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Chapter-2
Scientific Methods
1
ECEg-4341 : Research Methods
and Presentation
Introduction
 The development of the scientific method is usually credited to
Roger Bacon, a philosopher and scientist from 13th-century
England, although some argue that the Italian scientist Galileo
Galilee played an important role in formulating the scientific
method.
 Later, contributions to the scientific method were made by the
philosophers Francis Bacon and René Descartes.
 Although some disagreement exists regarding the exact
characteristics of the scientific method, most agree that it is
characterized by the following elements:
2
ECEg-4341 : Research Methods and Presentation
1. Empirical approach
2. Observations
3. Questions
4. Hypotheses
5. Experiments
6. Analyses
7. Conclusions
8. Replication
Empirical Approach
 The scientific method is firmly based on the empirical approach.
 The empirical approach is an evidence-based approach that relies on
direct observation and experimentation in the acquisition of new
knowledge.
 In the empirical approach, scientific decisions are made based on the
data derived from direct observation and experimentation.
 The empirical approach, with its emphasis on direct, systematic, and
careful observation, is best thought, as the guiding principle behind all
research conducted in accordance with the scientific method. 3
Observations
 An important component in any scientific investigation is observation.
 In this sense, observation refers to two distinct concepts—being aware
of the world around us and making careful measurements.
 Observations of the world around us often give rise to the questions
that are addressed through scientific research.
For example, the Newtonian observation that apple fall from trees
stimulated much research into the effects of gravity.
 Therefore, a keen eye to your surroundings can often provide you with
many ideas for research studies.
4
Observations (Cont’d)
 In the context of science, observation means more than just
observing the world around us to get ideas for research.
 Observation also refers to the process of making careful and
accurate measurements, which is a distinguishing feature of well-
conducted scientific investigations.
 When making measurements in the context of research, scientists
typically take great precautions to avoid making biased
observations.
5
ECEg-4341 : Research Methods
and Presentation
 An important aspect of measurement is an operational definition.
 Researchers define key concepts and terms in the context of their
research studies by using operational definitions.
 By using operational definitions, researchers ensure that everyone
is talking about the same phenomenon.
For example, if a researcher wants to study the effects of
exercise on stress levels, it would be necessary for the
researcher to define what “exercise” is. Does exercise refer to
jogging, weight lifting, swimming, jumping rope, or all of the
above?
By defining “exercise” for the purposes of the study, the
researcher makes sure that everyone is referring to the same
thing.
Observations (Cont’d)
6
Questions
 After getting a research idea, perhaps from making observations of
the world around us, the next step in the research process involves
translating that research idea into an answerable question.
 The term “answerable” is particularly important in this respect, and
it should not be overlooked.
 would obviously be a frustrating and ultimately unrewarding
endeavor to attempt to answer an unanswerable research question
through scientific investigation.
example: “Is there an exact replica of me in another universe?”
7
Hypotheses
 The next step in the scientific method is coming up with a
hypothesis, which is simply an educated-and testable-guess
about the answer to your research question.
 A key feature of all hypotheses is that each must make a
prediction.
 These predictions are then tested by gathering and analyzing
data.
 the hypotheses can either be supported or refuted (falsified) on
the basis of the data.
8
ECEg-4341 : Research Methods
and Presentation
Experiments
 After articulating the hypothesis, the next step involves
actually conducting the experiment (or research study).
For example, if the study involves investigating the effects
of exercise on levels of cholesterol, the researcher would
design and conduct a study that would attempt to address
that question.
A key aspect of conducting a research study is measuring
the phenomenon of interest in an accurate and reliable
manner
9
ECEg-4341 : Research Methods
and Presentation
Analyses
 After conducting the study and gathering the data, the next
step involves analyzing the data, which generally calls for the
use of statistical techniques.
 The type of statistical techniques used by a researcher depends
on the design of the study, the type of data being gathered, and
the questions being asked.
 In short, statistics help researchers minimize the likelihood of
reaching an erroneous conclusion about the relationship
between the variables being studied.
