SlideShare a Scribd company logo
1 of 42
Psychometric Validation
Presented by:
S.M. Yasir Arafat
Resident Psychiatry
Bangabandhu Sheikh Mujib Medical University
August 02, 2016.
Article Particulars
Title: Cross Cultural Adaptation & Psychometric
Validation of Research Instruments: a
Methodological Review
Journal: Journal of Behavioral Health
Publisher: SAGEYA (ScopeMed)
DOI 10.5455/jbh.20160615121755
Volume: 5
Issue: 3
Page: 129-138
DOP: 14 July 2016
Type: Review Article
Authors Particulars
1. S.M. Yasir Arafat
2. Hafizur Rahman Chowdhury
3. MMA Shalahuddin Qsar
4. M A Hafez
Address
1. Department of Psychiatry, Bangabandhu
Sheikh Mujib Medical University
2. Bangladesh University of Health Sciences
Introduction
Psychometrics has very important role in
public health, psychiatry, primary health
care and many other fields even in
health promotional strategy for
measuring the attitude
Cross-cultural adaptation of a
questionnaire for use in a new country,
culture, and/or language necessitates use
of a unique method, to reach equivalence
between the source and target versions
Introduction
This includes translation, adaptation, the
assessment of validity, and reliability.
Objectives
To describe the validation process
comprehensively based on recent practices
 To overview a practical guideline of the
validation study
Methods
Search was done in PubMed, PubMed
Central and Google Scholar with searching
keywords ranging date from January 2000 to
December 2015
Searching Keywords
Translation and adaptation for instrument
validation
Psychometric validation
Reliability assessment
Validity assessment
Sample size determination for scale validation
Statistical analysis for scale validation
Factor analysis for scale validation
Methods
Inclusion Criteria
Full downloadable articles in pdf form
Article available only in English language
Exclusion Criteria
Multiple validation studies by same
principal author on different scales having
same parameters
Validation studies using only CFA
Validation studies other than behavior
measure scales
Methods
Data Extraction
Total article downloads 2529
After exclusion of repetition (n = 484), total
articles were 2045
 From 2045 articles, 547 article were chosen
purposively by assessing title and abstracts
and chosen based on proportionally more in
recent years
547 articles screened, 174 were chosen for
review after assessing the full text
Finally, 78 articles were chosen after applying
the exclusion criteria
Definitions
Face validity: The ability of an instrument
to be understandable and relevant for the
targeted population
Content validity: The ability of an
instrument to reflect the domain of interest
and the conceptual definition of a construct
Construct validity: The extent to which a
new measure is related to specified
variables in accordance with an established
theory or hypothetical construct
Definitions
Convergent validity: The degree to which
scores on a measure associate with scores on
other measures that are intended to assess
similar constructs
Divergent validity: Involves that item within
any one subscale should not correlate too
highly with external items or with the total
sum-score of another subscale
Criterion validity: The assessment of an
instrument against the true value, or a
standard accepted as the true value
Definitions
Concurrent validity: The association of an
instrument with accepted standards
Discriminative validity: The ability of an
instrument to distinguish between groups
that are expected to differ based on their
clinical diagnosis or other characteristics
Definitions
Internal consistency: The ability of an
instrument to have interrelated items
Test-retest reliability: The ability of the
scores of an instrument to be reproducible
if it is used on the same patient while the
patient’s condition has not changed
(measurements repeated over time)
Result & Discussions: Translation &
Adaptation
Although most transcultural adaptation studies
follow similar methodologies, there is no
consensus in the literature regarding how the
process should be conducted
Most articles follow the process based on Beaton
et al.
R & D: Translation
R & D: Adaptation
Wanting to use a questionnaire in a new
population described as follows:
Results in a Change in
Adaptation
Required
Culture
Langua
ge
Country
of Use
Translati
on
Cultural
Adaptati
on
A Use in same population. No
change in culture, language, or
country from source
— — — — —
B Use in established immigrants in
source country
✔ — — — ✔
C Use in other country, same
language
✔ — ✔ — ✔
D Use in new immigrants, not
English-speaking, but in same
source country
✔ ✔ — ✔ ✔
E Use in another country and
another language
✔ ✔ ✔ ✔ ✔
R & D: Adaptation
Semantic equivalence: Ensures the
equivalence of meaning
Idiomatic equivalence: Colloquialisms, or
idioms, are difficult to translate
Experiential equivalence: Items are seeking to
capture and experience of daily life
Conceptual equivalence: Often words hold
different conceptual meanings between
cultures that need to be addressed
R & D: Study Design
The study design was not mentioned directly,
and there is some hesitation regarding the
matter
Those who mentioned, in the majority of the
articles, it was mentioned as cross- sectional
study design and only a few of them were
mentioned as a methodological study
The study design of a validation study is in the
gray area, and there is much space to make
further explorations
Authors intended to ascertain the study design
as a methodological study or as itself a separate
entity
R & D: Sampling Technique & Sample Size
Both probability and non-probability
sampling techniques were used as a sampling
technique having more deviation to non-
probability sampling
There are variations in the sample size based on
the item number, sample size estimation
formula as well as the authors’ choice
Their lacks any specific guidelines
Some authors estimated sample size on the
basis of factor analysis (EFA), some estimated
using the regression formula of sample size
estimation while more authors chose the item
sample ratio method to estimate the sample
size
R & D: Sampling Technique & Sample Size
EFA recommendations to ensure an absolute
minimum of 100-250; 100 = poor, 200 = fair, 300
= good, 500 = very good, and ≥1000 = excellent
Majority of the author used item sample ratio
method for sample size estimation with an
arbitrary margin of 2-20
Previous reviews showed that subject to item
ratios of ≤10:1 covers 63.2% studies
Some authors used KMO sampling adequacy
The level of KMO for adequacy was interpreted
differently among the authors mentioned as
0.6 and 0.5
R & D: Reliability Assessment
 Reliability assessed in forms of internal consistency, test-
retest reliability, inter-rater reliability, and split-half
reliability
 Almost every article assessed internal consistency
 The majority of the articles assessed test-retest reliability
along with internal consistency
 Wilcoxon non-parametric statistical test, intra-class
correlation coefficient (ICC), Pearson’s correlation
coefficient, Spearman correlation coefficient, Kappa
coefficients, paired t-tests, and Lin’s correlation
coefficient
 Few of the articles assessed inter-rater reliability by Kappa
statistics; Student’s t-test statistical analysis and split-half
reliability were assessed by Pearson’s correlation
R & D: Validity Assessment
 Validity is assessed in forms of face validity,
content validity, criterion validity, convergent
validity, construct validity, divergent validity,
concurrent validity, predictive validity, and
internal validity
 The validity assessment is much customized on the
basis of researchers’ criteria, instrument feasibility
and statistical analysis
 There are variations in assessment and way of
measurement
R & D: Face Validity
It is the easiest and weakest form of validity
It is assessed by ensuring standard back-
translation process; by critical review and
expert panel opinion; feasibility, readability,
consistency of style and formatting, and
the clarity of the language used
R & D: Content Validity
Content validity was measured as well as
ensured by ensuring standard back-
translation process, by literature review
and expert panel opinion, and by experts
with content validity index
In different studies and situations,
researchers used different options
R & D: Construct Validity
Assessed by factor analysis, by comparing
with other similar instruments
Researchers here again practiced the
freedom of the situation and condition based
on accepted scientific method
R & D: Criterion Validity
Assessed by comparison with the gold
standard
Like all other forms of validity, there were
also variations in the assessment of
criterion validity
Basic concept of criterion validity demands
the comparison with the gold standard
instruments
R & D: Convergent Validity
Authors used comparison of other similar
instruments
Concurrent validity was measured by
comparing the scale with another one
R & D: Statistical Analysis
Statistical analysis is done to assess
structural validity, sampling adequacy,
internal consistency, factor rotation, factor
identification, item retention, and other
steps of analysis that options are
predesigned in the available software
R & D: Factor Analysis
Factor analysis was done to assess the
structure of the construct
Among the two major classes of factor
analysis: EFA and CFA; EFA in the form of
principal component analysis with Varimax
rotation was by far the most common
choice
R & D: Factor Analysis
Factors retention was done based on
criteria of eigenvalue ≥1 and the scree plot,
the graphical representation of eigenvalues
Item reduction was done by assessing the
loadings after the factor rotation having
value ≥0.30 with variations such as ≥0.32 and
≥0.40 based on researchers’ criteria
Authors’ Concern
Authors raise the concern regarding the
study design of a validation study
 Authors recommend to use validation
study as a separate study design
Strength
It is a comprehensive review regarding the
steps of a validation study
Limitations
Articles in other languages
Premium articles
Other database searches
Articles published in longer duration
might contribute more
Recommendations
A comprehensive guideline to adapt and
validate the health outcome measures in
different cultures
Further extensive systematic reviews can
be conducted to explore and to modify
the guideline
Conclusion
Cross-cultural measurement of health outcomes
is really an important as well as a challenging
issue
Needs proper attention and elaborative guideline
to get the real scenario and to take appropriate
steps based on it
Take Home Message
Paucity of specific guidelines on cross-
cultural validation
Variations in method and parameters are
frequent
Validation study can be separate study
design
Ample of opportunities to explore further
Presenter’s Comments
BSMMU evidence
Recent article
Review article
Comprehensive review
Other Related Articles
References
1. Arafat SM. Psychometric validation of the
Bangla version of the patient- doctor
relationship questionnaire. Psychiatry J
2016;2016:9385364.
65. Arafat SM. Validation study can be a
separate study design. Int J Med Sci Public
Health 2015;5, 11: DOI:
10.5455/ijmsph.2016.19042016471.
Acknowledgements
Dr. Md. Hafizur Rahman Chowdhury
Faculty Members
Dr. Hosnea Ara
Dr. Srijony Ahmed
Queries????
“The important thing is not to stop questioning.
Curiosity has its own reason for existing”.
Albert Einstein
Psychometrics

