SlideShare a Scribd company logo
1 of 31
A
Research Proposal
On
Scale Development & Validation with Reliability -
Challenge in Homeopathic Research Journey
Dr.Anjali Upadhye
M.Sc.,M.B.A.,Ph.D.
HOD Research , Biostatistician
All India Homeopathic Scientific Seminar 2022
Submitted By ,
Introduction
 Scale development and validation are critical to much of the work
in the health, social, and behavioral sciences
 Our goal was to concisely review the process of scale
development in as straightforward a manner as possible,
both to facilitate the development of new, valid, and reliable
scales, and to help improve existing ones.
 To do this, we have created a primer for best practices for scale
development in measuring complex phenomena.
Scope of
Research
As science advances and
novel research questions
are put forth, new scales
become necessary.
Scale development is not,
however, an obvious or a
straightforward endeavor.
01
There are many steps to
scale development, there is
significant jargon within
these techniques, the work
can be costly and time
consuming, and complex
statistical analysis is often
required..
02
Scope of
Research
Further, many health and
behavioral science
degrees do not include
training on scale
development.
03
There are a number of
incomplete scales used to
measure mental, physical,
and behavioral attributes
that are fundamental to our
scientific inquiry .
04
Objectives & Hypothesis
 To assess the scale development Techniques
 To Understand Validity & reliability of Data in scale measurements
Hypothesis
H0: Scale for Emotional Quotient was not significantly reliable & valid
H1: Scale for Emotional Quotient was not significantly reliable & valid
Phase I :Item Generation
01
02
Domain identification
Item Generation
Specify the purpose of the domain
Confirm that there are no existing instruments
Describe the domain and provide preliminary conceptual definition
Specify the dimensions of the domain if they exist a priori
Define each dimension
Deductive methods: literature review and assessment of existing
scales
Inductive methods: exploratory research methodologies including
focus group discussions and interviews
Step 1: Identification of Domain and Item Generation: Selecting Which Items to ask
Phase I
01
02
Evaluation by experts
Evaluation by target population
Step 2: Content Validity: Assessing if the Items Adequately Measure the Domain of
Quantify assessments of 5-7 expert judges using formalized
scaling and statistical procedures including content validity
ratio, content validity index, or Cohen’s coefficient alpha
Conduct Delphi method with expert judges
To evaluate each item constituting the domain for
representativeness of actual experience from target population
Phase II :Scale Development
01
02
Step 3: Pre-testing Questions: Ensuring the Questions
and Answers Are Meaningful
Step 4: Survey Administration and Sample Size:
Gathering Enough Data from right people
Step 5: Item Reduction
03
Phase III :Scale Evaluation
01
02
Step 7: Tests of Dimensionality: Testing if Latent
Constructs Are as hypothised
Step 8: Tests of Reliability: Establishing if Responses Are
Consistent
Step 9: Tests of Validity: Ensuring You Measure
the Latent Dimension
03
indicates as to how
much control an
individual has
overadverse situations.
Control
searches the exact
reason for the
adversity and the
willingness of the
individual to take
necessary measures.
- indicates the extent
to which the trouble
affects other areas of
the individual’s life.
measures as to how long
the problem and its
effects last in individual’s
life.
Ownership Reach Endurance
ASSOCIATION BETWEEN FINAL YEAR MEDICAL STUDENT’S’ EMOTIONAL INTELLIGENCE
AND ACADEMIC PERFORMANCE
Degree of Relevance for Expert’s opinion
1 = the item is not relevant to the dimension to be measured
2 = the item is somewhat relevant to the dimension to be measured
3 = the item is quite relevant to the dimension to be measured
