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Dr. Shaik Abdul Malik Mohamed Ismail
Deputy Dean (Akademic)
School of Educational Studies
Universiti Sains Malaysia
Do not feel absolutely certain of anything
Bertrand Russell, 1951


Video One



Activity One
◦ 3 groups
 i) 3 Questions
 ii) Observation Notes
 Iii) Unobtrusive – Short anecdotal


Triangulation – pronunciation
◦ traɪˌæŋgjʊˈleɪʃən



Triangulation - meaning
Often used to indicate that more than two
methods are used in a study with a view to
double (or triple) checking results. This is
also called "cross examination“






The idea is that one can be more confident
with a result if different methods lead to the
same result
If an investigator uses only one method, the
temptation is strong to believe in the findings
If an investigator uses two methods, the
results may well clash


By using three methods to get at the answer
to one question, the hope is that two of the
three will produce similar answers, or if three
clashing
answers
are
produced,
the
investigator knows that the question needs to
be reframed, methods reconsidered, or both




The concept, originating from ancient Greek
mathematics, is applied in a wide range of
spheres, including geometry and surveying
In navigation, it is used to establish a ship’s
position: measuring a vessel’s distance from
more than one point on the shore gives a
more accurate reading of its location




Triangulation was first applied to research by
Campbell and Fiske (1959) and developed by
Webb (1966), who argued that researchers
should employ more than one instrument to
measure variables
As this implies, triangulation was first
associated with quantitative research but its
relevance to qualitative methods was soon
explored


Denzin (1970, 1978) was a major proponent
of the use of triangulation by researchers
working within the interpretivist paradigm




Denzin asks the reader to think of two
researchers studying a psychiatric hospital. Each
chooses different methods: one opts for a survey
while the other uses participant observation

This leads to differences in the questions they
ask and the observations they make. In addition,
the findings are coloured by the researchers’
different personalities, biographies and biases,
all of which influence the nature of their
interactions with the social world


Each uncovers different aspects of what takes
place in the hospital but neither can reveal all
of it. Therefore, Denzin concludes, to get as
full and as accurate a picture as possible,
researchers must use more than one strategy




Miles and Huberman (1984: 234) have a nice way of
explaining it:

Detectives, car mechanics and general practitioners all
engage successfully in establishing and corroborating
findings with little elaborate instrumentation. They
often use a modus operandi approach, which consists
largely of triangulating independent indices. When the
detective amasses fingerprints, hair samples, alibis,
eyewitness accounts and the like, a case is being made
that presumably fits one suspect far better than others.
Diagnosis of engine failure or chest pain follows a
similar pattern. All the signs presumably point to the
same conclusion. Note the importance of having
different kinds of measurement, which provide repeated
verification.


Video Two


Anyone who has experienced recurrent
problems with a car the garage has been
unable to fix, or read in the press about
miscarriages of justice over recent years, may
not share Miles and Huberman’s (1984)
confidence in the ability of car mechanics and
detectives to reach the ‘right’ conclusion!


Video Three


The main purpose of triangulation in
educational and social science research is to
increase the credibility and validity of the
results


Cohen
and
Manion
(1986)
define
triangulation as an “attempt to map out, or
explain more fully, the richness and
complexity of human behavior by studying it
from more than one standpoint”


Altrichter et al. (1996) contend that
triangulation “gives a more detailed and
balanced picture of the situation|”


According to O’Donoghue and Punch (2003),
triangulation is a “method of cross-checking
data from multiple sources to search for
regularities in the research data”




Patton (2002) cautions that it is a common
misconception that the goal of triangulation
is to arrive at consistency across data sources
or approaches; in fact, such inconsistencies
may be likely given the relative strengths of
different approaches.
In Patton’s view, these inconsistencies should
not be seen as weakening the evidence, but
should be viewed as an opportunity to
uncover deeper meaning in the data








Data triangulation
Investigator triangulation
Theory triangulation
Methodological triangulation
Environmental triangulation




Involves using different sources of information in
order to increase the validity of a study
These sources are likely to be stakeholders in a
program—participants,
other
researchers,
program staff, other community members, and
so on. In the case of an afterschool program, for
example, the research process would start by
identifying the stakeholder groups such as youth
in the program, their parents, school teachers,
and school administrators




In-depth interviews could be conducted with
each of these groups to gain insight into their
perspectives on program outcomes
During the analysis stage, feedback from the
stakeholder groups would be compared to
determine areas of agreement as well as
areas of divergence


This type of triangulation, where the
researchers use different sources, is perhaps
the most popular because it is the easiest to
implement; data triangulation is particularly
well suited for Extension given the different
stakeholder groups that have vested interest
in these programs