More Related Content

What's hot

Triangulation: An Approach to establish Credibility and Dependability of Qual...
Triangulation: An Approach to establish Credibility and Dependability of Qual...Triangulation: An Approach to establish Credibility and Dependability of Qual...
Triangulation: An Approach to establish Credibility and Dependability of Qual...sankarprasadmohanty
 
Evidence based practice_step_by_step__critical.26
Evidence based practice_step_by_step__critical.26Evidence based practice_step_by_step__critical.26
Evidence based practice_step_by_step__critical.26CreativeQi
 
251109 rm-c.s.-assessing measurement quality in quantitative studies
251109 rm-c.s.-assessing measurement quality in quantitative studies251109 rm-c.s.-assessing measurement quality in quantitative studies
251109 rm-c.s.-assessing measurement quality in quantitative studiesVivek Vasan
 
Presentation Validity & Reliability
Presentation Validity & ReliabilityPresentation Validity & Reliability
Presentation Validity & Reliabilitysongoten77
 
Systematic Review: Beginner's Guide
Systematic Review: Beginner's Guide Systematic Review: Beginner's Guide
Systematic Review: Beginner's Guide Saee Deshpamde
 
Adler clark 4e ppt 07
Adler clark 4e ppt 07Adler clark 4e ppt 07
Adler clark 4e ppt 07arpsychology
 
NES Pharmacy, Critical Appraisal 2011
NES Pharmacy, Critical Appraisal 2011NES Pharmacy, Critical Appraisal 2011
NES Pharmacy, Critical Appraisal 2011NES
 
