsequent expansion to
include his ideas on gravitational force in 1916 with the
publication of the General Theory, has remained stubbornly
conceptual in nature.
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Examples of Fundamental Research:
2. Quantum theories of matter
3. Use of Steam as a fuel in engine
Examples of Applied Research:
1.Applied research to improve agricultural crop production
2. Applied research to treat or cure a specific disease.
3. Development in Engine Technology.
7/31/2020 11
Quantitative vs. Qualitative:
Quantitative research is based on the measurement of quantity or
amount. It is applicable to phenomena that can be expressed in terms of
quantity.
Qualitative research, on the other hand, is concerned with qualitative
phenomenon, i.e., phenomena relating to or involving quality or kind.
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
TYPES OF RESEARCH:
Quantitative research, deals with data that are numerical or that
can be converted into numbers. The basic methods used to
investigate numerical data are called ‘statistics’. Statistical
techniques are concerned with the organisation, analysis,
interpretation and presentation of numerical data. Statistics is a
huge area of study with wide application across many disciplines.
7/31/2020 12
RESEARCH METHODOLOGY
TYPES OF RESEARCH:
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Quantitative vs. Qualitative:
Quantitative Research
Quantitative Research is used to quantify the problem by way of
generating numerical data or data that can be transformed into
usable statistics. It is used to quantify attitudes, opinions, behaviors,
and other defined variables – and generalize results from a larger
sample population. Quantitative Research uses measurable data to
formulate facts and uncover patterns in research. Quantitative data
collection methods are much more structured than Qualitative data
collection methods. Quantitative data collection methods include
various forms of surveys – online surveys, paper surveys, mobile
surveys and kiosk surveys, face-to-face interviews, telephone
interviews, longitudinal studies, website interceptors, online polls,
and systematic observations.
7/31/2020 13
Example of Quantitative Research
Let’s say you wanted to know the average height of all
professional basketball players. To conduct that research, you
could do a survey and call up each player on the phone and ask
them for their height. You could physically find them and
measure them. OR Opt for secondary research and simply
compile the data from websites.
As you can see, quantitative research can come in many forms,
including surveys, observation, experimentation, and secondary
research. All of these techniques will help you obtain numerical
(“quantitative”) data.
Awesome examples of quantitative data is forecasting about
world population in next 10 years.
RESEARCH METHODOLOGY
TYPES OF RESEARCH: Quantitative vs. Qualitative:
7/31/2020 14
RESEARCH METHODOLOGY
TYPES OF RESEARCH:
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Quantitative vs. Qualitative:
Qualitative Research
Qualitative Research is primarily exploratory research. It is
used to gain an understanding of underlying reasons,
opinions, and motivations. It provides insights into the
problem or helps to develop ideas for potential quantitative
research. Qualitative Research is also used to uncover trends
in thought and opinions, and dive deeper into the problem.
Qualitative data collection methods vary using unstructured
or semi-structured techniques. Some common methods
include focus groups (group discussions), individual
interviews, and participation/observations. The sample size is
typically small, and respondents are selected to fulfil a given
quota.
7/31/2020 15
RESEARCH METHODOLOGY
TYPES OF RESEARCH: Quantitative vs. Qualitative:
Example of Qualitative Research
Imagine you work at online shopping company like Amazon, etc
and your roll is to carry out the costumer satisfaction level, then
you will collect the feed back of costumer through telephone,
email, responses on website in the form of star rating. It is a
qualitative research.
You have a little form for each costmer that asked “how was your
experience today?” Let’s assume there are 100 responses,
including comments like “great, satisfactory, poor, average, etc.
7/31/2020 16
RESEARCH METHODOLOGY
TYPES OF RESEARCH:
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Conceptual vs. Empirical:
Conceptual research is that related to some abstract idea(s) or
theory. It is generally used by philosophers and thinkers to develop
new concepts or to reinterpret existing ones.
Conceptual research is defined as a methodology
wherein research is conducted by observing and analyzing already
present information on a given topic. ... It is related to abstract
concepts or ideas. Philosophers have long used conceptual
research to develop new theories or interpret existing theories in a
different light.
Conceptual research focuses on the concept or theory that explains or
describes the phenomenon being studied. What causes disease? How
can we describe the motions of the planets? What are the building
blocks of matter? The conceptual researcher sits at his desk with pen in
hand and tries to solve these problems by thinking about them.
7/31/2020 17
RESEARCH METHODOLOGY
TYPES OF RESEARCH:
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Conceptual vs. Empirical:
Empirical research is based on observed and measured phenomena
and derives knowledge from actual experience rather than from
theory or belief.
For example: Pharmaceutical companies use empirical research to
try out a specific drug on controlled groups or random groups
to study the effect and cause.
Empirical research is basically a research that uses empirical
evidence. Empirical evidence refers to evidence verifiable by
observation or experience rather than theory or pure logic. Thus,
empirical research is research studies with conclusions based on
empirical evidence. Moreover, empirical research studies are
observable and measurable.
7/31/2020 18
RESEARCH METHODOLOGY
TYPES OF RESEARCH:
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Steps in Empirical Research:
The main difference between conceptual and empirical research is
that conceptual research involves abstract ideas and concepts,
whereas empirical research involves research based on
observation, experiments and verifiable evidence.