4 = the item is highly relevant to the dimension to be measured
Construct:
Dimension 1: Control
S. No Items Degree of Relevance
1 2 3 4
1 You suffer a financial setback
2 People respond unfavorably to your latest ideas of improvement
in organization
3 You personal and work obligations are out of balance.
4 You are not exercising regularly though you know you should.
5 Your computer crashed for the third time this week and you are
lagging with work and overloaded it .
Dimension 2:Ownership
S. No Items Degree of Relevance
1 2 3 4
1 You are overlooked for a promotion
2 Someone you respect always purposely ignores your attempt to
discuss an important issue.
3 You workplace is understaffed and You need more helping
hands.
4 You are upset and your colleges are counselling me to
overcome it.
Dimension 3: Reach
1 You are criticized for a big project that you just completed
2 The high-priority project or important meeting on which you are working
on gets canceled.
3 You hit every red light on your way to an important appointment and
getting late ...
4 You never seem to have enough money.
5 Your organization is not meeting its goals.
Dimension 4: Endurance
1 You accidentally delete an important email or You forgot about
your best friends birthday
2 You are unable to take a much-needed vacation Or Holiday
3 After extensive searching, you cannot find your an important
document.
4 You miss an important appointment.
5 Your boss adamantly disagrees with your decision.
EXPERT OPINION
Degree of Relevance by Experts to calculate CVR
Items Expert 1 Expert 2 Expert 3 Expert 4 Expert 5 Expert 6 Expert 7 Expert 8 Expert 9 Expert 10
DIMENSION 1:CONTROL
You suffer a financial setback 3 4 3 3 2 3 4 4 3 4
People respond unfavorably to your latest
ideas of improvement in organization
3 4 3 4 3 4 4 4 3 4
You personal and work obligations are out
of balance.
2 4 2 4 4 4 4 3 4 3
You are not exercising regularly though
you know you should.
4 4 3 4 4 3 3 4 4 3
Your computer crashed for the third time
this week and you are lagging with work
and overloaded it .
4 4 3 4 3 4 3 4 3 4
DIMENSION 2: OWNERSHIP
You are overlooked for a promotion 4 1 4 3 3 4 3 3 4 4
Someone you respect always purposely
ignores your attempt to discuss an important
issue.
4 1 4 4 2 3 4 4 3 4
You workplace is understaffed and You need
more helping hands.
3 4 4 3 3 4 4 4 4 3
You are upset and your colleges are
counselling me to overcome it.
3 1 4 2 3 2 4 3 4 2
LAWSHE’s
METHOD
Content Validity Index
Calculation by
LAWSHE’s
METHOD
Content Validity Index Calculation by
LAWSHE’s
METHOD
Content Validity Index Calculation by
Items Ne N/2
CVR=Ne-
(N/2)/(N/2)
As per LAWSHE
Table
Q1 9 5 0.80 Significant
Q2 10 5 1.00 Significant
Q3 8 5 0.60 Significant
Q4 10 5 1.00 Significant
Q5 10 5 1.00 Significant
Q6 10 5 1.00 Significant
Q7 9 5 0.80 Significant
Q8 10 5 1.00 Significant
Q9 7 5 0.40 NOT
Q10 10 5 1.00 Significant
CONFIRMATORY FACTOR
ANALYSIS
EXPLORATORY FACTOR
ANALYSIS
Average Variance Extracted & Convergent Validity
Convergent Validity
λ 2
Average Variance Extracted (AVE) & Convergent validity (CR)
Factor loading Item λ E= 1 - λ ^2 AVE CR
F1 V7 0.763 0.5824 0.4176
0.7467 2.3271
F1 V6 0.740 0.5469 0.4531
F1 V5 0.737 0.5437 0.4563
Summation 2.240 1.3271
F2 V3 0.808 0.6525 0.3475
1.8239 1.7435
F2 V10 0.788 0.6211 0.3789
F2 V9 0.599 0.3583 0.6417
F2 V8 0.507 0.2565 0.7435
Summation 2.701 0.7435
F3 V1 0.813 0.6607 0.3393
1.5124 5.9959
F3 V2 0.738 0.5453 0.4547
F3 V4 0.579 0.3350 0.6650
Summation 2.130 1.4590
λ 2
Discriminant Validity
λ 2
Factor AVE Square root of AVE
F1 0.747 0.8641
F2 1.824 1.3505
F3 1.512 1.2298
Factor F1 F2 F3
F1 0.864
0.576 0.484
F2 -0.399
1.3505 -0.424
F3 -0.637
0.087 1.2298
Internal Consistency :Reliability
Reliability Statistics
Cronbach's
Alpha
Cronbach's
Alpha Based
on
Standardized
Items
N of
Items
0.819 0.820 10
Confirmatory Analysis with AMOS SPSS
2017-18 2018-19 2019-20