01 introducción a la evaluación del aprendizaje de idiomas
01 introducción a la evaluación del aprendizaje de idiomas01 introducción a la evaluación del aprendizaje de idiomas
01 introducción a la evaluación del aprendizaje de idiomasY Casart
 
Topic 1 a glance of research process
Topic 1 a glance of research processTopic 1 a glance of research process
Topic 1 a glance of research processYoussef2000
 
Language Testing Evaluation
Language Testing EvaluationLanguage Testing Evaluation
Language Testing Evaluationbikashtaly
 
Communicative language testing
Communicative language testingCommunicative language testing
Communicative language testingIda Mantra
 
Learning outcomes after completing this part of the project, stud
Learning outcomes after completing this part of the project, studLearning outcomes after completing this part of the project, stud
Learning outcomes after completing this part of the project, studRIYAN43
 
TYPES AND USES OF LANGUAGE TESTING & NORM-REFERENCED TEST AND CRITERION-REFER...
TYPES AND USES OF LANGUAGE TESTING&NORM-REFERENCED TEST AND CRITERION-REFER...TYPES AND USES OF LANGUAGE TESTING&NORM-REFERENCED TEST AND CRITERION-REFER...
TYPES AND USES OF LANGUAGE TESTING & NORM-REFERENCED TEST AND CRITERION-REFER...Juvrianto Chrissunday Jakob
 
Brown, chapter 4 By Savaedi
Brown, chapter 4 By SavaediBrown, chapter 4 By Savaedi
Brown, chapter 4 By SavaediSavaedi
 
Research design: A Major too in Research Methods
Research design: A Major too in Research MethodsResearch design: A Major too in Research Methods
Research design: A Major too in Research MethodsDr S.Sasi Kumar Phd(N)
 

What's hot (18)

Triangulation: An Approach to establish Credibility and Dependability of Qual...
Triangulation: An Approach to establish Credibility and Dependability of Qual...Triangulation: An Approach to establish Credibility and Dependability of Qual...
Triangulation: An Approach to establish Credibility and Dependability of Qual...
 
Evidence based practice_step_by_step__critical.26
Evidence based practice_step_by_step__critical.26Evidence based practice_step_by_step__critical.26
Evidence based practice_step_by_step__critical.26
 
251109 rm-c.s.-assessing measurement quality in quantitative studies
251109 rm-c.s.-assessing measurement quality in quantitative studies251109 rm-c.s.-assessing measurement quality in quantitative studies
251109 rm-c.s.-assessing measurement quality in quantitative studies
 
Validity andreliability
Validity andreliabilityValidity andreliability
Validity andreliability
 
Presentation Validity & Reliability
Presentation Validity & ReliabilityPresentation Validity & Reliability
Presentation Validity & Reliability
 
Systematic Review: Beginner's Guide
Systematic Review: Beginner's Guide Systematic Review: Beginner's Guide
Systematic Review: Beginner's Guide
 
Reliability
ReliabilityReliability
Reliability
 
Adler clark 4e ppt 07
Adler clark 4e ppt 07Adler clark 4e ppt 07
Adler clark 4e ppt 07
 
NES Pharmacy, Critical Appraisal 2011
NES Pharmacy, Critical Appraisal 2011NES Pharmacy, Critical Appraisal 2011
NES Pharmacy, Critical Appraisal 2011
 
01 introducción a la evaluación del aprendizaje de idiomas
01 introducción a la evaluación del aprendizaje de idiomas01 introducción a la evaluación del aprendizaje de idiomas
01 introducción a la evaluación del aprendizaje de idiomas
 
Topic 1 a glance of research process
Topic 1 a glance of research processTopic 1 a glance of research process
Topic 1 a glance of research process
 
Spirit 2013
Spirit 2013Spirit 2013
Spirit 2013
 
Language Testing Evaluation
Language Testing EvaluationLanguage Testing Evaluation
Language Testing Evaluation
 
Communicative language testing
Communicative language testingCommunicative language testing
Communicative language testing
 
Learning outcomes after completing this part of the project, stud
Learning outcomes after completing this part of the project, studLearning outcomes after completing this part of the project, stud
Learning outcomes after completing this part of the project, stud
 
TYPES AND USES OF LANGUAGE TESTING & NORM-REFERENCED TEST AND CRITERION-REFER...
TYPES AND USES OF LANGUAGE TESTING&NORM-REFERENCED TEST AND CRITERION-REFER...TYPES AND USES OF LANGUAGE TESTING&NORM-REFERENCED TEST AND CRITERION-REFER...
TYPES AND USES OF LANGUAGE TESTING & NORM-REFERENCED TEST AND CRITERION-REFER...
 
Brown, chapter 4 By Savaedi
Brown, chapter 4 By SavaediBrown, chapter 4 By Savaedi
Brown, chapter 4 By Savaedi
 
Research design: A Major too in Research Methods
Research design: A Major too in Research MethodsResearch design: A Major too in Research Methods
Research design: A Major too in Research Methods
 

Viewers also liked

Psychometric testing
Psychometric testingPsychometric testing
Psychometric testingBibin Ssb
 
5Jpro CTLes : intervention de Pentti Vattulainen
5Jpro CTLes : intervention de Pentti Vattulainen5Jpro CTLes : intervention de Pentti Vattulainen
5Jpro CTLes : intervention de Pentti VattulainenCTLes
 
Improvement And Changes In Magento 1.4
Improvement And Changes In Magento 1.4Improvement And Changes In Magento 1.4
Improvement And Changes In Magento 1.4greatsalvation813
 
Festival we celebrate
Festival we celebrateFestival we celebrate
Festival we celebrateSujata Singh
 