7/31/2020 19
RESEARCH METHODOLOGY
TYPES OF RESEARCH:
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Conceptual vs. Empirical:
7/31/2020 20
RESEARCH METHODOLOGY
TYPES OF RESEARCH:
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Conceptual vs. Empirical:
Nicolaus Copernicus was a mathematician and astronomer, who
formulated a model of the universe that placed the Sun rather than
Earth at the center of the universe, who had formulated such a
model some eighteen centuries earlier. It is a example of Conceptual
research.
Pharmaceutical companies use empirical research to try out a
specific drug on controlled groups or random groups to study the
effect and cause.
An empirical research study can also be carried out to determine
the effects of a new drug on specific groups of people. The
researcher may expose the research subjects to controlled
quantities of the drug and observe research subjects to controlled
quantities of the drug and observe the effects over a specific period
of time in order to gather empirical data.
7/31/2020 21
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Criteria of Good Research:
Scientific research to satisfy the following criteria -
1. The purpose of the research should be clearly defined and common
concepts be used.
2. The research procedure used should be described in sufficient detail
to permit another researcher to repeat the research for further
advancement, keeping the continuity of what has already been attained.
3. The procedural design of the research should be carefully planned to
yield results that are as objective as possible.
4. The researcher should report with complete frankness, flaws in
procedural design and estimate their effects upon the findings.
Cont…
7/31/2020 22
5. The analysis of data should be sufficiently adequate to reveal its
significance and the methods of analysis used should be
appropriate. The validity and reliability of the data should be
checked carefully.
6. Conclusions should be confined to those justified by the data of
the research and limited to those for which the data provide an
adequate basis.
7. Greater confidence in research is warranted if the researcher is
experienced, has a good reputation in research and is a person of
integrity.
RESEARCH METHODOLOGY
Criteria of Good Research:
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
7/31/2020 23
The qualities of a good research are
RESEARCH METHODOLOGY
Criteria of Good Research:
1. Good research is systematic
2. Good research is logical
3. Good research is empirical
4. Good research is replicable
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
7/31/2020 24
Suppose you want to go out for a drive. Before you start, you must
decide where you want to go and then which route to take. If you
know the route, you do not need to consult a street directory, but,
if you do not know the route, then you need to use one. Your
problem is compounded if there is more than one route. You need
to decide which one to take. The research process is very similar to
undertaking a journey. As with your drive, for a research journey
there are also two important decisions to make. The first is to
decide what you want to find out about or, in other words, what
research questions you want to find answers to. Having decided
upon your research questions or research problems, you then
need to decide how to go about finding their answers. The path to
finding answers to your research questions constitutes research
methodology.
RESEARCH METHODOLOGY
Research Problem:
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
7/31/2020 25
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
➢ A research problem is the problem or issue that leads to the
need for a study.
Research Problem:
➢ It can originate from many potential sources.
➢ It may come from an extensive literature review.
➢ The sources of research problems are often multiple.
7/31/2020 26
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Research Problem:
What is a Research Problem Statement?
A Research problem statement is a clear description of the
issue (problem) which also includes a vision and methods
used to make ways into solving the problem. Basically, it’s a
clear, concise description of the issues that need to be
addressed.
“A problem well stated is half solved” — Charles Kettering
7/31/2020 27
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Research Problem:
Formulating a research problem is the first and most important
step in the research process. A research problem identifies your
destination, what you intend to re-search.
You should examine it thoroughly, carefully and critically. The
main function of formulating a research problem is to decide
what you want to find out about.
Broadly speaking, any question that you want answered and any
assumption or assertion that you want to challenge or
investigate can become a research problem or a research topic
for your study.
7/31/2020 28
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
The importance of formulating a research problem:
A research problem is like the foundation of a building. The type
and design of the building are dependent upon the foundation. If
the foundation is well designed and strong you can expect the
building to be also. The research problem serves as the
foundation of a research study: if it is well formulated, you can
expect a good study to follow.
7/31/2020 29
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
The importance of formulating a research problem:
Research problem provides direction and defines the purpose(s) of
any particular research, which could be one or combination of the
followings:
i. The filling of existing knowledge gap
ii. Knowledge of the relationship among different aspects of nature
or phenomenon
iii. Testing and verification of new or old body of knowledge,
theories or beliefs.
iv. The need for theory construction
v. Resolution and clarification of contradictory findings or classical
problems
vi. Informing changes in present practice?
7/31/2020 30
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Need of defining a problem:
The definition of a problem serves the following purposes:
1. The definition of a problem sets the direction of the study.
2. The definition reveals the methodology or procedure of the
study.
3. The definition helps the researcher to control subjectivity or
biases of the researcher.
4. The definition of the problem suggests and specifies the
variables to be taken up into the investigation through a problem
involved into so many variables.
5. The-definition makes the research work practicable.
7/31/2020 31
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Considerations in selecting a research problem:
A
• Interest and Ethical issues
• Manageable, Specific and Clear
B
• Measurement of concepts
• Level of expertise
C
• Relevance
• Availability of data
7/31/2020 32
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Need of defining a problem:
The definition of a problem serves the following purposes:
1. The definition of a problem sets the direction of the study.
2. The definition reveals the methodology or procedure of the
study.
3. The definition helps the researcher to control subjectivity or
biases of the researcher.
4. The definition of the problem suggests and specifies the
variables to be taken up into the investigation through a problem
involved into so many variables.