Video Four




Investigator triangulation involves using
several different investigators in the analysis
process
Typically, this manifests as an evaluation
team consisting of colleagues within a field of
study wherein each investigator examines the
program with the same qualitative method
(interview, observation, case study, or focus
groups)




The findings from each evaluator would then
be compared to develop a broader and
deeper understanding of how the different
investigators view the issue
If the findings from the different evaluators
arrive at the same conclusion, then our
confidence in the findings would be
heightened




For example, suppose a researcher is conducting
pre- and post-observations of youth in the
public speaking program to assess changes in
nonverbal communication and public speaking
skills

In order to triangulate the data, it would be
necessary to line up different colleagues in the
same field to serve as evaluators. They would be
given the same observation check sheet for preand post-observations, and after analysis,
validity would be established for the practices
and skills that were identified by each observer






If methodological triangulation is the most satisfying,
then ‘pitting alternative theories against the same
body of data’, as Denzin describes theoretical
triangulation, is the most difficult
Denzin admits that few studies achieve it
He argues that triangulating theory will avoid the risk
of researchers reaching a theoretical conclusions,
selecting only those data which suit their pet views or
developing small scale theory which has little
relevance beyond the immediate situation







To triangulate theory, the researcher should:
Draw up a list of all propositions which might
explain, or have relevance to, the research problem
to be investigated
Identify the different ways each proposition might
be interpreted
Carry out the research to see which propositions
hold water








Discard those which proved untenable
Carry out further research to identify the most
likely interpretations of those propositions still
in the ring
Review the propositions which passed and
failed the empirical test, along with their parent
theories
Arrive at a new theoretical understanding of
the problem
Depending on the outcome of empirical work,
this might include insights from a number of
apparently conflicting theories






Methodological triangulation involves the use
of multiple qualitative and/or quantitative
methods to study the program
For example, results from surveys, focus
groups, and interviews could be compared to
see if similar results are being found

If the conclusions from each of the methods
are the same, then validity is established




For example, suppose a researcher is
conducting a case study of a Welfare-to-Work
participant to document changes in her life as
a result of participating in the program over a
one-year period
A researcher would use interviewing,
observation, document analysis, or any other
feasible method to assess the changes




A researcher could also survey the
participant, her family members, and case
workers as a quantitative strategy
If the findings from all of the methods draw
the same or similar conclusions, then validity
has been established




While this method is popular, it generally
requires more resources
Likewise, it requires more time to analyze the
information yielded by the different methods




This type of triangulation involves the use of
different locations, settings, and other key
factors related to the environment in which
the study took place, such as the time, day,
or season
The key is identifying which environmental
factors, if any, might influence the
information that is received during the study




These environmental factors are changed to
see if the findings are the same across
settings
If the findings remain the same under varying
environmental conditions, then validity has
been established




For example, suppose a researcher wants to
evaluate the effectiveness of a moneymanagement program in order to determine
if the program helps participants develop
budgets to increase savings
If the evaluation occurs during the holiday
season, there may be different results
because spending is greatly increased during
that time of year




In order to triangulate the data, a researcher
would need to evaluate the budgeting, spending,
and saving habits of participants throughout the
year in order to gather true and certain
information on their behavior changes
Unlike the other types of triangulation,
environmental triangulation cannot be used in
every case as it is only used when it is likely that
the findings may be influenced by environmental
factors




The benefits of triangulation include
“increasing confidence in research data,
creating innovative ways of understanding a
phenomenon, revealing unique findings,
challenging or integrating theories, and
providing a clearer understanding of the
problem” (Thurmond, 2001)
These benefits largely result from the
diversity and quantity of data that can be
used for analysis.





For example,

Burr (1998) used multiple triangulations to obtain a
more comprehensive view of family needs in critical
care. Through the use of questionnaires and selective
participant interviews, this researcher found that
family members who were interviewed found the
sessions therapeutic, but those who were not
interviewed could only communicate their frustrations
on questionnaires (Thurmond, 2001)
Thus, using interviews as well as questionnaires
added a depth to the results that would not have
been possible using a single-strategy study, thereby
increasing the validity and utility of the findings




One of the primary disadvantages of
triangulation is that it can be timeconsuming
Collecting more data requires greater
planning and organization—resources that
are not always available to lead researchers
(Thurmond, 2001)


Other disadvantages include the “possible
disharmony based on investigator biases,
conflicts because of theoretical frameworks,
and lack of understanding about why
triangulation
strategies
were
used”
(Thurmond, 2001)




The concept and practice of triangulation has
been current in social and educational research
for decades and has a specific meaning, aims and
procedures

Over the years, however, the term has been used
widely and loosely: many studies claiming to use
triangulation bear little resemblance to these
principles and strategies. Sandelowski (2003:
328) commented that ‘having too much meaning,
the word triangulation has no meaning at all.’