Finding Needles in the Haystacks - Genetic Diagnosis in Diabetes
Finding Needles in the Haystacks - Genetic Diagnosis in DiabetesFinding Needles in the Haystacks - Genetic Diagnosis in Diabetes
Finding Needles in the Haystacks - Genetic Diagnosis in DiabetesWojciech Fendler
 
7Jpros : La nouvelle bibliothèque de l’INHA en salle Labrouste : les partenar...
7Jpros : La nouvelle bibliothèque de l’INHA en salle Labrouste : les partenar...7Jpros : La nouvelle bibliothèque de l’INHA en salle Labrouste : les partenar...
7Jpros : La nouvelle bibliothèque de l’INHA en salle Labrouste : les partenar...CTLes
 
Introduction to C#
Introduction to C#Introduction to C#
Introduction to C#Vadym Melnyk
 
Hager improving public file access
Hager improving public file accessHager improving public file access
Hager improving public file accessmarybethhager
 
Computador daniel olivares
Computador daniel olivaresComputador daniel olivares
Computador daniel olivaresDanielolivaresH
 

Viewers also liked (13)

Psychometric testing
Psychometric testingPsychometric testing
Psychometric testing
 
Psychometrics Slides
Psychometrics SlidesPsychometrics Slides
Psychometrics Slides
 
5Jpro CTLes : intervention de Pentti Vattulainen
5Jpro CTLes : intervention de Pentti Vattulainen5Jpro CTLes : intervention de Pentti Vattulainen
5Jpro CTLes : intervention de Pentti Vattulainen
 
Improvement And Changes In Magento 1.4
Improvement And Changes In Magento 1.4Improvement And Changes In Magento 1.4
Improvement And Changes In Magento 1.4
 
Happy fathers day
Happy fathers dayHappy fathers day
Happy fathers day
 
Festival we celebrate
Festival we celebrateFestival we celebrate
Festival we celebrate
 
Finding Needles in the Haystacks - Genetic Diagnosis in Diabetes
Finding Needles in the Haystacks - Genetic Diagnosis in DiabetesFinding Needles in the Haystacks - Genetic Diagnosis in Diabetes
Finding Needles in the Haystacks - Genetic Diagnosis in Diabetes
 
7Jpros : La nouvelle bibliothèque de l’INHA en salle Labrouste : les partenar...
7Jpros : La nouvelle bibliothèque de l’INHA en salle Labrouste : les partenar...7Jpros : La nouvelle bibliothèque de l’INHA en salle Labrouste : les partenar...
7Jpros : La nouvelle bibliothèque de l’INHA en salle Labrouste : les partenar...
 
Introduction to C#
Introduction to C#Introduction to C#
Introduction to C#
 
Lock
LockLock
Lock
 
Hager improving public file access
Hager improving public file accessHager improving public file access
Hager improving public file access
 
otchet
otchetotchet
otchet
 
Computador daniel olivares
Computador daniel olivaresComputador daniel olivares
Computador daniel olivares
 

Similar to Psychometrics

Validity in Research
Validity in ResearchValidity in Research
Validity in ResearchEcem Ekinci
 
Quality issues in mixed methods research (with an emphasis on teaching) - Ala...
Quality issues in mixed methods research (with an emphasis on teaching) - Ala...Quality issues in mixed methods research (with an emphasis on teaching) - Ala...
Quality issues in mixed methods research (with an emphasis on teaching) - Ala...The Higher Education Academy
 
CRITIQUE OF NURSING RESEARCH STUDIES by delphy.pptx
CRITIQUE OF NURSING RESEARCH STUDIES by delphy.pptxCRITIQUE OF NURSING RESEARCH STUDIES by delphy.pptx
CRITIQUE OF NURSING RESEARCH STUDIES by delphy.pptxDelphyVarghese
 
Assessment Practices And Students Approaches To Learning A Systematic Review
Assessment Practices And Students  Approaches To Learning  A Systematic ReviewAssessment Practices And Students  Approaches To Learning  A Systematic Review
Assessment Practices And Students Approaches To Learning A Systematic ReviewSheila Sinclair
 
RCH 8301, Quantitative Research Methods 1 Course L
  RCH 8301, Quantitative Research Methods 1 Course L  RCH 8301, Quantitative Research Methods 1 Course L
RCH 8301, Quantitative Research Methods 1 Course LVannaJoy20
 
Reliability And Validity
Reliability And ValidityReliability And Validity
Reliability And ValidityCrystal Torres
 
Research Critique.pptx
Research Critique.pptxResearch Critique.pptx
Research Critique.pptxneeti70
 
Critical analysis of research report
Critical analysis of research reportCritical analysis of research report
Critical analysis of research reportPreeti Sood
 
Researchers consider validity and reliability with each new study th.docx
Researchers consider validity and reliability with each new study th.docxResearchers consider validity and reliability with each new study th.docx
Researchers consider validity and reliability with each new study th.docxbrittneyj3
 
A Multidisciplinary Analysis of Research and Performance Synthesis Utilized i...
A Multidisciplinary Analysis of Research and Performance Synthesis Utilized i...A Multidisciplinary Analysis of Research and Performance Synthesis Utilized i...
A Multidisciplinary Analysis of Research and Performance Synthesis Utilized i...ROBELYN GARCIA PhD
 
For this assessment, you will develop a 3-4 page critique of the.docx
For this assessment, you will develop a 3-4 page critique of the.docxFor this assessment, you will develop a 3-4 page critique of the.docx
For this assessment, you will develop a 3-4 page critique of the.docxtemplestewart19
 
For this assessment, you will develop a 3-4 page critique of the q.docx
For this assessment, you will develop a 3-4 page critique of the q.docxFor this assessment, you will develop a 3-4 page critique of the q.docx
For this assessment, you will develop a 3-4 page critique of the q.docxtemplestewart19
 