5. The-definition makes the research work practicable.
7/31/2020 33
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
7/31/2020 34
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
REVIEW OF LITERATURE:
For any specific research work to occupy the place in the
development of a discipline, the researcher must be thoroughly
familiar with both previous theory and research. To assure this
familiarity, every research work has as one of its early stage, a
review of the theoretical and research literature.
In research methodology the term literature refers to the
knowledge of a particular area of investigation of any discipline
which includes theoretical, practical and its research studies.
A L.R. contains a critical analysis and the integration of
information from various sources, as well as consideration of any
gaps in literature and possibilities for future research.
7/31/2020 35
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Purpose of L.R.:
7/31/2020 36
Primary Sources -
The term primary source is used broadly to embody all sources
that are original. Primary sources provide first-hand information.
RESEARCH METHODOLOGY
Sources of Literature:
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
A secondary source is a source that provides non-original or
second hand data or information. Secondary sources are written
about primary sources.
Secondary Sources -
7/31/2020 37
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Sources of Literature:
7/31/2020 38
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Sources of Literature:
Systematic reviews search, appraise and collate all
relevant empirical evidence in order to provide a
complete interpretation of research results.
We must adopt a comprehensive,
objective and reproducible search
strategy to capture all relevant sources
of evidence. In doing so, you can be
confident of having incorporated all the
appropriate material for the topic at
hand. A thorough search strategy should
involve multiple databases, registries,
sources of grey literature, conference
proceedings and abstracts.
7/31/2020 39
Systematic reviews offer a number of benefits.
For starters, they deliver a clear and comprehensive overview of
available evidence on a given topic.
Moreover, SRs also help identify research gaps in our current
understanding of a field. They can highlight methodological
concerns in research studies that can be used to improve future
work in the topic area.
Lastly, they can be used to identify questions for which the available
evidence provide clear answers and thus for which further research
is not necessary.
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Sources of Literature:
7/31/2020 40
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Sources of Literature:
A monograph is a special type of book written on a single
specialized topic, devoted mainly for research works; could pose
some unsolved problems and may provide detained explanation
of some research papers.
So, it is like a big survey paper, but it does not appear in journals;
it rather appears the way most books appear. A book is written
works on a broad range of topics belonging usually to the same
subject area.
Unlike review papers, a research paper is a document containing
original results or findings.
The word monograph is derived from the Greek "mono" (single)
and grapho (to write), meaning "writing on a single subject".
Monograph
Example: AIR-WATER FLOW IN HYDRAULIC STRUCTURES
7/31/2020 41
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Sources of Literature:Patents OR Intellectual Property Rights
A patent for an invention is the grant of a property right to the
inventor. Patents are granted for new, useful and non-obvious
inventions for a period of 20 years from the filing date of
a patent application, and provide the right to exclude others from
exploiting the invention during that period.
THE OFFICIAL LEGAL RIGHT TO MAKE or SELL AN INVENTION FOR
A PARTICULAR NUMBER OF YEARS.
7/31/2020 42
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Sources of Literature: Research Databases
Research databases are organized collections of computerized
information or data such as periodical articles, books, graphics and
multimedia that can be searched to retrieve
information. Databases can be general or subject oriented with
bibliographic citations, abstracts, and or full text.
Google Scholar
Index Copernicus
Indian Citation Index
J-Gate
Web of Science
7/31/2020 43
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Sources of Literature: WWW or Internet
7/31/2020 44
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
The gap, also considered the missing piece or pieces in the research
literature, is the area that has not yet been explored or is under-
explored.
Identifying gap areas from literature and research database
A research gap is, simply, a topic or area for which missing or
insufficient information limits the ability to reach a conclusion for a
question.
7/31/2020 45
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Identifying gap areas from literature and research database
Gap analysis is used to compare where you are against where you
would like to be. This helps you identify the gaps between these
two states, and come up with an action plan to close them.
7/31/2020 46
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Identifying gap areas from literature and research database
7/31/2020 47
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
HYPOTHESIS:
✓ Hypothesis is a formal question that researcher intends to
resolve.
✓ Hypothesis is a predictive statement, capable of being tested
by scientific methods, that relates an independent variable to
some dependent variable.
“Students who receive counselling will show a greater increase
in creativity than students not receiving counselling”
Or
“the automobile A is performing as well as automobile B.”
7/31/2020 48
‘Hypo’ means tentative or subject to the verification and ‘Thesis’ means
statement about solution of a problem.
The world meaning of the term hypothesis is a tentative statement
about the solution of the problem. Hypothesis offers a solution of the
problem that is to be verified empirically and based on some rationale.
RESEARCH METHODOLOGY
HYPOTHESIS:
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
A medical trial is conducted to test whether or not a new medicine
reduces COVID-19 by 25%. State the null and alternative hypotheses.
H0 : The drug reduces COVID-19 by 25%
Ha : The drug does not reduce COVID-19 by 25%
A hypothesis is a hunch, assumption, suspicion, assertion or an
idea about a phenomenon, relationship or situation, the reality or
truth of which you do not know.
Hypo + thesis = Hypothesis
7/31/2020 49
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
HYPOTHESIS:
CHARACTERISTICS OF HYPOTHESIS
1. It is conceptual in nature.
2. It is a verbal statement in a declarative form.
3. It has the empirical referent. It indicates the tentative
relationship between two or more variables.
4. It has a forward or future reference. A hypothesis is future
oriented.
