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Hallmarks of Scientific
Research
Teaching and Learning Unit
Faculty of Economics and
Commerce
The following “hallmarks of scientific research” are
appropriate to research in all scientific and social science
disciplines. Read them and then consider your own
research project.
i. Purposiveness
The research must have an aim; that is, it should be
problem-based, unified and directed. Not pointless and
random.
A testable hypothesis is normally needed in scientific
writing to consolidate purpose of study. This also
'narrows down' the project to a manageable size. (This
'narrowing' is also essential in order to complete the
project in a limited time.)
Example:
Consider the following topics:
(a) The environment and the US economy
(b) The problem of pollution in the environment and its
impact on the US economy
(c) The problem of ocean spills and their economic
impact on the US economy
(d) The problem of oil spills and their economic impact on
the US economy
(e) The 1989 Alaskan Oil Spill and its impact on the US
economy
(f) Consequences of the 1989 Alaskan Oil Spill on share
prices in the Alaskan economy from 1989 to 2002.
(f) is more narrow and has a clearer purpose than (a)-
(d).
The first thing that you should do is to formulate a
research question that is meaningful, narrow and
clear.
(See Sekaran for examples of clear business research
questions, pp. 43-44.)
ii. Rigour
The project should have sound methodological design. It
should be 'scientific' and/or 'logical': conclusions must
follow from accepted premises defended and tested in
the course of the research. One can't based conclusions
on a few interviews with company employees, for
example.
In the above example (f) lends to a rigorous approach
only if: a number of features of the Alaskan economy
are considered and tested under a range of different
conditions and if ‘consequences’ are measured using a
number of independent economic models.
Consider:
• phrasing of research question (see iv: Hypothesis
formation, below)
• phrasing of survey questions
• sample size (how many is needed?)
• cause and effect (which is which?)
• choice of relevant variables.
Rigour is also ensured by an appropriately wide search
and discussion of the literature in the area. This not only
helps in making the study rigorous by avoiding problems
in these areas that others might have made, but it
ensures that the study is unique.
iii. Isolating Variables
Getting clear about your variables is critical: you must
distinguish your dependent variable(s) (the things you
are looking at) from the independent variable(s) (things
that influence the dependent variable) and the
moderating variable(s) (things that modify the
relationship between the DV and IV) and the intervening
variable(s) (things that may turn up after the moderating
variable(s) have had their effect(s), but does not change
that relationship).
Created by: Dr Martin Davies
TLU
2
nd
Floor, Babel Building
The University of Melbourne
Created by: Dr Martin Davies
TLU
2
nd
Floor, Babel Building
The University of Melbourne
For example, in the previous case given:
• Alaskan share prices are the dependent variables
• The 1989 Alaskan oil spill is the independent
variable
• the general influences on Alaskan share prices are
moderating variables (e.g., the state of the world
economy, trade with other countries, etc)
• Other factors which may normally have an impact
on share prices (consumer sentiment, terrorism,
etc), but need not change the relationship between
the DV and the IV might be intervening variables.
iv. Hypotheses Formation
A clear hypothesis (even if not explicitly stated in the
dissertation) will ensure that your dissertation has a
focus/purpose and direction. It also ensures that you
answer a research question of some kind, rather than
ramble from one topic to another. The hypothesis(es) are
the connecting membranes that holds the research
together.
The hypotheses can be in several formats:
Conditional statements (if...then):
• If employees are more healthy then they will take
sick leave less frequently
In the non-conditional form:
• Employees who are more healthy will take sick
leave less frequently
It is less clear what constitutes evidence for or against
this latter proposition than in the conditional form. The
conditional form requires you to actually do something
to demonstrate the point. It is not just an unsupported
assertion.
Directional statements:
• The greater the stress experienced in the job, the
lower the job satisfaction of employees.
Again, like conditionals, using directions: “more than”
“less than”, “negative”, “positive” etc., force you to do
something to demonstrate the point you are making. It
begs justification.
Non-Directional Statements
These postulate a relationship between variables, but
offer no indication of direction.
• There is a difference between the work ethic values
of Australian and Asian employees.
This also begs clarification and expansion. This may be
used in an area where there has not yet been
demonstrated that there is a significant relationship
between variables, or when studies indicate contradictory
findings and where the direction of the relationship is
unclear. The direction of the relationship may be the
subject of further research work.
Directional and Non-Directional statements usually
require different statistical tests of significance.