10
ECEg-4341 : Research Methods
and Presentation
Analyses (Cont’d)
 A key decision that researchers must make with the assistance
of statistics is whether the null hypothesis should be rejected.
 The null hypothesis always predicts that there will be no
difference between the groups.
 Therefore, rejecting the null hypothesis means that there is a
difference between the groups.
 In general, most researchers seek to reject the null hypothesis
because rejection means the phenomenon being studied had
some effect.
 Eg. exercise-cholesterol
11
ECEg-4341 : Research Methods
and Presentation
Conclusions
 After analyzing the data and determining whether to reject the
null hypothesis, the researcher is now in a position to draw some
conclusions about the results of the study.
 For example, if the researcher rejected the null hypothesis, the
researcher can conclude that the phenomenon being studied had
an effect—a statistically significant effect, to be more precise.
 It is important that researchers make only those conclusions that
can be supported by the data analyses.
 Going beyond the data is a cardinal sin that researchers must be
careful to avoid.
12
ECEg-4341 : Research Methods
and Presentation
Replication
 Replication essentially means conducting the same research study
a second time to see whether the same results are obtained.
 The same researcher may attempt to replicate previously obtained
results, or perhaps other researchers may undertake that task.
 Replication illustrates an important point about scientific
research—namely, that researchers should avoid drawing broad
conclusions based on the results of a single research study because
it is always possible that the results of that particular study were
an aberration.
 In other words, it is possible that the results of the research study
were obtained by chance or error and, therefore, that the results
may not accurately represent the actual state of things. 13
Replication (Cont’d)
 The importance of replication in research cannot be overstated.
 Replication serves several integral purposes, including
establishing the reliability (i.e., consistency) of the research
study’s findings and determining whether the same results can be
obtained with a different group of participants.
 This last point refers to whether the results of the original study
are generalizable to other groups of research participants.
 If the results of a study are replicated, the researchers—and the
field in which the researchers work—can have greater confidence
in the reliability and generalizability of the original findings.
14

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Scientific method in civil engineering and structures

  • 1. Chapter-2 Scientific Methods 1 ECEg-4341 : Research Methods and Presentation
  • 2. Introduction  The development of the scientific method is usually credited to Roger Bacon, a philosopher and scientist from 13th-century England, although some argue that the Italian scientist Galileo Galilee played an important role in formulating the scientific method.  Later, contributions to the scientific method were made by the philosophers Francis Bacon and René Descartes.  Although some disagreement exists regarding the exact characteristics of the scientific method, most agree that it is characterized by the following elements: 2 ECEg-4341 : Research Methods and Presentation 1. Empirical approach 2. Observations 3. Questions 4. Hypotheses 5. Experiments 6. Analyses 7. Conclusions 8. Replication
  • 3. Empirical Approach  The scientific method is firmly based on the empirical approach.  The empirical approach is an evidence-based approach that relies on direct observation and experimentation in the acquisition of new knowledge.  In the empirical approach, scientific decisions are made based on the data derived from direct observation and experimentation.  The empirical approach, with its emphasis on direct, systematic, and careful observation, is best thought, as the guiding principle behind all research conducted in accordance with the scientific method. 3
  • 4. Observations  An important component in any scientific investigation is observation.  In this sense, observation refers to two distinct concepts—being aware of the world around us and making careful measurements.  Observations of the world around us often give rise to the questions that are addressed through scientific research. For example, the Newtonian observation that apple fall from trees stimulated much research into the effects of gravity.  Therefore, a keen eye to your surroundings can often provide you with many ideas for research studies. 4
  • 5. Observations (Cont’d)  In the context of science, observation means more than just observing the world around us to get ideas for research.  Observation also refers to the process of making careful and accurate measurements, which is a distinguishing feature of well- conducted scientific investigations.  When making measurements in the context of research, scientists typically take great precautions to avoid making biased observations. 5 ECEg-4341 : Research Methods and Presentation