5. It is the pivot of a scientific research. All the research activities
are designed for its verification.
7/31/2020 50
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Null hypothesis
and
Alternative hypothesis
HYPOTHESIS:
If we are to compare method A with method B about its superiority
and if we proceed on the assumption that both methods are
equally good, then this assumption is termed as the null
hypothesis.
As against this, we may think that the method A is superior or the
method B is inferior, we are then stating what is termed as
alternative hypothesis.
The null hypothesis is generally symbolized as H0 and the
alternative hypothesis as Ha.
7/31/2020 51
When you construct a hypothesis stipulating that there is no
difference between two situations, groups, outcomes, or the
prevalence of a condition or phenomenon, this is called a null
hypothesis and is usually written as H0 and if there is
difference in two situations, groups, outcomes, or the
prevalence of a condition or phenomenon, this is called a
Alternate hypothesis and is usually written as Ha.
RESEARCH METHODOLOGY
Null hypothesis
and
Alternative hypothesis
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
7/31/2020 52
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
The testing of a hypothesis:
7/31/2020 53
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Process of Hypothesis Testing:
Formation of Hypothesis
Design of Experiment
Data Collection
Testing of Hypothesis
Lab Experimental setup
Survey
Computer
Programming, Design
,& Development
Mean, Mode, Median, etc
Statistical Software's
Statistical Methods
7/31/2020 54
The level of significance: This is a very important concept in
the context of hypothesis testing. It is always some percentage
(usually 5%) which should be chosen wit great care, thought
and reason. In case we take the significance level at 5 per cent,
then this implies that H0 will be rejected
RESEARCH METHODOLOGY
Hypothesis Testing:
when the sampling result (i.e., observed evidence) has a less
than 0.05 probability of occurring if H0 is true.
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
7/31/2020 55
RESEARCH METHODOLOGY
Hypothesis Testing:
IMPORTANT PARAMETRIC TESTS:
The important parametric tests are: (1) z-test; (2) t-test;
(3) χ2-test, and (4) F-test.
All these tests are based on the assumption of normality i.e., the
source of data is considered to be normally distributed.
Wilcoxon Rank Sum Test
IMPORTANT NON-PARAMETRIC TESTS:
Analysis of Variance (ANOVA)
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
7/31/2020 56
Numerous statistical software systems are available currently. The
commonly used software systems are –
Statistical Package for the Social Sciences (SPSS - manufactured by
IBM corporation),
Statistical Analysis System ((SAS - developed by SAS Institute North
Carolina, United States of America),
R (designed by Ross Ihaka and Robert Gentleman from R core
team),
Minitab (developed by Minitab Inc),
Stata (developed by StataCorp) and
the MS Excel (developed by Microsoft).
RESEARCH METHODOLOGY
Hypothesis Testing:
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
7/31/2020 57
Q1. Define the term ‘ Research’. Enumerate the need of research.
Differentiate Research Methods and Research Methodology.
Q2. List the types of research. Explain Quantitative research and
Qualitative research.
Q3. Write Short notes on -
A. Conceptual Research
B. Empirical Research
C. Fundamental research
Q4. What do you understand from the phrase “ Review of Literature” .
Describe the objectives and significance of it.
Q5. What is Hypothesis? Explain Null and Alternative Hypothesis.
ASSIGNMENT -I
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
7/31/2020 58
REFERENCES
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
Prof. Sanjay Shekhawat, SSBT COET Jalgaon
7/31/2020 59
RESEARCH METHODOLOGY
Prof. Sanjay Shekhawat, SSBT COET Jalgaon

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Research methodology

  • 1. 7/31/2020 1 Research:AWayofThinking Unit-I Introduction to Research Methodology Prof. Sanjay Shekhawat, SSBT COET Jalgaon
  • 2. Research Methodology Topics for discussion - 1. Meaning of Research, 2. Need of Research, 3. Research Methods vs. Methodology 7/31/2020 2Prof. Sanjay Shekhawat, SSBT COET Jalgaon
  • 3. RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon TYPES OF RESEARCH: (i) Descriptive vs. Analytical: Descriptive research includes surveys and fact-finding enquiries of different kinds. The major purpose of descriptive research is description of the state of affairs as it exists at present. The main characteristic of this method is that the researcher has no control over the variables; he can only report what has happened or what is happening. Examples: frequency of shopping, preferences of people, or similar data. The methods of research utilized in descriptive research are survey methods of all kinds, including comparative and correlational methods.7/31/2020 3
  • 4. RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon A research study classified as a descriptive study attempts to describe systematically a situation, problem, phenomenon, service or programme, or provides information about, say, the living conditions of a community, or describes attitudes towards an issue. For example, it may attempt to describe the types of service provided by an organisation, the administrative structure of an organisation, the living conditions of indigenous people in the outback, the needs of a community, or the attitudes of employees towards management. The main purpose of such studies is to describe what is prevalent with respect to the issue/problem under study. 7/31/2020 4
  • 5. Analytical research is a specific type of research that involves critical thinking skills and the evaluation of facts and information relative to the research being conducted. A variety of people including students, doctors and psychologists use analytical research during studies to find the most relevant information. From analytical research, a person finds out critical details to add new ideas to the material being produced. RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon In analytical research, on the other hand, the researcher has to use facts or information already available, and analyze these to make a critical evaluation of the material. 7/31/2020 5
  • 6. RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon7/31/2020 6
  • 7. Prof. Sanjay Shekhawat, SSBT COET Jalgaon RESEARCH METHODOLOGY Applied vs. Fundamental ( Basic): Applied research aims at finding a solution for an immediate problem facing a society or an industrial/business organisation, whereas fundamental research is mainly concerned with generalisations and with the formulation of a theory. “Gathering knowledge for knowledge’s sake is termed ‘pure’ or ‘basic’ research.” Research concerning some natural phenomenon or relating to pure mathematics are examples of fundamental research. Thus, the central aim of applied research is to discover a solution for some pressing practical problem, whereas basic research is directed towards finding information that has a broad base of applications and thus, adds to the already existing organized body of scientific knowledge. 7/31/2020 7
  • 8. RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon7/31/2020 8
  • 9. RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon7/31/2020 9
  • 10. 7/31/2020 10 1. Albert Einstein introduced it to the world in 1905, the Special Theory of Relativity, and its subsequent expansion to include his ideas on gravitational force in 1916 with the publication of the General Theory, has remained stubbornly conceptual in nature. RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Examples of Fundamental Research: 2. Quantum theories of matter 3. Use of Steam as a fuel in engine Examples of Applied Research: 1.Applied research to improve agricultural crop production 2. Applied research to treat or cure a specific disease. 3. Development in Engine Technology.