01/03/2018 27/11/2018 07/09/2019
Chi Square Test
MODEL FIT SUMMARY
Conclusion
 A self-administered questionnaire was used to gather data from the
respondents. The questionnaire was divided into four dimensions .
 The reliability of the scale was established by reporting the internal
consistency and stability reliability with Crounbatch’s alpha 0.83.
 Content validity was established by computing the
 item-level scale-level content validity index (S-CVI/Ave). An I-CVI = 1 for a
panel with 10 members & it is ≥0.90 was acceptable
 By making scale development more approachable and transparent, we hope to
facilitate the advancement of our understanding of a range of health, social,
and behavioral outcomes.
Conclusion
 Well-designed scales are the foundation of much of our
understanding of a range of phenomena, but ensuring that
we accurately quantify what we purport to measure is not a
simple matter.
 By making scale development more approachable and
transparent, we hope to facilitate the advancement of our
understanding of a range of health, social, and behavioral
outcomes.
References
1. DeVellis RF. Scale Development: Theory and Application. Los Angeles, CA: Sage Publications (2012).
2. Raykov T, Marcoulides GA. Introduction to Psychometric Theory. New York, NY: Routledge, Taylor & Francis Group (2011).
3. Streiner DL, Norman GR, Cairney J. Health Measurement Scales: A Practical Guide to Their Development and Use. Oxford University Press
(2015).
4. McCoach DB, Gable RK, Madura, JP. Instrument Development in the Affective Domain. School and Corporate Applications, 3rd Edn. New
York, NY: Springer (2013).
5. Morgado FFR, Meireles JFF, Neves CM, Amaral ACS, Ferreira MEC. Scale development: ten main limitations and recommendations to
improve future research practices. Psicol Reflex E Crítica (2018) 30:3. doi: 10.1186/s41155-016-0057-1
6. Glanz K, Rimer BK, Viswanath K. Health Behavior: Theory, Research, and Practice. San Francisco, CA: John Wiley & Sons, Inc (2015).
7. Ajzen I. From intentions to actions: a theory of planned behavior. In: Action Control SSSP Springer Series in Social Psychology Berlin;
Heidelberg: Springer, (1985). p. 11–39.
8. Bai Y, Peng C-YJ, Fly AD. Validation of a short questionnaire to assess mothers’ perception of workplace breastfeeding support. J Acad Nutr
Diet (2008) 108:1221–5. doi: 1
9. Hirani SAA, Karmaliani R, Christie T, Rafique G. Perceived Breastfeeding Support Assessment Tool (PBSAT): development and testing of
psychometric properties with Pakistani urban working mothers. Midwifery (2013) 29:599–607. doi: 10.1016/j.midw.2012. 05.003
10.Boateng GO, Martin S., Collins S, Natamba BK, Young SL. Measuring exclusive breastfeeding social support: scale development and
validation in Uganda. Matern Child Nutr. (2018). doi: 10.1111/mcn.12579. [Epub ahead of print].
11.Arbach A, Natamba BK, Achan J, Griffiths JK, Stoltzfus RJ, Mehta S, et al. Reliability and validity of the center for epidemiologic studies-
depression scale in screening for depression among HIV-infected and -uninfected pregnant women attending antenatal services in
northern Uganda: a cross-sectional study. BMC Psychiatry (2014) 14:303. doi: 10.1186/s12888-014-0303-y
12.Natamba BK, Kilama H, Arbach A, Achan J, Griffiths JK, Young SL. Reliability and validity of an individually focused food insecurity access
scale for assessing inadequate access to food among pregnant Ugandan women of mixed HIV status. Public Health Nutr. (2015) 18:2895–905.
doi: 10.1017/S1368980014001669
13.Neilands TB, Chakravarty D, Darbes LA, Beougher SC, Hoff CC. Development and validation of the sexual agreement investment scale. J Sex
Res. (2010) 47:24–37. doi: 10.1080/00224490902916017
0.1016/j.jada.2008.04.018
MY PUBLICATIONS
Support Hand for Research
Take a Opportunity to
Develop a New Scale of
Your Own Name with
Proper Publication
CONTACT :
9922494537
dranjaliupadhye.com
statsanjal@gmail.com
THANK
YOU