The Null Hypothesis
• There is no relationship between stress
experienced on the job and the job satisfaction of
employees.
This expresses a definite relationship between variables
under consideration: it states that the correlation between
two variables is equal to zero. This means that there is
no significant relationship between the two variables,
only perhaps fluctuating differences that are insignificant.
All the hypotheses formulations can then be deduced
from the data used in the study. If any of the data
conflicts with the hypothesis, the data is said to be
falsified. This is called the negative case analysis
method. A single falsification of the hypothesis requires
that it be revised.
v. Testability
The project aim must be testable. It is no good having a
clear purpose if it isn't testable.
In previous example, the hypothesis (say) that oil spills
have an impact on where consumers go shopping is
hardly testable (even though it may be true)! How would
one test this claim? How would one know that the
independent variable was the only factor influencing their
choices?
For testability, you might consider using a combination of
data sources:
• Statistics
• Surveys
• Literature
• Interviews...etc
Never use one measurement alone as individually the
tests may be misleading. A way of being sure that you
have precise data is to use convergent validity as a
test. (i.e. use a number of tests of the same data and see
if the results of those tests can be correlated.) This is
called triangulation. (See: Yin, p. 93.)
iv. Replicability
Your research must in principle be able to be repeated by
others. This requires:
(a) that the experimental/case aims and procedures are
sound;
(b) that the report is written in clear and comprehensible
manner so others can follow it (to this end a
Created by: Dr Martin Davies
TLU
2
nd
Floor, Babel Building
The University of Melbourne
Methodology or Methods section needs to be included
in the text).
A project which both 'stands alone' as a sound piece of
research and can also be repeated by others in other
situations is obviously better than one which can't be
repeated.
v. Precision and Confidence
"The more precision and confidence we aim for in our
research, the more scientific the investigation, and the
more useful the results." (Sekaran, p. 12)
This simply means that the results must be as close as
possible (accurate) to the actual state of affairs that you
are studying and that others can rely on those results to
a high degree.
These requirements are obviously not static: that's why
research needs to be done constantly to improve our
knowledge and experimental accuracy in a changing
world. For example, the exact reason why people buy
trouser braces is somewhat different now to the reasons
people bought them three centuries ago (then they were
needed to hold trousers up, now they can be just a
fashion statement).
You may use statistics (e.g., alpha levels) as a measure
of significance (confidence) but the precision of your data
prior to submitting it to statistical analysis must be
constantly reassessed.
vi. Objectivity
Conclusions should not be based on
subjective/emotional values but the facts resulting from
the data analysis. "The data should be stripped of
personal values and biases" (Sekaran, p. 13.)
There is no point in doing a serious experiment or case
study if the conclusions you make are not based on data,
but your pre-judged opinion of what should have
happened. (This is circular and self-justifying.)
What happens if you do not support your hypothesis as
expected? Providing you have adequately set up
experimental conditions and used a number of data
sources, and/or interpreted the data correctly, the project
is not a failure.
From the point of view of good research design, it is as
important to find out, for example, that aerobic activities
do not increase cognitive speed in older adults as to find
out that they do. Other researchers can then forget this
variable and look at something else. A salutary lesson
about research is this: “The [researcher] is a mere private
in an army pursuing truth”. (Perry, pp. 7-8.)
vii. Generalisability
The more that a given research project can be
generalised to other situations, the better.
'If a researcher's findings that participation in decision
making enhances organisational commitment, is found to
be true in a variety of managerial, industrial and service
organisations and not merely in the one organisation
studied by the researcher, then the generalisability of the
findings to other organisational settings is widened.'
(Sekaran, p. 13.)
There is a tension here, of course, with other aims: to
aim to complete a project that is both generalisable and
also manageably narrow in focus is a tall order. The
aim of generalisability is a regulative ideal rather than
being essential. If your research project is generalisable
as well as narrowly focussed, well and good.
viii. Parsimony
Economy of explanation is preferred in research work
that you are undertaking. Aim to uncover a small but
meaningful result in your work, not something vast and
complex.
Making a small, simple but significant point forcefully
(using a number of independent tests) is better than
trying to do too much and over-extending yourself.
In research: Don't be miles wide but inches deep.
Based on:
Sekaran, Uma, Research Methods for Business, NY: Wiley and Sons,
1992.