  • 11. 7/31/2020 11 Quantitative vs. Qualitative: Quantitative research is based on the measurement of quantity or amount. It is applicable to phenomena that can be expressed in terms of quantity. Qualitative research, on the other hand, is concerned with qualitative phenomenon, i.e., phenomena relating to or involving quality or kind. RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon TYPES OF RESEARCH: Quantitative research, deals with data that are numerical or that can be converted into numbers. The basic methods used to investigate numerical data are called ‘statistics’. Statistical techniques are concerned with the organisation, analysis, interpretation and presentation of numerical data. Statistics is a huge area of study with wide application across many disciplines.
  • 12. 7/31/2020 12 RESEARCH METHODOLOGY TYPES OF RESEARCH: Prof. Sanjay Shekhawat, SSBT COET Jalgaon Quantitative vs. Qualitative: Quantitative Research Quantitative Research is used to quantify the problem by way of generating numerical data or data that can be transformed into usable statistics. It is used to quantify attitudes, opinions, behaviors, and other defined variables – and generalize results from a larger sample population. Quantitative Research uses measurable data to formulate facts and uncover patterns in research. Quantitative data collection methods are much more structured than Qualitative data collection methods. Quantitative data collection methods include various forms of surveys – online surveys, paper surveys, mobile surveys and kiosk surveys, face-to-face interviews, telephone interviews, longitudinal studies, website interceptors, online polls, and systematic observations.
  • 13. 7/31/2020 13 Example of Quantitative Research Let’s say you wanted to know the average height of all professional basketball players. To conduct that research, you could do a survey and call up each player on the phone and ask them for their height. You could physically find them and measure them. OR Opt for secondary research and simply compile the data from websites. As you can see, quantitative research can come in many forms, including surveys, observation, experimentation, and secondary research. All of these techniques will help you obtain numerical (“quantitative”) data. Awesome examples of quantitative data is forecasting about world population in next 10 years. RESEARCH METHODOLOGY TYPES OF RESEARCH: Quantitative vs. Qualitative:
  • 14. 7/31/2020 14 RESEARCH METHODOLOGY TYPES OF RESEARCH: Prof. Sanjay Shekhawat, SSBT COET Jalgaon Quantitative vs. Qualitative: Qualitative Research Qualitative Research is primarily exploratory research. It is used to gain an understanding of underlying reasons, opinions, and motivations. It provides insights into the problem or helps to develop ideas for potential quantitative research. Qualitative Research is also used to uncover trends in thought and opinions, and dive deeper into the problem. Qualitative data collection methods vary using unstructured or semi-structured techniques. Some common methods include focus groups (group discussions), individual interviews, and participation/observations. The sample size is typically small, and respondents are selected to fulfil a given quota.
  • 15. 7/31/2020 15 RESEARCH METHODOLOGY TYPES OF RESEARCH: Quantitative vs. Qualitative: Example of Qualitative Research Imagine you work at online shopping company like Amazon, etc and your roll is to carry out the costumer satisfaction level, then you will collect the feed back of costumer through telephone, email, responses on website in the form of star rating. It is a qualitative research. You have a little form for each costmer that asked “how was your experience today?” Let’s assume there are 100 responses, including comments like “great, satisfactory, poor, average, etc.
  • 16. 7/31/2020 16 RESEARCH METHODOLOGY TYPES OF RESEARCH: Prof. Sanjay Shekhawat, SSBT COET Jalgaon Conceptual vs. Empirical: Conceptual research is that related to some abstract idea(s) or theory. It is generally used by philosophers and thinkers to develop new concepts or to reinterpret existing ones. Conceptual research is defined as a methodology wherein research is conducted by observing and analyzing already present information on a given topic. ... It is related to abstract concepts or ideas. Philosophers have long used conceptual research to develop new theories or interpret existing theories in a different light. Conceptual research focuses on the concept or theory that explains or describes the phenomenon being studied. What causes disease? How can we describe the motions of the planets? What are the building blocks of matter? The conceptual researcher sits at his desk with pen in hand and tries to solve these problems by thinking about them.