More Related Content

Similar to Scale Development Techniques Presentation.pptx

Pick 2 topics and discusstalk about the topics. No plagiarism wi.docx
Pick 2 topics and discusstalk about the topics.  No plagiarism wi.docxPick 2 topics and discusstalk about the topics.  No plagiarism wi.docx
Pick 2 topics and discusstalk about the topics. No plagiarism wi.docxrandymartin91030
 
SCIENTIFIC MERIT ACTION RESEARCH TEMPLATE (SMART) FORMa..docx
SCIENTIFIC MERIT ACTION RESEARCH TEMPLATE (SMART) FORMa..docxSCIENTIFIC MERIT ACTION RESEARCH TEMPLATE (SMART) FORMa..docx
SCIENTIFIC MERIT ACTION RESEARCH TEMPLATE (SMART) FORMa..docxkenjordan97598
 
National Career Readiness Certification: An Overview
National Career Readiness Certification: An OverviewNational Career Readiness Certification: An Overview
National Career Readiness Certification: An Overviewbscdesign
 
Problem Solving Techniques - LEAN
Problem Solving Techniques - LEANProblem Solving Techniques - LEAN
Problem Solving Techniques - LEANSwamy Gelli V S Ch
 
Project ECHO QI: Managing Up - Enhancing Your Relationship with Leaders
Project ECHO QI: Managing Up - Enhancing Your Relationship with LeadersProject ECHO QI: Managing Up - Enhancing Your Relationship with Leaders
Project ECHO QI: Managing Up - Enhancing Your Relationship with LeadersCHC Connecticut
 
Standardized Guidance for MGT 425 Week 2
Standardized Guidance for MGT 425 Week 2Standardized Guidance for MGT 425 Week 2
Standardized Guidance for MGT 425 Week 2Ashford University
 
Colloquium Presentation_Ph.D Research Proposal
Colloquium Presentation_Ph.D Research ProposalColloquium Presentation_Ph.D Research Proposal
Colloquium Presentation_Ph.D Research ProposalCharles Cotter, PhD
 
Project ECHO QI: Gaining Buy In June,8 2016
Project ECHO QI: Gaining Buy In June,8 2016Project ECHO QI: Gaining Buy In June,8 2016
Project ECHO QI: Gaining Buy In June,8 2016CHC Connecticut
 
Senior leadership lean_transformation
Senior leadership lean_transformationSenior leadership lean_transformation
Senior leadership lean_transformationMario Charlin
 
CH-2 Formulating Research Problem.pptx
CH-2 Formulating Research Problem.pptxCH-2 Formulating Research Problem.pptx
CH-2 Formulating Research Problem.pptxjemalmohamed4
 
122 Part 1 - GuideFigure 4-15. Close Project or Phase Dat.docx
122 Part 1 - GuideFigure 4-15. Close Project or Phase Dat.docx122 Part 1 - GuideFigure 4-15. Close Project or Phase Dat.docx
122 Part 1 - GuideFigure 4-15. Close Project or Phase Dat.docxaulasnilda
 
NCRD LFA as M&E Tool Budgeting and Work Planning 7-3-23.pptx
NCRD LFA as M&E Tool Budgeting and Work Planning  7-3-23.pptxNCRD LFA as M&E Tool Budgeting and Work Planning  7-3-23.pptx
NCRD LFA as M&E Tool Budgeting and Work Planning 7-3-23.pptxssuser4d2c78
 
Introduction to Lean and PDSA Thinking
Introduction to Lean and PDSA ThinkingIntroduction to Lean and PDSA Thinking
Introduction to Lean and PDSA ThinkingRachel Janzen
 
Glfes summer institute2013_raleigh_final
Glfes summer institute2013_raleigh_finalGlfes summer institute2013_raleigh_final
Glfes summer institute2013_raleigh_finalTricia Townsend
 
Centre for ageing better theory of change slides b (1)
Centre for ageing better theory of change slides b (1)Centre for ageing better theory of change slides b (1)
Centre for ageing better theory of change slides b (1)Centre for Ageing Better
 
SharePoint "Moneyball" - The Art and Science of Winning the SharePoint Metric...
SharePoint "Moneyball" - The Art and Science of Winning the SharePoint Metric...SharePoint "Moneyball" - The Art and Science of Winning the SharePoint Metric...
SharePoint "Moneyball" - The Art and Science of Winning the SharePoint Metric...Susan Hanley
 
Understanding service needs
Understanding service needsUnderstanding service needs
Understanding service needscherithsimmons
 
Evaluating the quality of quality improvement training in healthcare
Evaluating the quality of quality improvement training in healthcareEvaluating the quality of quality improvement training in healthcare
Evaluating the quality of quality improvement training in healthcareDaniel McLinden
 

Similar to Scale Development Techniques Presentation.pptx (20)

Pick 2 topics and discusstalk about the topics. No plagiarism wi.docx
Pick 2 topics and discusstalk about the topics.  No plagiarism wi.docxPick 2 topics and discusstalk about the topics.  No plagiarism wi.docx
Pick 2 topics and discusstalk about the topics. No plagiarism wi.docx
 
SCIENTIFIC MERIT ACTION RESEARCH TEMPLATE (SMART) FORMa..docx
SCIENTIFIC MERIT ACTION RESEARCH TEMPLATE (SMART) FORMa..docxSCIENTIFIC MERIT ACTION RESEARCH TEMPLATE (SMART) FORMa..docx
SCIENTIFIC MERIT ACTION RESEARCH TEMPLATE (SMART) FORMa..docx
 