TitleABC123 Version X1Research AnalysisPSYCH650 Ve.docx
TitleABC123 Version X1Research AnalysisPSYCH650 Ve.docxTitleABC123 Version X1Research AnalysisPSYCH650 Ve.docx
TitleABC123 Version X1Research AnalysisPSYCH650 Ve.docxherthalearmont
 
Reliabality and validity ppt
Reliabality and validity pptReliabality and validity ppt
Reliabality and validity ppthiba malik
 
1) A cyber crime is a crime that involves a computer and the Inter.docx
1) A cyber crime is a crime that involves a computer and the Inter.docx1) A cyber crime is a crime that involves a computer and the Inter.docx
1) A cyber crime is a crime that involves a computer and the Inter.docxSONU61709
 
research-instruments (1).pptx
research-instruments (1).pptxresearch-instruments (1).pptx
research-instruments (1).pptxJCronus
 
TitleABC123 Version X1Research AnalysisTermsDefinit.docx
TitleABC123 Version X1Research AnalysisTermsDefinit.docxTitleABC123 Version X1Research AnalysisTermsDefinit.docx
TitleABC123 Version X1Research AnalysisTermsDefinit.docxherthalearmont
 

Similar to Psychometrics (20)

Quality in scientific research final
Quality in scientific research finalQuality in scientific research final
Quality in scientific research final
 
Validity in Research
Validity in ResearchValidity in Research
Validity in Research
 
Quality issues in mixed methods research (with an emphasis on teaching) - Ala...
Quality issues in mixed methods research (with an emphasis on teaching) - Ala...Quality issues in mixed methods research (with an emphasis on teaching) - Ala...
Quality issues in mixed methods research (with an emphasis on teaching) - Ala...
 
CRITIQUE OF NURSING RESEARCH STUDIES by delphy.pptx
CRITIQUE OF NURSING RESEARCH STUDIES by delphy.pptxCRITIQUE OF NURSING RESEARCH STUDIES by delphy.pptx
CRITIQUE OF NURSING RESEARCH STUDIES by delphy.pptx
 
Assessment Practices And Students Approaches To Learning A Systematic Review
Assessment Practices And Students  Approaches To Learning  A Systematic ReviewAssessment Practices And Students  Approaches To Learning  A Systematic Review
Assessment Practices And Students Approaches To Learning A Systematic Review
 
RCH 8301, Quantitative Research Methods 1 Course L
  RCH 8301, Quantitative Research Methods 1 Course L  RCH 8301, Quantitative Research Methods 1 Course L
RCH 8301, Quantitative Research Methods 1 Course L
 
Reliability And Validity
Reliability And ValidityReliability And Validity
Reliability And Validity
 
Research Critique.pptx
Research Critique.pptxResearch Critique.pptx
Research Critique.pptx
 
Research critique
Research critiqueResearch critique
Research critique
 
Critical analysis of research report
Critical analysis of research reportCritical analysis of research report
Critical analysis of research report
 
Researchers consider validity and reliability with each new study th.docx
Researchers consider validity and reliability with each new study th.docxResearchers consider validity and reliability with each new study th.docx
Researchers consider validity and reliability with each new study th.docx
 
A Multidisciplinary Analysis of Research and Performance Synthesis Utilized i...
A Multidisciplinary Analysis of Research and Performance Synthesis Utilized i...A Multidisciplinary Analysis of Research and Performance Synthesis Utilized i...
A Multidisciplinary Analysis of Research and Performance Synthesis Utilized i...
 
For this assessment, you will develop a 3-4 page critique of the.docx
For this assessment, you will develop a 3-4 page critique of the.docxFor this assessment, you will develop a 3-4 page critique of the.docx
For this assessment, you will develop a 3-4 page critique of the.docx
 
For this assessment, you will develop a 3-4 page critique of the q.docx
For this assessment, you will develop a 3-4 page critique of the q.docxFor this assessment, you will develop a 3-4 page critique of the q.docx
For this assessment, you will develop a 3-4 page critique of the q.docx
 
TitleABC123 Version X1Research AnalysisPSYCH650 Ve.docx
TitleABC123 Version X1Research AnalysisPSYCH650 Ve.docxTitleABC123 Version X1Research AnalysisPSYCH650 Ve.docx
TitleABC123 Version X1Research AnalysisPSYCH650 Ve.docx
 
Business Research Methods
Business Research MethodsBusiness Research Methods
Business Research Methods
 
Reliabality and validity ppt
Reliabality and validity pptReliabality and validity ppt
Reliabality and validity ppt
 
1) A cyber crime is a crime that involves a computer and the Inter.docx
1) A cyber crime is a crime that involves a computer and the Inter.docx1) A cyber crime is a crime that involves a computer and the Inter.docx
1) A cyber crime is a crime that involves a computer and the Inter.docx
 
research-instruments (1).pptx
research-instruments (1).pptxresearch-instruments (1).pptx
research-instruments (1).pptx
 
TitleABC123 Version X1Research AnalysisTermsDefinit.docx
TitleABC123 Version X1Research AnalysisTermsDefinit.docxTitleABC123 Version X1Research AnalysisTermsDefinit.docx
TitleABC123 Version X1Research AnalysisTermsDefinit.docx
 

More from Bangabandhu Sheikh Mujib Medical University (6)

Anti psychiatry
Anti psychiatryAnti psychiatry
Anti psychiatry
 
Mental Health Promotion
Mental Health Promotion Mental Health Promotion
Mental Health Promotion
 
Classification and Diagnosis of Sexual Dysfunctions
Classification and Diagnosis of Sexual DysfunctionsClassification and Diagnosis of Sexual Dysfunctions
Classification and Diagnosis of Sexual Dysfunctions
 
Ebm of delusional disorder
Ebm of delusional disorderEbm of delusional disorder
Ebm of delusional disorder
 