  • 17. 7/31/2020 17 RESEARCH METHODOLOGY TYPES OF RESEARCH: Prof. Sanjay Shekhawat, SSBT COET Jalgaon Conceptual vs. Empirical: Empirical research is based on observed and measured phenomena and derives knowledge from actual experience rather than from theory or belief. For example: Pharmaceutical companies use empirical research to try out a specific drug on controlled groups or random groups to study the effect and cause. Empirical research is basically a research that uses empirical evidence. Empirical evidence refers to evidence verifiable by observation or experience rather than theory or pure logic. Thus, empirical research is research studies with conclusions based on empirical evidence. Moreover, empirical research studies are observable and measurable.
  • 18. 7/31/2020 18 RESEARCH METHODOLOGY TYPES OF RESEARCH: Prof. Sanjay Shekhawat, SSBT COET Jalgaon Steps in Empirical Research: The main difference between conceptual and empirical research is that conceptual research involves abstract ideas and concepts, whereas empirical research involves research based on observation, experiments and verifiable evidence.
  • 19. 7/31/2020 19 RESEARCH METHODOLOGY TYPES OF RESEARCH: Prof. Sanjay Shekhawat, SSBT COET Jalgaon Conceptual vs. Empirical:
  • 20. 7/31/2020 20 RESEARCH METHODOLOGY TYPES OF RESEARCH: Prof. Sanjay Shekhawat, SSBT COET Jalgaon Conceptual vs. Empirical: Nicolaus Copernicus was a mathematician and astronomer, who formulated a model of the universe that placed the Sun rather than Earth at the center of the universe, who had formulated such a model some eighteen centuries earlier. It is a example of Conceptual research. Pharmaceutical companies use empirical research to try out a specific drug on controlled groups or random groups to study the effect and cause. An empirical research study can also be carried out to determine the effects of a new drug on specific groups of people. The researcher may expose the research subjects to controlled quantities of the drug and observe research subjects to controlled quantities of the drug and observe the effects over a specific period of time in order to gather empirical data.
  • 21. 7/31/2020 21 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Criteria of Good Research: Scientific research to satisfy the following criteria - 1. The purpose of the research should be clearly defined and common concepts be used. 2. The research procedure used should be described in sufficient detail to permit another researcher to repeat the research for further advancement, keeping the continuity of what has already been attained. 3. The procedural design of the research should be carefully planned to yield results that are as objective as possible. 4. The researcher should report with complete frankness, flaws in procedural design and estimate their effects upon the findings. Cont…
  • 22. 7/31/2020 22 5. The analysis of data should be sufficiently adequate to reveal its significance and the methods of analysis used should be appropriate. The validity and reliability of the data should be checked carefully. 6. Conclusions should be confined to those justified by the data of the research and limited to those for which the data provide an adequate basis. 7. Greater confidence in research is warranted if the researcher is experienced, has a good reputation in research and is a person of integrity. RESEARCH METHODOLOGY Criteria of Good Research: Prof. Sanjay Shekhawat, SSBT COET Jalgaon
  • 23. 7/31/2020 23 The qualities of a good research are RESEARCH METHODOLOGY Criteria of Good Research: 1. Good research is systematic 2. Good research is logical 3. Good research is empirical 4. Good research is replicable Prof. Sanjay Shekhawat, SSBT COET Jalgaon
  • 24. 7/31/2020 24 Suppose you want to go out for a drive. Before you start, you must decide where you want to go and then which route to take. If you know the route, you do not need to consult a street directory, but, if you do not know the route, then you need to use one. Your problem is compounded if there is more than one route. You need to decide which one to take. The research process is very similar to undertaking a journey. As with your drive, for a research journey there are also two important decisions to make. The first is to decide what you want to find out about or, in other words, what research questions you want to find answers to. Having decided upon your research questions or research problems, you then need to decide how to go about finding their answers. The path to finding answers to your research questions constitutes research methodology. RESEARCH METHODOLOGY Research Problem: Prof. Sanjay Shekhawat, SSBT COET Jalgaon
  • 25. 7/31/2020 25 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon ➢ A research problem is the problem or issue that leads to the need for a study. Research Problem: ➢ It can originate from many potential sources. ➢ It may come from an extensive literature review. ➢ The sources of research problems are often multiple.
  • 26. 7/31/2020 26 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Research Problem: What is a Research Problem Statement? A Research problem statement is a clear description of the issue (problem) which also includes a vision and methods used to make ways into solving the problem. Basically, it’s a clear, concise description of the issues that need to be addressed. “A problem well stated is half solved” — Charles Kettering
  • 27. 7/31/2020 27 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Research Problem: Formulating a research problem is the first and most important step in the research process. A research problem identifies your destination, what you intend to re-search. You should examine it thoroughly, carefully and critically. The main function of formulating a research problem is to decide what you want to find out about. Broadly speaking, any question that you want answered and any assumption or assertion that you want to challenge or investigate can become a research problem or a research topic for your study.
  • 28. 7/31/2020 28 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon The importance of formulating a research problem: A research problem is like the foundation of a building. The type and design of the building are dependent upon the foundation. If the foundation is well designed and strong you can expect the building to be also. The research problem serves as the foundation of a research study: if it is well formulated, you can expect a good study to follow.