It has also been proposed that the term
‘triangulation’ be replaced by ‘crystallization’ on
the grounds that (at least in the field of postmodernist ethnography) the crystal is a more apt
metaphor than the triangle (Richardson and St
Pierre (2005). The latter is a ‘rigid, fixed, twodimensional object’ whereas crystals are

‘prisms that reflect externalities and refract
within themselves, creating different colors,
patterns, and arrays casting of in different
directions. What we see depends on our angle of
repose – not triangulation but crystallization.’ (p.
963).


Therefore if you intend to use triangulation, it
is important to be clear about which form you
are using, why and how you will do it - and to
write that up clearly in your research report
or dissertation








Altrichter, H., Posch, P. & Somekh, B. (1996) Teachers
investigate their work; An introduction to the methods of
action research. London: Routledge.
Bogdan, R. C. & Biklen, S. K. (1992). Qualitative research in
education: An introduction to theory and methods (2nd
ed.). Boston, MA: Allyn and Bacon.
Cohen, L., & Manion, L. (1986). Research methods in
education. London: Croom Helm.
Denzin, N. K. (1970). The Research Act in Sociology.
Chicago: Aldine.
Denzin, N. (1978) Sociological Methods: A Sourcebook, NY:
McGraw Hill, 2nd ed.











Hughes, K., MacKintosh, A. M., Hastings, G.,
Wheeler, C., Watson, J., and Inglis, J.
(1997). Young people, alcohol, and designer
drinks: A quantitative and
qualitative study. British Medical Journal 314: 41418.
O'Donoghue, T., Punch K. (2003) Qualitative
Educational Research in Action: Doing and
Reflecting. London: Routledge.
Webb, E. J., Campbell, D. T., Schwartz, R. D., and
Sechrest, L. (1966). Unobtrusive
Measures: Nonreactive Measures in the Social
Sciences. Chicago: Rand McNally.
Good Luck
Thank you for lending your eyes