National Career Readiness Certification: An Overview
National Career Readiness Certification: An OverviewNational Career Readiness Certification: An Overview
National Career Readiness Certification: An Overview
 
Problem Solving Techniques - LEAN
Problem Solving Techniques - LEANProblem Solving Techniques - LEAN
Problem Solving Techniques - LEAN
 
Project ECHO QI: Managing Up - Enhancing Your Relationship with Leaders
Project ECHO QI: Managing Up - Enhancing Your Relationship with LeadersProject ECHO QI: Managing Up - Enhancing Your Relationship with Leaders
Project ECHO QI: Managing Up - Enhancing Your Relationship with Leaders
 
Standardized Guidance for MGT 425 Week 2
Standardized Guidance for MGT 425 Week 2Standardized Guidance for MGT 425 Week 2
Standardized Guidance for MGT 425 Week 2
 
Colloquium Presentation_Ph.D Research Proposal
Colloquium Presentation_Ph.D Research ProposalColloquium Presentation_Ph.D Research Proposal
Colloquium Presentation_Ph.D Research Proposal
 
Project ECHO QI: Gaining Buy In June,8 2016
Project ECHO QI: Gaining Buy In June,8 2016Project ECHO QI: Gaining Buy In June,8 2016
Project ECHO QI: Gaining Buy In June,8 2016
 
Senior leadership lean_transformation
Senior leadership lean_transformationSenior leadership lean_transformation
Senior leadership lean_transformation
 
CH-2 Formulating Research Problem.pptx
CH-2 Formulating Research Problem.pptxCH-2 Formulating Research Problem.pptx
CH-2 Formulating Research Problem.pptx
 
122 Part 1 - GuideFigure 4-15. Close Project or Phase Dat.docx
122 Part 1 - GuideFigure 4-15. Close Project or Phase Dat.docx122 Part 1 - GuideFigure 4-15. Close Project or Phase Dat.docx
122 Part 1 - GuideFigure 4-15. Close Project or Phase Dat.docx
 
NCRD LFA as M&E Tool Budgeting and Work Planning 7-3-23.pptx
NCRD LFA as M&E Tool Budgeting and Work Planning  7-3-23.pptxNCRD LFA as M&E Tool Budgeting and Work Planning  7-3-23.pptx
NCRD LFA as M&E Tool Budgeting and Work Planning 7-3-23.pptx
 
Introduction to Lean and PDSA Thinking
Introduction to Lean and PDSA ThinkingIntroduction to Lean and PDSA Thinking
Introduction to Lean and PDSA Thinking
 
Glfes summer institute2013_raleigh_final
Glfes summer institute2013_raleigh_finalGlfes summer institute2013_raleigh_final
Glfes summer institute2013_raleigh_final
 
Centre for ageing better theory of change slides b (1)
Centre for ageing better theory of change slides b (1)Centre for ageing better theory of change slides b (1)
Centre for ageing better theory of change slides b (1)
 
SharePoint "Moneyball" - The Art and Science of Winning the SharePoint Metric...
SharePoint "Moneyball" - The Art and Science of Winning the SharePoint Metric...SharePoint "Moneyball" - The Art and Science of Winning the SharePoint Metric...
SharePoint "Moneyball" - The Art and Science of Winning the SharePoint Metric...
 
Understanding service needs
Understanding service needsUnderstanding service needs
Understanding service needs
 
Evaluating the quality of quality improvement training in healthcare
Evaluating the quality of quality improvement training in healthcareEvaluating the quality of quality improvement training in healthcare
Evaluating the quality of quality improvement training in healthcare
 
file000241.pdf
file000241.pdffile000241.pdf
file000241.pdf
 
Chapter Writing
Chapter WritingChapter Writing
Chapter Writing
 

Recently uploaded

Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoybabeytanya
 
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...Call girls in Ahmedabad High profile
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Miss joya
 
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Miss joya
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.MiadAlsulami
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...Miss joya
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escortsvidya singh
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Servicemakika9823
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...Taniya Sharma
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...Miss joya
 
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...narwatsonia7
 
Call Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night Enjoy
Call Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night EnjoyCall Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night Enjoy
Call Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night Enjoynarwatsonia7
 
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...narwatsonia7
 
Aspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas AliAspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas AliRewAs ALI
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...astropune
 
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort ServiceCall Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Serviceparulsinha
 