  • 29. 7/31/2020 29 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon The importance of formulating a research problem: Research problem provides direction and defines the purpose(s) of any particular research, which could be one or combination of the followings: i. The filling of existing knowledge gap ii. Knowledge of the relationship among different aspects of nature or phenomenon iii. Testing and verification of new or old body of knowledge, theories or beliefs. iv. The need for theory construction v. Resolution and clarification of contradictory findings or classical problems vi. Informing changes in present practice?
  • 30. 7/31/2020 30 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Need of defining a problem: The definition of a problem serves the following purposes: 1. The definition of a problem sets the direction of the study. 2. The definition reveals the methodology or procedure of the study. 3. The definition helps the researcher to control subjectivity or biases of the researcher. 4. The definition of the problem suggests and specifies the variables to be taken up into the investigation through a problem involved into so many variables. 5. The-definition makes the research work practicable.
  • 31. 7/31/2020 31 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Considerations in selecting a research problem: A • Interest and Ethical issues • Manageable, Specific and Clear B • Measurement of concepts • Level of expertise C • Relevance • Availability of data
  • 32. 7/31/2020 32 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Need of defining a problem: The definition of a problem serves the following purposes: 1. The definition of a problem sets the direction of the study. 2. The definition reveals the methodology or procedure of the study. 3. The definition helps the researcher to control subjectivity or biases of the researcher. 4. The definition of the problem suggests and specifies the variables to be taken up into the investigation through a problem involved into so many variables. 5. The-definition makes the research work practicable.
  • 33. 7/31/2020 33 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon
  • 34. 7/31/2020 34 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon REVIEW OF LITERATURE: For any specific research work to occupy the place in the development of a discipline, the researcher must be thoroughly familiar with both previous theory and research. To assure this familiarity, every research work has as one of its early stage, a review of the theoretical and research literature. In research methodology the term literature refers to the knowledge of a particular area of investigation of any discipline which includes theoretical, practical and its research studies. A L.R. contains a critical analysis and the integration of information from various sources, as well as consideration of any gaps in literature and possibilities for future research.
  • 35. 7/31/2020 35 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Purpose of L.R.:
  • 36. 7/31/2020 36 Primary Sources - The term primary source is used broadly to embody all sources that are original. Primary sources provide first-hand information. RESEARCH METHODOLOGY Sources of Literature: Prof. Sanjay Shekhawat, SSBT COET Jalgaon A secondary source is a source that provides non-original or second hand data or information. Secondary sources are written about primary sources. Secondary Sources -
  • 37. 7/31/2020 37 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Sources of Literature:
  • 38. 7/31/2020 38 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Sources of Literature: Systematic reviews search, appraise and collate all relevant empirical evidence in order to provide a complete interpretation of research results. We must adopt a comprehensive, objective and reproducible search strategy to capture all relevant sources of evidence. In doing so, you can be confident of having incorporated all the appropriate material for the topic at hand. A thorough search strategy should involve multiple databases, registries, sources of grey literature, conference proceedings and abstracts.
  • 39. 7/31/2020 39 Systematic reviews offer a number of benefits. For starters, they deliver a clear and comprehensive overview of available evidence on a given topic. Moreover, SRs also help identify research gaps in our current understanding of a field. They can highlight methodological concerns in research studies that can be used to improve future work in the topic area. Lastly, they can be used to identify questions for which the available evidence provide clear answers and thus for which further research is not necessary. RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Sources of Literature:
  • 40. 7/31/2020 40 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Sources of Literature: A monograph is a special type of book written on a single specialized topic, devoted mainly for research works; could pose some unsolved problems and may provide detained explanation of some research papers. So, it is like a big survey paper, but it does not appear in journals; it rather appears the way most books appear. A book is written works on a broad range of topics belonging usually to the same subject area. Unlike review papers, a research paper is a document containing original results or findings. The word monograph is derived from the Greek "mono" (single) and grapho (to write), meaning "writing on a single subject". Monograph Example: AIR-WATER FLOW IN HYDRAULIC STRUCTURES
  • 41. 7/31/2020 41 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Sources of Literature:Patents OR Intellectual Property Rights A patent for an invention is the grant of a property right to the inventor. Patents are granted for new, useful and non-obvious inventions for a period of 20 years from the filing date of a patent application, and provide the right to exclude others from exploiting the invention during that period. THE OFFICIAL LEGAL RIGHT TO MAKE or SELL AN INVENTION FOR A PARTICULAR NUMBER OF YEARS.
  • 42. 7/31/2020 42 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Sources of Literature: Research Databases Research databases are organized collections of computerized information or data such as periodical articles, books, graphics and multimedia that can be searched to retrieve information. Databases can be general or subject oriented with bibliographic citations, abstracts, and or full text. Google Scholar Index Copernicus Indian Citation Index J-Gate Web of Science
  • 43. 7/31/2020 43 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Sources of Literature: WWW or Internet
  • 44. 7/31/2020 44 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon The gap, also considered the missing piece or pieces in the research literature, is the area that has not yet been explored or is under- explored. Identifying gap areas from literature and research database A research gap is, simply, a topic or area for which missing or insufficient information limits the ability to reach a conclusion for a question.
  • 45. 7/31/2020 45 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Identifying gap areas from literature and research database Gap analysis is used to compare where you are against where you would like to be. This helps you identify the gaps between these two states, and come up with an action plan to close them.