Questions or Concerns
samohame@gmail.com
Triangulation

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Triangulation

  • 1. Dr. Shaik Abdul Malik Mohamed Ismail Deputy Dean (Akademic) School of Educational Studies Universiti Sains Malaysia
  • 2. Do not feel absolutely certain of anything Bertrand Russell, 1951
  • 3.  Video One  Activity One ◦ 3 groups  i) 3 Questions  ii) Observation Notes  Iii) Unobtrusive – Short anecdotal
  • 4.  Triangulation – pronunciation ◦ traɪˌæŋgjʊˈleɪʃən  Triangulation - meaning Often used to indicate that more than two methods are used in a study with a view to double (or triple) checking results. This is also called "cross examination“
  • 5.    The idea is that one can be more confident with a result if different methods lead to the same result If an investigator uses only one method, the temptation is strong to believe in the findings If an investigator uses two methods, the results may well clash
  • 6.  By using three methods to get at the answer to one question, the hope is that two of the three will produce similar answers, or if three clashing answers are produced, the investigator knows that the question needs to be reframed, methods reconsidered, or both
  • 7.   The concept, originating from ancient Greek mathematics, is applied in a wide range of spheres, including geometry and surveying In navigation, it is used to establish a ship’s position: measuring a vessel’s distance from more than one point on the shore gives a more accurate reading of its location
  • 8.   Triangulation was first applied to research by Campbell and Fiske (1959) and developed by Webb (1966), who argued that researchers should employ more than one instrument to measure variables As this implies, triangulation was first associated with quantitative research but its relevance to qualitative methods was soon explored
  • 9.  Denzin (1970, 1978) was a major proponent of the use of triangulation by researchers working within the interpretivist paradigm
  • 10.   Denzin asks the reader to think of two researchers studying a psychiatric hospital. Each chooses different methods: one opts for a survey while the other uses participant observation This leads to differences in the questions they ask and the observations they make. In addition, the findings are coloured by the researchers’ different personalities, biographies and biases, all of which influence the nature of their interactions with the social world
  • 11.  Each uncovers different aspects of what takes place in the hospital but neither can reveal all of it. Therefore, Denzin concludes, to get as full and as accurate a picture as possible, researchers must use more than one strategy
  • 12.   Miles and Huberman (1984: 234) have a nice way of explaining it: Detectives, car mechanics and general practitioners all engage successfully in establishing and corroborating findings with little elaborate instrumentation. They often use a modus operandi approach, which consists largely of triangulating independent indices. When the detective amasses fingerprints, hair samples, alibis, eyewitness accounts and the like, a case is being made that presumably fits one suspect far better than others. Diagnosis of engine failure or chest pain follows a similar pattern. All the signs presumably point to the same conclusion. Note the importance of having different kinds of measurement, which provide repeated verification.
  • 14.  Anyone who has experienced recurrent problems with a car the garage has been unable to fix, or read in the press about miscarriages of justice over recent years, may not share Miles and Huberman’s (1984) confidence in the ability of car mechanics and detectives to reach the ‘right’ conclusion!
  • 16.  The main purpose of triangulation in educational and social science research is to increase the credibility and validity of the results
  • 17.  Cohen and Manion (1986) define triangulation as an “attempt to map out, or explain more fully, the richness and complexity of human behavior by studying it from more than one standpoint”
  • 18.  Altrichter et al. (1996) contend that triangulation “gives a more detailed and balanced picture of the situation|”
  • 19.  According to O’Donoghue and Punch (2003), triangulation is a “method of cross-checking data from multiple sources to search for regularities in the research data”
  • 20.   Patton (2002) cautions that it is a common misconception that the goal of triangulation is to arrive at consistency across data sources or approaches; in fact, such inconsistencies may be likely given the relative strengths of different approaches. In Patton’s view, these inconsistencies should not be seen as weakening the evidence, but should be viewed as an opportunity to uncover deeper meaning in the data
  • 21.      Data triangulation Investigator triangulation Theory triangulation Methodological triangulation Environmental triangulation
  • 22.   Involves using different sources of information in order to increase the validity of a study These sources are likely to be stakeholders in a program—participants, other researchers, program staff, other community members, and so on. In the case of an afterschool program, for example, the research process would start by identifying the stakeholder groups such as youth in the program, their parents, school teachers, and school administrators
  • 23.   In-depth interviews could be conducted with each of these groups to gain insight into their perspectives on program outcomes During the analysis stage, feedback from the stakeholder groups would be compared to determine areas of agreement as well as areas of divergence
  • 24.  This type of triangulation, where the researchers use different sources, is perhaps the most popular because it is the easiest to implement; data triangulation is particularly well suited for Extension given the different stakeholder groups that have vested interest in these programs
  • 26.   Investigator triangulation involves using several different investigators in the analysis process Typically, this manifests as an evaluation team consisting of colleagues within a field of study wherein each investigator examines the program with the same qualitative method (interview, observation, case study, or focus groups)
  • 27.   The findings from each evaluator would then be compared to develop a broader and deeper understanding of how the different investigators view the issue If the findings from the different evaluators arrive at the same conclusion, then our confidence in the findings would be heightened
  • 28.   For example, suppose a researcher is conducting pre- and post-observations of youth in the public speaking program to assess changes in nonverbal communication and public speaking skills In order to triangulate the data, it would be necessary to line up different colleagues in the same field to serve as evaluators. They would be given the same observation check sheet for preand post-observations, and after analysis, validity would be established for the practices and skills that were identified by each observer