  • 6.  An important aspect of measurement is an operational definition.  Researchers define key concepts and terms in the context of their research studies by using operational definitions.  By using operational definitions, researchers ensure that everyone is talking about the same phenomenon. For example, if a researcher wants to study the effects of exercise on stress levels, it would be necessary for the researcher to define what “exercise” is. Does exercise refer to jogging, weight lifting, swimming, jumping rope, or all of the above? By defining “exercise” for the purposes of the study, the researcher makes sure that everyone is referring to the same thing. Observations (Cont’d) 6
  • 7. Questions  After getting a research idea, perhaps from making observations of the world around us, the next step in the research process involves translating that research idea into an answerable question.  The term “answerable” is particularly important in this respect, and it should not be overlooked.  would obviously be a frustrating and ultimately unrewarding endeavor to attempt to answer an unanswerable research question through scientific investigation. example: “Is there an exact replica of me in another universe?” 7
  • 8. Hypotheses  The next step in the scientific method is coming up with a hypothesis, which is simply an educated-and testable-guess about the answer to your research question.  A key feature of all hypotheses is that each must make a prediction.  These predictions are then tested by gathering and analyzing data.  the hypotheses can either be supported or refuted (falsified) on the basis of the data. 8 ECEg-4341 : Research Methods and Presentation
  • 9. Experiments  After articulating the hypothesis, the next step involves actually conducting the experiment (or research study). For example, if the study involves investigating the effects of exercise on levels of cholesterol, the researcher would design and conduct a study that would attempt to address that question. A key aspect of conducting a research study is measuring the phenomenon of interest in an accurate and reliable manner 9 ECEg-4341 : Research Methods and Presentation
  • 10. Analyses  After conducting the study and gathering the data, the next step involves analyzing the data, which generally calls for the use of statistical techniques.  The type of statistical techniques used by a researcher depends on the design of the study, the type of data being gathered, and the questions being asked.  In short, statistics help researchers minimize the likelihood of reaching an erroneous conclusion about the relationship between the variables being studied. 10 ECEg-4341 : Research Methods and Presentation
  • 11. Analyses (Cont’d)  A key decision that researchers must make with the assistance of statistics is whether the null hypothesis should be rejected.  The null hypothesis always predicts that there will be no difference between the groups.  Therefore, rejecting the null hypothesis means that there is a difference between the groups.  In general, most researchers seek to reject the null hypothesis because rejection means the phenomenon being studied had some effect.  Eg. exercise-cholesterol 11 ECEg-4341 : Research Methods and Presentation
  • 12. Conclusions  After analyzing the data and determining whether to reject the null hypothesis, the researcher is now in a position to draw some conclusions about the results of the study.  For example, if the researcher rejected the null hypothesis, the researcher can conclude that the phenomenon being studied had an effect—a statistically significant effect, to be more precise.  It is important that researchers make only those conclusions that can be supported by the data analyses.  Going beyond the data is a cardinal sin that researchers must be careful to avoid. 12 ECEg-4341 : Research Methods and Presentation
  • 13. Replication  Replication essentially means conducting the same research study a second time to see whether the same results are obtained.  The same researcher may attempt to replicate previously obtained results, or perhaps other researchers may undertake that task.  Replication illustrates an important point about scientific research—namely, that researchers should avoid drawing broad conclusions based on the results of a single research study because it is always possible that the results of that particular study were an aberration.  In other words, it is possible that the results of the research study were obtained by chance or error and, therefore, that the results may not accurately represent the actual state of things. 13
  • 14. Replication (Cont’d)  The importance of replication in research cannot be overstated.  Replication serves several integral purposes, including establishing the reliability (i.e., consistency) of the research study’s findings and determining whether the same results can be obtained with a different group of participants.  This last point refers to whether the results of the original study are generalizable to other groups of research participants.  If the results of a study are replicated, the researchers—and the field in which the researchers work—can have greater confidence in the reliability and generalizability of the original findings. 14

Editor's Notes

  1. The null hypothesis is a statement that you want to test. In general, the null hypothesis is that things are the same as each other, or the same as a theoretical expectation.