  • 46. 7/31/2020 46 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Identifying gap areas from literature and research database
  • 47. 7/31/2020 47 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon HYPOTHESIS: ✓ Hypothesis is a formal question that researcher intends to resolve. ✓ Hypothesis is a predictive statement, capable of being tested by scientific methods, that relates an independent variable to some dependent variable. “Students who receive counselling will show a greater increase in creativity than students not receiving counselling” Or “the automobile A is performing as well as automobile B.”
  • 48. 7/31/2020 48 ‘Hypo’ means tentative or subject to the verification and ‘Thesis’ means statement about solution of a problem. The world meaning of the term hypothesis is a tentative statement about the solution of the problem. Hypothesis offers a solution of the problem that is to be verified empirically and based on some rationale. RESEARCH METHODOLOGY HYPOTHESIS: Prof. Sanjay Shekhawat, SSBT COET Jalgaon A medical trial is conducted to test whether or not a new medicine reduces COVID-19 by 25%. State the null and alternative hypotheses. H0 : The drug reduces COVID-19 by 25% Ha : The drug does not reduce COVID-19 by 25% A hypothesis is a hunch, assumption, suspicion, assertion or an idea about a phenomenon, relationship or situation, the reality or truth of which you do not know. Hypo + thesis = Hypothesis
  • 49. 7/31/2020 49 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon HYPOTHESIS: CHARACTERISTICS OF HYPOTHESIS 1. It is conceptual in nature. 2. It is a verbal statement in a declarative form. 3. It has the empirical referent. It indicates the tentative relationship between two or more variables. 4. It has a forward or future reference. A hypothesis is future oriented. 5. It is the pivot of a scientific research. All the research activities are designed for its verification.
  • 50. 7/31/2020 50 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Null hypothesis and Alternative hypothesis HYPOTHESIS: If we are to compare method A with method B about its superiority and if we proceed on the assumption that both methods are equally good, then this assumption is termed as the null hypothesis. As against this, we may think that the method A is superior or the method B is inferior, we are then stating what is termed as alternative hypothesis. The null hypothesis is generally symbolized as H0 and the alternative hypothesis as Ha.
  • 51. 7/31/2020 51 When you construct a hypothesis stipulating that there is no difference between two situations, groups, outcomes, or the prevalence of a condition or phenomenon, this is called a null hypothesis and is usually written as H0 and if there is difference in two situations, groups, outcomes, or the prevalence of a condition or phenomenon, this is called a Alternate hypothesis and is usually written as Ha. RESEARCH METHODOLOGY Null hypothesis and Alternative hypothesis Prof. Sanjay Shekhawat, SSBT COET Jalgaon
  • 52. 7/31/2020 52 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon The testing of a hypothesis:
  • 53. 7/31/2020 53 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon Process of Hypothesis Testing: Formation of Hypothesis Design of Experiment Data Collection Testing of Hypothesis Lab Experimental setup Survey Computer Programming, Design ,& Development Mean, Mode, Median, etc Statistical Software's Statistical Methods
  • 54. 7/31/2020 54 The level of significance: This is a very important concept in the context of hypothesis testing. It is always some percentage (usually 5%) which should be chosen wit great care, thought and reason. In case we take the significance level at 5 per cent, then this implies that H0 will be rejected RESEARCH METHODOLOGY Hypothesis Testing: when the sampling result (i.e., observed evidence) has a less than 0.05 probability of occurring if H0 is true. Prof. Sanjay Shekhawat, SSBT COET Jalgaon
  • 55. 7/31/2020 55 RESEARCH METHODOLOGY Hypothesis Testing: IMPORTANT PARAMETRIC TESTS: The important parametric tests are: (1) z-test; (2) t-test; (3) χ2-test, and (4) F-test. All these tests are based on the assumption of normality i.e., the source of data is considered to be normally distributed. Wilcoxon Rank Sum Test IMPORTANT NON-PARAMETRIC TESTS: Analysis of Variance (ANOVA) Prof. Sanjay Shekhawat, SSBT COET Jalgaon
  • 56. 7/31/2020 56 Numerous statistical software systems are available currently. The commonly used software systems are – Statistical Package for the Social Sciences (SPSS - manufactured by IBM corporation), Statistical Analysis System ((SAS - developed by SAS Institute North Carolina, United States of America), R (designed by Ross Ihaka and Robert Gentleman from R core team), Minitab (developed by Minitab Inc), Stata (developed by StataCorp) and the MS Excel (developed by Microsoft). RESEARCH METHODOLOGY Hypothesis Testing: Prof. Sanjay Shekhawat, SSBT COET Jalgaon
  • 57. 7/31/2020 57 Q1. Define the term ‘ Research’. Enumerate the need of research. Differentiate Research Methods and Research Methodology. Q2. List the types of research. Explain Quantitative research and Qualitative research. Q3. Write Short notes on - A. Conceptual Research B. Empirical Research C. Fundamental research Q4. What do you understand from the phrase “ Review of Literature” . Describe the objectives and significance of it. Q5. What is Hypothesis? Explain Null and Alternative Hypothesis. ASSIGNMENT -I Prof. Sanjay Shekhawat, SSBT COET Jalgaon
  • 58. 7/31/2020 58 REFERENCES Prof. Sanjay Shekhawat, SSBT COET Jalgaon Prof. Sanjay Shekhawat, SSBT COET Jalgaon
  • 59. 7/31/2020 59 RESEARCH METHODOLOGY Prof. Sanjay Shekhawat, SSBT COET Jalgaon