Perry, Chad, A Structured Approach to Presenting Ph.D Theses: Notes
for Candidates and their Supervisors. Unpublished paper presented to
the ANZ Doctoral Consortium, University of Sydney, 1994.
Yin, Robert, Case Study Research: Design and Methods, Applied
Social Research Methods Series Vol 5, Sage, 1994

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Hallmarks of research

  • 1. Hallmarks of Scientific Research Teaching and Learning Unit Faculty of Economics and Commerce The following “hallmarks of scientific research” are appropriate to research in all scientific and social science disciplines. Read them and then consider your own research project. i. Purposiveness The research must have an aim; that is, it should be problem-based, unified and directed. Not pointless and random. A testable hypothesis is normally needed in scientific writing to consolidate purpose of study. This also 'narrows down' the project to a manageable size. (This 'narrowing' is also essential in order to complete the project in a limited time.) Example: Consider the following topics: (a) The environment and the US economy (b) The problem of pollution in the environment and its impact on the US economy (c) The problem of ocean spills and their economic impact on the US economy (d) The problem of oil spills and their economic impact on the US economy (e) The 1989 Alaskan Oil Spill and its impact on the US economy (f) Consequences of the 1989 Alaskan Oil Spill on share prices in the Alaskan economy from 1989 to 2002. (f) is more narrow and has a clearer purpose than (a)- (d). The first thing that you should do is to formulate a research question that is meaningful, narrow and clear. (See Sekaran for examples of clear business research questions, pp. 43-44.) ii. Rigour The project should have sound methodological design. It should be 'scientific' and/or 'logical': conclusions must follow from accepted premises defended and tested in the course of the research. One can't based conclusions on a few interviews with company employees, for example. In the above example (f) lends to a rigorous approach only if: a number of features of the Alaskan economy are considered and tested under a range of different conditions and if ‘consequences’ are measured using a number of independent economic models. Consider: • phrasing of research question (see iv: Hypothesis formation, below) • phrasing of survey questions • sample size (how many is needed?) • cause and effect (which is which?) • choice of relevant variables. Rigour is also ensured by an appropriately wide search and discussion of the literature in the area. This not only helps in making the study rigorous by avoiding problems in these areas that others might have made, but it ensures that the study is unique. iii. Isolating Variables Getting clear about your variables is critical: you must distinguish your dependent variable(s) (the things you are looking at) from the independent variable(s) (things that influence the dependent variable) and the moderating variable(s) (things that modify the relationship between the DV and IV) and the intervening variable(s) (things that may turn up after the moderating variable(s) have had their effect(s), but does not change that relationship). Created by: Dr Martin Davies TLU 2 nd Floor, Babel Building The University of Melbourne
  • 2. Created by: Dr Martin Davies TLU 2 nd Floor, Babel Building The University of Melbourne For example, in the previous case given: • Alaskan share prices are the dependent variables • The 1989 Alaskan oil spill is the independent variable • the general influences on Alaskan share prices are moderating variables (e.g., the state of the world economy, trade with other countries, etc) • Other factors which may normally have an impact on share prices (consumer sentiment, terrorism, etc), but need not change the relationship between the DV and the IV might be intervening variables. iv. Hypotheses Formation A clear hypothesis (even if not explicitly stated in the dissertation) will ensure that your dissertation has a focus/purpose and direction. It also ensures that you answer a research question of some kind, rather than ramble from one topic to another. The hypothesis(es) are the connecting membranes that holds the research together. The hypotheses can be in several formats: Conditional statements (if...then): • If employees are more healthy then they will take sick leave less frequently In the non-conditional form: • Employees who are more healthy will take sick leave less frequently It is less clear what constitutes evidence for or against this latter proposition than in the conditional form. The conditional form requires you to actually do something to demonstrate the point. It is not just an unsupported assertion. Directional statements: • The greater the stress experienced in the job, the lower the job satisfaction of employees. Again, like conditionals, using directions: “more than” “less than”, “negative”, “positive” etc., force you to do something to demonstrate the point you are making. It begs justification. Non-Directional Statements These postulate a relationship between variables, but offer no indication of direction. • There is a difference between the work ethic values of Australian and Asian employees. This also begs clarification and expansion. This may be used in an area where there has not yet been demonstrated that there is a significant relationship between variables, or when studies indicate contradictory findings and where the direction of the relationship is unclear. The direction of the relationship may be the subject of further research work. Directional and Non-Directional statements usually require different statistical