An Update of Clinical Uses of Quetiapine
An Update of Clinical Uses of QuetiapineAn Update of Clinical Uses of Quetiapine
An Update of Clinical Uses of Quetiapine
 
Psychiatric manifestations of Epilepsy
Psychiatric manifestations of EpilepsyPsychiatric manifestations of Epilepsy
Psychiatric manifestations of Epilepsy
 

Recently uploaded

Call Girls Hyderabad Krisha 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Krisha 9907093804 Independent Escort Service HyderabadCall Girls Hyderabad Krisha 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Krisha 9907093804 Independent Escort Service Hyderabaddelhimodelshub1
 
Hot Call Girl In Chandigarh 👅🥵 9053'900678 Call Girls Service In Chandigarh
Hot  Call Girl In Chandigarh 👅🥵 9053'900678 Call Girls Service In ChandigarhHot  Call Girl In Chandigarh 👅🥵 9053'900678 Call Girls Service In Chandigarh
Hot Call Girl In Chandigarh 👅🥵 9053'900678 Call Girls Service In ChandigarhVip call girls In Chandigarh
 
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...Call Girls Noida
 
VIP Call Girl Sector 32 Noida Just Book Me 9711199171
VIP Call Girl Sector 32 Noida Just Book Me 9711199171VIP Call Girl Sector 32 Noida Just Book Me 9711199171
VIP Call Girl Sector 32 Noida Just Book Me 9711199171Call Girls Service Gurgaon
 
Basics of Anatomy- Language of Anatomy.pptx
Basics of Anatomy- Language of Anatomy.pptxBasics of Anatomy- Language of Anatomy.pptx
Basics of Anatomy- Language of Anatomy.pptxAyush Gupta
 
VIP Call Girl Sector 88 Gurgaon Delhi Just Call Me 9899900591
VIP Call Girl Sector 88 Gurgaon Delhi Just Call Me 9899900591VIP Call Girl Sector 88 Gurgaon Delhi Just Call Me 9899900591
VIP Call Girl Sector 88 Gurgaon Delhi Just Call Me 9899900591adityaroy0215
 
Call Girls Service Chandigarh Gori WhatsApp ❤9115573837 VIP Call Girls Chandi...
Call Girls Service Chandigarh Gori WhatsApp ❤9115573837 VIP Call Girls Chandi...Call Girls Service Chandigarh Gori WhatsApp ❤9115573837 VIP Call Girls Chandi...
Call Girls Service Chandigarh Gori WhatsApp ❤9115573837 VIP Call Girls Chandi...Niamh verma
 
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service MohaliCall Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service MohaliHigh Profile Call Girls Chandigarh Aarushi
 
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...Call Girls Noida
 
Leading transformational change: inner and outer skills
Leading transformational change: inner and outer skillsLeading transformational change: inner and outer skills
Leading transformational change: inner and outer skillsHelenBevan4
 
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...
No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...Vip call girls In Chandigarh
 
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...delhimodelshub1
 

Recently uploaded (20)

Call Girls in Lucknow Esha 🔝 8923113531 🔝 🎶 Independent Escort Service Lucknow
Call Girls in Lucknow Esha 🔝 8923113531  🔝 🎶 Independent Escort Service LucknowCall Girls in Lucknow Esha 🔝 8923113531  🔝 🎶 Independent Escort Service Lucknow
Call Girls in Lucknow Esha 🔝 8923113531 🔝 🎶 Independent Escort Service Lucknow
 
Call Girls Hyderabad Krisha 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Krisha 9907093804 Independent Escort Service HyderabadCall Girls Hyderabad Krisha 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Krisha 9907093804 Independent Escort Service Hyderabad
 
Hot Call Girl In Chandigarh 👅🥵 9053'900678 Call Girls Service In Chandigarh
Hot  Call Girl In Chandigarh 👅🥵 9053'900678 Call Girls Service In ChandigarhHot  Call Girl In Chandigarh 👅🥵 9053'900678 Call Girls Service In Chandigarh
Hot Call Girl In Chandigarh 👅🥵 9053'900678 Call Girls Service In Chandigarh
 
Call Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service Dehradun
Call Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service DehradunCall Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service Dehradun
Call Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service Dehradun
 
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
 
VIP Call Girl Sector 32 Noida Just Book Me 9711199171
VIP Call Girl Sector 32 Noida Just Book Me 9711199171VIP Call Girl Sector 32 Noida Just Book Me 9711199171
VIP Call Girl Sector 32 Noida Just Book Me 9711199171
 
Basics of Anatomy- Language of Anatomy.pptx
Basics of Anatomy- Language of Anatomy.pptxBasics of Anatomy- Language of Anatomy.pptx
Basics of Anatomy- Language of Anatomy.pptx
 
VIP Call Girl Sector 88 Gurgaon Delhi Just Call Me 9899900591
VIP Call Girl Sector 88 Gurgaon Delhi Just Call Me 9899900591VIP Call Girl Sector 88 Gurgaon Delhi Just Call Me 9899900591
VIP Call Girl Sector 88 Gurgaon Delhi Just Call Me 9899900591
 
VIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service Lucknow
VIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service LucknowVIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service Lucknow
VIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service Lucknow
 
Call Girls Service Chandigarh Gori WhatsApp ❤9115573837 VIP Call Girls Chandi...
Call Girls Service Chandigarh Gori WhatsApp ❤9115573837 VIP Call Girls Chandi...Call Girls Service Chandigarh Gori WhatsApp ❤9115573837 VIP Call Girls Chandi...
Call Girls Service Chandigarh Gori WhatsApp ❤9115573837 VIP Call Girls Chandi...
 