  • 29.    If methodological triangulation is the most satisfying, then ‘pitting alternative theories against the same body of data’, as Denzin describes theoretical triangulation, is the most difficult Denzin admits that few studies achieve it He argues that triangulating theory will avoid the risk of researchers reaching a theoretical conclusions, selecting only those data which suit their pet views or developing small scale theory which has little relevance beyond the immediate situation
  • 30.     To triangulate theory, the researcher should: Draw up a list of all propositions which might explain, or have relevance to, the research problem to be investigated Identify the different ways each proposition might be interpreted Carry out the research to see which propositions hold water
  • 31.      Discard those which proved untenable Carry out further research to identify the most likely interpretations of those propositions still in the ring Review the propositions which passed and failed the empirical test, along with their parent theories Arrive at a new theoretical understanding of the problem Depending on the outcome of empirical work, this might include insights from a number of apparently conflicting theories
  • 32.    Methodological triangulation involves the use of multiple qualitative and/or quantitative methods to study the program For example, results from surveys, focus groups, and interviews could be compared to see if similar results are being found If the conclusions from each of the methods are the same, then validity is established
  • 33.   For example, suppose a researcher is conducting a case study of a Welfare-to-Work participant to document changes in her life as a result of participating in the program over a one-year period A researcher would use interviewing, observation, document analysis, or any other feasible method to assess the changes
  • 34.   A researcher could also survey the participant, her family members, and case workers as a quantitative strategy If the findings from all of the methods draw the same or similar conclusions, then validity has been established
  • 35.   While this method is popular, it generally requires more resources Likewise, it requires more time to analyze the information yielded by the different methods
  • 36.   This type of triangulation involves the use of different locations, settings, and other key factors related to the environment in which the study took place, such as the time, day, or season The key is identifying which environmental factors, if any, might influence the information that is received during the study
  • 37.   These environmental factors are changed to see if the findings are the same across settings If the findings remain the same under varying environmental conditions, then validity has been established
  • 38.   For example, suppose a researcher wants to evaluate the effectiveness of a moneymanagement program in order to determine if the program helps participants develop budgets to increase savings If the evaluation occurs during the holiday season, there may be different results because spending is greatly increased during that time of year
  • 39.   In order to triangulate the data, a researcher would need to evaluate the budgeting, spending, and saving habits of participants throughout the year in order to gather true and certain information on their behavior changes Unlike the other types of triangulation, environmental triangulation cannot be used in every case as it is only used when it is likely that the findings may be influenced by environmental factors
  • 40.   The benefits of triangulation include “increasing confidence in research data, creating innovative ways of understanding a phenomenon, revealing unique findings, challenging or integrating theories, and providing a clearer understanding of the problem” (Thurmond, 2001) These benefits largely result from the diversity and quantity of data that can be used for analysis.
  • 41.    For example, Burr (1998) used multiple triangulations to obtain a more comprehensive view of family needs in critical care. Through the use of questionnaires and selective participant interviews, this researcher found that family members who were interviewed found the sessions therapeutic, but those who were not interviewed could only communicate their frustrations on questionnaires (Thurmond, 2001) Thus, using interviews as well as questionnaires added a depth to the results that would not have been possible using a single-strategy study, thereby increasing the validity and utility of the findings
  • 42.   One of the primary disadvantages of triangulation is that it can be timeconsuming Collecting more data requires greater planning and organization—resources that are not always available to lead researchers (Thurmond, 2001)
  • 43.  Other disadvantages include the “possible disharmony based on investigator biases, conflicts because of theoretical frameworks, and lack of understanding about why triangulation strategies were used” (Thurmond, 2001)
  • 44.   The concept and practice of triangulation has been current in social and educational research for decades and has a specific meaning, aims and procedures Over the years, however, the term has been used widely and loosely: many studies claiming to use triangulation bear little resemblance to these principles and strategies. Sandelowski (2003: 328) commented that ‘having too much meaning, the word triangulation has no meaning at all.’
  • 45.   It has also been proposed that the term ‘triangulation’ be replaced by ‘crystallization’ on the grounds that (at least in the field of postmodernist ethnography) the crystal is a more apt metaphor than the triangle (Richardson and St Pierre (2005). The latter is a ‘rigid, fixed, twodimensional object’ whereas crystals are ‘prisms that reflect externalities and refract within themselves, creating different colors, patterns, and arrays casting of in different directions. What we see depends on our angle of repose – not triangulation but crystallization.’ (p. 963).
  • 46.  Therefore if you intend to use triangulation, it is important to be clear about which form you are using, why and how you will do it - and to write that up clearly in your research report or dissertation
  • 47.      Altrichter, H., Posch, P. & Somekh, B. (1996) Teachers investigate their work; An introduction to the methods of action research. London: Routledge. Bogdan, R. C. & Biklen, S. K. (1992). Qualitative research in education: An introduction to theory and methods (2nd ed.). Boston, MA: Allyn and Bacon. Cohen, L., & Manion, L. (1986). Research methods in education. London: Croom Helm. Denzin, N. K. (1970). The Research Act in Sociology. Chicago: Aldine. Denzin, N. (1978) Sociological Methods: A Sourcebook, NY: McGraw Hill, 2nd ed.
  • 48.        Hughes, K., MacKintosh, A. M., Hastings, G., Wheeler, C., Watson, J., and Inglis, J. (1997). Young people, alcohol, and designer drinks: A quantitative and qualitative study. British Medical Journal 314: 41418. O'Donoghue, T., Punch K. (2003) Qualitative Educational Research in Action: Doing and Reflecting. London: Routledge. Webb, E. J., Campbell, D. T., Schwartz, R. D., and Sechrest, L. (1966). Unobtrusive Measures: Nonreactive Measures in the Social Sciences. Chicago: Rand McNally.
  • 49. Good Luck Thank you for lending your eyes Questions or Concerns samohame@gmail.com