Russian Call Girls in Bangalore Manisha 7001305949 Independent Escort Service...
Russian Call Girls in Bangalore Manisha 7001305949 Independent Escort Service...Russian Call Girls in Bangalore Manisha 7001305949 Independent Escort Service...
Russian Call Girls in Bangalore Manisha 7001305949 Independent Escort Service...narwatsonia7
 
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiCall Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiNehru place Escorts
 
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...narwatsonia7
 

Recently uploaded (20)

Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
 
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
 
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
 
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
 
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...Bangalore Call Girls Nelamangala Number 7001035870  Meetin With Bangalore Esc...
Bangalore Call Girls Nelamangala Number 7001035870 Meetin With Bangalore Esc...
 
Call Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night Enjoy
Call Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night EnjoyCall Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night Enjoy
Call Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night Enjoy
 
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
 
Aspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas AliAspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas Ali
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
 
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort ServiceCall Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
 
Russian Call Girls in Bangalore Manisha 7001305949 Independent Escort Service...
Russian Call Girls in Bangalore Manisha 7001305949 Independent Escort Service...Russian Call Girls in Bangalore Manisha 7001305949 Independent Escort Service...
Russian Call Girls in Bangalore Manisha 7001305949 Independent Escort Service...
 
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiCall Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
 
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...
 

Scale Development Techniques Presentation.pptx

  • 1. A Research Proposal On Scale Development & Validation with Reliability - Challenge in Homeopathic Research Journey Dr.Anjali Upadhye M.Sc.,M.B.A.,Ph.D. HOD Research , Biostatistician All India Homeopathic Scientific Seminar 2022 Submitted By ,
  • 2. Introduction  Scale development and validation are critical to much of the work in the health, social, and behavioral sciences  Our goal was to concisely review the process of scale development in as straightforward a manner as possible, both to facilitate the development of new, valid, and reliable scales, and to help improve existing ones.  To do this, we have created a primer for best practices for scale development in measuring complex phenomena.
  • 3. Scope of Research As science advances and novel research questions are put forth, new scales become necessary. Scale development is not, however, an obvious or a straightforward endeavor. 01 There are many steps to scale development, there is significant jargon within these techniques, the work can be costly and time consuming, and complex statistical analysis is often required.. 02
  • 4. Scope of Research Further, many health and behavioral science degrees do not include training on scale development. 03 There are a number of incomplete scales used to measure mental, physical, and behavioral attributes that are fundamental to our scientific inquiry . 04
  • 5. Objectives & Hypothesis  To assess the scale development Techniques  To Understand Validity & reliability of Data in scale measurements Hypothesis H0: Scale for Emotional Quotient was not significantly reliable & valid H1: Scale for Emotional Quotient was not significantly reliable & valid
  • 6. Phase I :Item Generation 01 02 Domain identification Item Generation Specify the purpose of the domain Confirm that there are no existing instruments Describe the domain and provide preliminary conceptual definition Specify the dimensions of the domain if they exist a priori Define each dimension Deductive methods: literature review and assessment of existing scales Inductive methods: exploratory research methodologies including focus group discussions and interviews Step 1: Identification of Domain and Item Generation: Selecting Which Items to ask