Model Call Girl in Subhash Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Subhash Nagar Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Subhash Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Subhash Nagar Delhi reach out to us at 🔝9953056974🔝
 
Russian Call Girls in Dehradun Komal 🔝 7001305949 🔝 📍 Independent Escort Serv...
Russian Call Girls in Dehradun Komal 🔝 7001305949 🔝 📍 Independent Escort Serv...Russian Call Girls in Dehradun Komal 🔝 7001305949 🔝 📍 Independent Escort Serv...
Russian Call Girls in Dehradun Komal 🔝 7001305949 🔝 📍 Independent Escort Serv...
 
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service MohaliCall Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
 
College Call Girls Dehradun Kavya 🔝 7001305949 🔝 📍 Independent Escort Service...
College Call Girls Dehradun Kavya 🔝 7001305949 🔝 📍 Independent Escort Service...College Call Girls Dehradun Kavya 🔝 7001305949 🔝 📍 Independent Escort Service...
College Call Girls Dehradun Kavya 🔝 7001305949 🔝 📍 Independent Escort Service...
 
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
 
#9711199012# African Student Escorts in Delhi 😘 Call Girls Delhi
#9711199012# African Student Escorts in Delhi 😘 Call Girls Delhi#9711199012# African Student Escorts in Delhi 😘 Call Girls Delhi
#9711199012# African Student Escorts in Delhi 😘 Call Girls Delhi
 
Leading transformational change: inner and outer skills
Leading transformational change: inner and outer skillsLeading transformational change: inner and outer skills
Leading transformational change: inner and outer skills
 
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...
No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...
 
Call Girl Lucknow Gauri 🔝 8923113531 🔝 🎶 Independent Escort Service Lucknow
Call Girl Lucknow Gauri 🔝 8923113531  🔝 🎶 Independent Escort Service LucknowCall Girl Lucknow Gauri 🔝 8923113531  🔝 🎶 Independent Escort Service Lucknow
Call Girl Lucknow Gauri 🔝 8923113531 🔝 🎶 Independent Escort Service Lucknow
 