tests of significance. The Null Hypothesis • There is no relationship between stress experienced on the job and the job satisfaction of employees. This expresses a definite relationship between variables under consideration: it states that the correlation between two variables is equal to zero. This means that there is no significant relationship between the two variables, only perhaps fluctuating differences that are insignificant. All the hypotheses formulations can then be deduced from the data used in the study. If any of the data conflicts with the hypothesis, the data is said to be falsified. This is called the negative case analysis method. A single falsification of the hypothesis requires that it be revised. v. Testability The project aim must be testable. It is no good having a clear purpose if it isn't testable. In previous example, the hypothesis (say) that oil spills have an impact on where consumers go shopping is hardly testable (even though it may be true)! How would one test this claim? How would one know that the independent variable was the only factor influencing their choices? For testability, you might consider using a combination of data sources: • Statistics • Surveys • Literature • Interviews...etc Never use one measurement alone as individually the tests may be misleading. A way of being sure that you have precise data is to use convergent validity as a test. (i.e. use a number of tests of the same data and see if the results of those tests can be correlated.) This is called triangulation. (See: Yin, p. 93.) iv. Replicability Your research must in principle be able to be repeated by others. This requires: (a) that the experimental/case aims and procedures are sound; (b) that the report is written in clear and comprehensible manner so others can follow it (to this end a
  • 3. Created by: Dr Martin Davies TLU 2 nd Floor, Babel Building The University of Melbourne Methodology or Methods section needs to be included in the text). A project which both 'stands alone' as a sound piece of research and can also be repeated by others in other situations is obviously better than one which can't be repeated. v. Precision and Confidence "The more precision and confidence we aim for in our research, the more scientific the investigation, and the more useful the results." (Sekaran, p. 12) This simply means that the results must be as close as possible (accurate) to the actual state of affairs that you are studying and that others can rely on those results to a high degree. These requirements are obviously not static: that's why research needs to be done constantly to improve our knowledge and experimental accuracy in a changing world. For example, the exact reason why people buy trouser braces is somewhat different now to the reasons people bought them three centuries ago (then they were needed to hold trousers up, now they can be just a fashion statement). You may use statistics (e.g., alpha levels) as a measure of significance (confidence) but the precision of your data prior to submitting it to statistical analysis must be constantly reassessed. vi. Objectivity Conclusions should not be based on subjective/emotional values but the facts resulting from the data analysis. "The data should be stripped of personal values and biases" (Sekaran, p. 13.) There is no point in doing a serious experiment or case study if the conclusions you make are not based on data, but your pre-judged opinion of what should have happened. (This is circular and self-justifying.) What happens if you do not support your hypothesis as expected? Providing you have adequately set up experimental conditions and used a number of data sources, and/or interpreted the data correctly, the project is not a failure. From the point of view of good research design, it is as important to find out, for example, that aerobic activities do not increase cognitive speed in older adults as to find out that they do. Other researchers can then forget this variable and look at something else. A salutary lesson about research is this: “The [researcher] is a mere private in an army pursuing truth”. (Perry, pp. 7-8.) vii. Generalisability The more that a given research project can be generalised to other situations, the better. 'If a researcher's findings that participation in decision making enhances organisational commitment, is found to be true in a variety of managerial, industrial and service organisations and not merely in the one organisation studied by the researcher, then the generalisability of the findings to other organisational settings is widened.' (Sekaran, p. 13.) There is a tension here, of course, with other aims: to aim to complete a project that is both generalisable and also manageably narrow in focus is a tall order. The aim of generalisability is a regulative ideal rather than being essential. If your research project is generalisable as well as narrowly focussed, well and good. viii. Parsimony Economy of explanation is preferred in research work that you are undertaking. Aim to uncover a small but meaningful result in your work, not something vast and complex. Making a small, simple but significant point forcefully (using a number of independent tests) is better than trying to do too much and over-extending yourself. In research: Don't be miles wide but inches deep. Based on: Sekaran, Uma, Research Methods for Business, NY: Wiley and Sons, 1992. Perry, Chad, A Structured Approach to Presenting Ph.D Theses: Notes for Candidates and their Supervisors. Unpublished paper presented to the ANZ Doctoral Consortium, University of Sydney, 1994. Yin, Robert, Case Study Research: Design and Methods, Applied Social Research Methods Series Vol 5, Sage, 1994