  • 7. Phase I 01 02 Evaluation by experts Evaluation by target population Step 2: Content Validity: Assessing if the Items Adequately Measure the Domain of Quantify assessments of 5-7 expert judges using formalized scaling and statistical procedures including content validity ratio, content validity index, or Cohen’s coefficient alpha Conduct Delphi method with expert judges To evaluate each item constituting the domain for representativeness of actual experience from target population
  • 8. Phase II :Scale Development 01 02 Step 3: Pre-testing Questions: Ensuring the Questions and Answers Are Meaningful Step 4: Survey Administration and Sample Size: Gathering Enough Data from right people Step 5: Item Reduction 03
  • 9. Phase III :Scale Evaluation 01 02 Step 7: Tests of Dimensionality: Testing if Latent Constructs Are as hypothised Step 8: Tests of Reliability: Establishing if Responses Are Consistent Step 9: Tests of Validity: Ensuring You Measure the Latent Dimension 03
  • 10.
  • 11. indicates as to how much control an individual has overadverse situations. Control searches the exact reason for the adversity and the willingness of the individual to take necessary measures. - indicates the extent to which the trouble affects other areas of the individual’s life. measures as to how long the problem and its effects last in individual’s life. Ownership Reach Endurance ASSOCIATION BETWEEN FINAL YEAR MEDICAL STUDENT’S’ EMOTIONAL INTELLIGENCE AND ACADEMIC PERFORMANCE
  • 12. Degree of Relevance for Expert’s opinion 1 = the item is not relevant to the dimension to be measured 2 = the item is somewhat relevant to the dimension to be measured 3 = the item is quite relevant to the dimension to be measured 4 = the item is highly relevant to the dimension to be measured Construct:
  • 13. Dimension 1: Control S. No Items Degree of Relevance 1 2 3 4 1 You suffer a financial setback 2 People respond unfavorably to your latest ideas of improvement in organization 3 You personal and work obligations are out of balance. 4 You are not exercising regularly though you know you should. 5 Your computer crashed for the third time this week and you are lagging with work and overloaded it . Dimension 2:Ownership S. No Items Degree of Relevance 1 2 3 4 1 You are overlooked for a promotion 2 Someone you respect always purposely ignores your attempt to discuss an important issue. 3 You workplace is understaffed and You need more helping hands. 4 You are upset and your colleges are counselling me to overcome it.
  • 14. Dimension 3: Reach 1 You are criticized for a big project that you just completed 2 The high-priority project or important meeting on which you are working on gets canceled. 3 You hit every red light on your way to an important appointment and getting late ... 4 You never seem to have enough money. 5 Your organization is not meeting its goals. Dimension 4: Endurance 1 You accidentally delete an important email or You forgot about your best friends birthday 2 You are unable to take a much-needed vacation Or Holiday 3 After extensive searching, you cannot find your an important document. 4 You miss an important appointment. 5 Your boss adamantly disagrees with your decision.
  • 15. EXPERT OPINION Degree of Relevance by Experts to calculate CVR Items Expert 1 Expert 2 Expert 3 Expert 4 Expert 5 Expert 6 Expert 7 Expert 8 Expert 9 Expert 10 DIMENSION 1:CONTROL You suffer a financial setback 3 4 3 3 2 3 4 4 3 4 People respond unfavorably to your latest ideas of improvement in organization 3 4 3 4 3 4 4 4 3 4 You personal and work obligations are out of balance. 2 4 2 4 4 4 4 3 4 3 You are not exercising regularly though you know you should. 4 4 3 4 4 3 3 4 4 3 Your computer crashed for the third time this week and you are lagging with work and overloaded it . 4 4 3 4 3 4 3 4 3 4 DIMENSION 2: OWNERSHIP You are overlooked for a promotion 4 1 4 3 3 4 3 3 4 4 Someone you respect always purposely ignores your attempt to discuss an important issue. 4 1 4 4 2 3 4 4 3 4 You workplace is understaffed and You need more helping hands. 3 4 4 3 3 4 4 4 4 3 You are upset and your colleges are counselling me to overcome it. 3 1 4 2 3 2 4 3 4 2
  • 18. LAWSHE’s METHOD Content Validity Index Calculation by Items Ne N/2 CVR=Ne- (N/2)/(N/2) As per LAWSHE Table Q1 9 5 0.80 Significant Q2 10 5 1.00 Significant Q3 8 5 0.60 Significant Q4 10 5 1.00 Significant Q5 10 5 1.00 Significant Q6 10 5 1.00 Significant Q7 9 5 0.80 Significant Q8 10 5 1.00 Significant Q9 7 5 0.40 NOT Q10 10 5 1.00 Significant
  • 19. CONFIRMATORY FACTOR ANALYSIS EXPLORATORY FACTOR ANALYSIS Average Variance Extracted & Convergent Validity