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
 

Psychometrics

  • 1. Psychometric Validation Presented by: S.M. Yasir Arafat Resident Psychiatry Bangabandhu Sheikh Mujib Medical University August 02, 2016.
  • 2. Article Particulars Title: Cross Cultural Adaptation & Psychometric Validation of Research Instruments: a Methodological Review Journal: Journal of Behavioral Health Publisher: SAGEYA (ScopeMed) DOI 10.5455/jbh.20160615121755 Volume: 5 Issue: 3 Page: 129-138 DOP: 14 July 2016 Type: Review Article
  • 3. Authors Particulars 1. S.M. Yasir Arafat 2. Hafizur Rahman Chowdhury 3. MMA Shalahuddin Qsar 4. M A Hafez Address 1. Department of Psychiatry, Bangabandhu Sheikh Mujib Medical University 2. Bangladesh University of Health Sciences
  • 4. Introduction Psychometrics has very important role in public health, psychiatry, primary health care and many other fields even in health promotional strategy for measuring the attitude Cross-cultural adaptation of a questionnaire for use in a new country, culture, and/or language necessitates use of a unique method, to reach equivalence between the source and target versions
  • 5. Introduction This includes translation, adaptation, the assessment of validity, and reliability.
  • 6. Objectives To describe the validation process comprehensively based on recent practices  To overview a practical guideline of the validation study
  • 7. Methods Search was done in PubMed, PubMed Central and Google Scholar with searching keywords ranging date from January 2000 to December 2015 Searching Keywords Translation and adaptation for instrument validation Psychometric validation Reliability assessment Validity assessment Sample size determination for scale validation Statistical analysis for scale validation Factor analysis for scale validation
  • 8. Methods Inclusion Criteria Full downloadable articles in pdf form Article available only in English language Exclusion Criteria Multiple validation studies by same principal author on different scales having same parameters Validation studies using only CFA Validation studies other than behavior measure scales
  • 9. Methods Data Extraction Total article downloads 2529 After exclusion of repetition (n = 484), total articles were 2045  From 2045 articles, 547 article were chosen purposively by assessing title and abstracts and chosen based on proportionally more in recent years 547 articles screened, 174 were chosen for review after assessing the full text Finally, 78 articles were chosen after applying the exclusion criteria
  • 10. Definitions Face validity: The ability of an instrument to be understandable and relevant for the targeted population Content validity: The ability of an instrument to reflect the domain of interest and the conceptual definition of a construct Construct validity: The extent to which a new measure is related to specified variables in accordance with an established theory or hypothetical construct
  • 11. Definitions Convergent validity: The degree to which scores on a measure associate with scores on other measures that are intended to assess similar constructs Divergent validity: Involves that item within any one subscale should not correlate too highly with external items or with the total sum-score of another subscale Criterion validity: The assessment of an instrument against the true value, or a standard accepted as the true value
  • 12. Definitions Concurrent validity: The association of an instrument with accepted standards Discriminative validity: The ability of an instrument to distinguish between groups that are expected to differ based on their clinical diagnosis or other characteristics
  • 13. Definitions Internal consistency: The ability of an instrument to have interrelated items Test-retest reliability: The ability of the scores of an instrument to be reproducible if it is used on the same patient while the patient’s condition has not changed (measurements repeated over time)
  • 14. Result & Discussions: Translation & Adaptation Although most transcultural adaptation studies follow similar methodologies, there is no consensus in the literature regarding how the process should be conducted Most articles follow the process based on Beaton et al.
  • 15. R & D: Translation
  • 16. R & D: Adaptation Wanting to use a questionnaire in a new population described as follows: Results in a Change in Adaptation Required Culture Langua ge Country of Use Translati on Cultural Adaptati on A Use in same population. No change in culture, language, or country from source — — — — — B Use in established immigrants in source country ✔ — — — ✔ C Use in other country, same language ✔ — ✔ — ✔ D Use in new immigrants, not English-speaking, but in same source country ✔ ✔ — ✔ ✔ E Use in another country and another language ✔ ✔ ✔ ✔ ✔
  • 17. R & D: Adaptation Semantic equivalence: Ensures the equivalence of meaning Idiomatic equivalence: Colloquialisms, or idioms, are difficult to translate Experiential equivalence: Items are seeking to capture and experience of daily life Conceptual equivalence: Often words hold different conceptual meanings between cultures that need to be addressed
  • 18. R & D: Study Design The study design was not mentioned directly, and there is some hesitation regarding the matter Those who mentioned, in the majority of the articles, it was mentioned as cross- sectional study design and only a few of them were mentioned as a methodological study The study design of a validation study is in the gray area, and there is much space to make further explorations Authors intended to ascertain the study design as a methodological study or as itself a separate entity
  • 19. R & D: Sampling Technique & Sample Size Both probability and non-probability sampling techniques were used as a sampling technique having more deviation to non- probability sampling There are variations in the sample size based on the item number, sample size estimation formula as well as the authors’ choice Their lacks any specific guidelines Some authors estimated sample size on the basis of factor analysis (EFA), some estimated using the regression formula of sample size estimation while more authors chose the item sample ratio method to estimate the sample size
  • 20. R & D: Sampling Technique & Sample Size EFA recommendations to ensure an absolute minimum of 100-250; 100 = poor, 200 = fair, 300 = good, 500 = very good, and ≥1000 = excellent Majority of the author used item sample ratio method for sample size estimation with an arbitrary margin of 2-20 Previous reviews showed that subject to item ratios of ≤10:1 covers 63.2% studies Some authors used KMO sampling adequacy The level of KMO for adequacy was interpreted differently among the authors mentioned as 0.6 and 0.5
  • 21. R & D: Reliability Assessment  Reliability assessed in forms of internal consistency, test- retest reliability, inter-rater reliability, and split-half reliability  Almost every article assessed internal consistency  The majority of the articles assessed test-retest reliability along with internal consistency  Wilcoxon non-parametric statistical test, intra-class correlation coefficient (ICC), Pearson’s correlation coefficient, Spearman correlation coefficient, Kappa coefficients, paired t-tests, and Lin’s correlation coefficient  Few of the articles assessed inter-rater reliability by Kappa statistics; Student’s t-test statistical analysis and split-half reliability were assessed by Pearson’s correlation
  • 22. R & D: Validity Assessment  Validity is assessed in forms of face validity, content validity, criterion validity, convergent validity, construct validity, divergent validity, concurrent validity, predictive validity, and internal validity  The validity assessment is much customized on the basis of researchers’ criteria, instrument feasibility and statistical analysis  There are variations in assessment and way of measurement
  • 23. R & D: Face Validity It is the easiest and weakest form of validity It is assessed by ensuring standard back- translation process; by critical review and expert panel opinion; feasibility, readability, consistency of style and formatting, and the clarity of the language used
  • 24. R & D: Content Validity Content validity was measured as well as ensured by ensuring standard back- translation process, by literature review and expert panel opinion, and by experts with content validity index In different studies and situations, researchers used different options
  • 25. R & D: Construct Validity Assessed by factor analysis, by comparing with other similar instruments Researchers here again practiced the freedom of the situation and condition based on accepted scientific method
  • 26. R & D: Criterion Validity Assessed by comparison with the gold standard Like all other forms of validity, there were also variations in the assessment of criterion validity Basic concept of criterion validity demands the comparison with the gold standard instruments
  • 27. R & D: Convergent Validity Authors used comparison of other similar instruments Concurrent validity was measured by comparing the scale with another one
  • 28. R & D: Statistical Analysis Statistical analysis is done to assess structural validity, sampling adequacy, internal consistency, factor rotation, factor identification, item retention, and other steps of analysis that options are predesigned in the available software
  • 29. R & D: Factor Analysis Factor analysis was done to assess the structure of the construct Among the two major classes of factor analysis: EFA and CFA; EFA in the form of principal component analysis with Varimax rotation was by far the most common choice
  • 30. R & D: Factor Analysis Factors retention was done based on criteria of eigenvalue ≥1 and the scree plot, the graphical representation of eigenvalues Item reduction was done by assessing the loadings after the factor rotation having value ≥0.30 with variations such as ≥0.32 and ≥0.40 based on researchers’ criteria
  • 31. Authors’ Concern Authors raise the concern regarding the study design of a validation study  Authors recommend to use validation study as a separate study design
  • 32. Strength It is a comprehensive review regarding the steps of a validation study
  • 33. Limitations Articles in other languages Premium articles Other database searches Articles published in longer duration might contribute more
  • 34. Recommendations A comprehensive guideline to adapt and validate the health outcome measures in different cultures Further extensive systematic reviews can be conducted to explore and to modify the guideline
  • 35. Conclusion Cross-cultural measurement of health outcomes is really an important as well as a challenging issue Needs proper attention and elaborative guideline to get the real scenario and to take appropriate steps based on it
  • 36. Take Home Message Paucity of specific guidelines on cross- cultural validation Variations in method and parameters are frequent Validation study can be separate study design Ample of opportunities to explore further
  • 37. Presenter’s Comments BSMMU evidence Recent article Review article Comprehensive review
  • 39. References 1. Arafat SM. Psychometric validation of the Bangla version of the patient- doctor relationship questionnaire. Psychiatry J 2016;2016:9385364. 65. Arafat SM. Validation study can be a separate study design. Int J Med Sci Public Health 2015;5, 11: DOI: 10.5455/ijmsph.2016.19042016471.
  • 40. Acknowledgements Dr. Md. Hafizur Rahman Chowdhury Faculty Members Dr. Hosnea Ara Dr. Srijony Ahmed
  • 41. Queries???? “The important thing is not to stop questioning. Curiosity has its own reason for existing”. Albert Einstein