  • 20. Convergent Validity λ 2 Average Variance Extracted (AVE) & Convergent validity (CR) Factor loading Item λ E= 1 - λ ^2 AVE CR F1 V7 0.763 0.5824 0.4176 0.7467 2.3271 F1 V6 0.740 0.5469 0.4531 F1 V5 0.737 0.5437 0.4563 Summation 2.240 1.3271 F2 V3 0.808 0.6525 0.3475 1.8239 1.7435 F2 V10 0.788 0.6211 0.3789 F2 V9 0.599 0.3583 0.6417 F2 V8 0.507 0.2565 0.7435 Summation 2.701 0.7435 F3 V1 0.813 0.6607 0.3393 1.5124 5.9959 F3 V2 0.738 0.5453 0.4547 F3 V4 0.579 0.3350 0.6650 Summation 2.130 1.4590 λ 2
  • 21. Discriminant Validity λ 2 Factor AVE Square root of AVE F1 0.747 0.8641 F2 1.824 1.3505 F3 1.512 1.2298 Factor F1 F2 F3 F1 0.864 0.576 0.484 F2 -0.399 1.3505 -0.424 F3 -0.637 0.087 1.2298
  • 22. Internal Consistency :Reliability Reliability Statistics Cronbach's Alpha Cronbach's Alpha Based on Standardized Items N of Items 0.819 0.820 10
  • 23. Confirmatory Analysis with AMOS SPSS 2017-18 2018-19 2019-20 01/03/2018 27/11/2018 07/09/2019
  • 26. Conclusion  A self-administered questionnaire was used to gather data from the respondents. The questionnaire was divided into four dimensions .  The reliability of the scale was established by reporting the internal consistency and stability reliability with Crounbatch’s alpha 0.83.  Content validity was established by computing the  item-level scale-level content validity index (S-CVI/Ave). An I-CVI = 1 for a panel with 10 members & it is ≥0.90 was acceptable  By making scale development more approachable and transparent, we hope to facilitate the advancement of our understanding of a range of health, social, and behavioral outcomes.
  • 27. Conclusion  Well-designed scales are the foundation of much of our understanding of a range of phenomena, but ensuring that we accurately quantify what we purport to measure is not a simple matter.  By making scale development more approachable and transparent, we hope to facilitate the advancement of our understanding of a range of health, social, and behavioral outcomes.
  • 28. References 1. DeVellis RF. Scale Development: Theory and Application. Los Angeles, CA: Sage Publications (2012). 2. Raykov T, Marcoulides GA. Introduction to Psychometric Theory. New York, NY: Routledge, Taylor & Francis Group (2011). 3. Streiner DL, Norman GR, Cairney J. Health Measurement Scales: A Practical Guide to Their Development and Use. Oxford University Press (2015). 4. McCoach DB, Gable RK, Madura, JP. Instrument Development in the Affective Domain. School and Corporate Applications, 3rd Edn. New York, NY: Springer (2013). 5. Morgado FFR, Meireles JFF, Neves CM, Amaral ACS, Ferreira MEC. Scale development: ten main limitations and recommendations to improve future research practices. Psicol Reflex E Crítica (2018) 30:3. doi: 10.1186/s41155-016-0057-1 6. Glanz K, Rimer BK, Viswanath K. Health Behavior: Theory, Research, and Practice. San Francisco, CA: John Wiley & Sons, Inc (2015). 7. Ajzen I. From intentions to actions: a theory of planned behavior. In: Action Control SSSP Springer Series in Social Psychology Berlin; Heidelberg: Springer, (1985). p. 11–39. 8. Bai Y, Peng C-YJ, Fly AD. Validation of a short questionnaire to assess mothers’ perception of workplace breastfeeding support. J Acad Nutr Diet (2008) 108:1221–5. doi: 1 9. Hirani SAA, Karmaliani R, Christie T, Rafique G. Perceived Breastfeeding Support Assessment Tool (PBSAT): development and testing of psychometric properties with Pakistani urban working mothers. Midwifery (2013) 29:599–607. doi: 10.1016/j.midw.2012. 05.003 10.Boateng GO, Martin S., Collins S, Natamba BK, Young SL. Measuring exclusive breastfeeding social support: scale development and validation in Uganda. Matern Child Nutr. (2018). doi: 10.1111/mcn.12579. [Epub ahead of print]. 11.Arbach A, Natamba BK, Achan J, Griffiths JK, Stoltzfus RJ, Mehta S, et al. Reliability and validity of the center for epidemiologic studies- depression scale in screening for depression among HIV-infected and -uninfected pregnant women attending antenatal services in northern Uganda: a cross-sectional study. BMC Psychiatry (2014) 14:303. doi: 10.1186/s12888-014-0303-y 12.Natamba BK, Kilama H, Arbach A, Achan J, Griffiths JK, Young SL. Reliability and validity of an individually focused food insecurity access scale for assessing inadequate access to food among pregnant Ugandan women of mixed HIV status. Public Health Nutr. (2015) 18:2895–905. doi: 10.1017/S1368980014001669 13.Neilands TB, Chakravarty D, Darbes LA, Beougher SC, Hoff CC. Development and validation of the sexual agreement investment scale. J Sex Res. (2010) 47:24–37. doi: 10.1080/00224490902916017 0.1016/j.jada.2008.04.018
  • 30. Support Hand for Research Take a Opportunity to Develop a New Scale of Your Own Name with Proper Publication CONTACT : 9922494537 dranjaliupadhye.com statsanjal@gmail.com