SlideShare a Scribd company logo
1 of 37
Data Processing
Processing data
• You can quantify
• Coding
• Rating
• Marking
The Likert Scale
• Bipolar type of psychometric response scale, has been used questionnaires to obtain
participant’s preferences or degree of agreement with a statement or set of
statements related to different aspects of the research.
• Likert scales are a non-comparative scaling technique and are unidimensional in
nature.
• Respondents are asked to indicate their level of agreement with a given statement by
way of an ordinal scale.
• Some of these Likert scale statements in the questionnaire might follow a forced
choice method where the middle option of "Neither agree nor disagree" would not be
available.
• The designed questionnaire can make use of different likert-Type Scale Response
Anchors based on point scale to measure attitudes and perceptions related to
religiosity, moral judgments, level of participation, level of importance, level of
agreement, knowledge of action, amount of use, level of awareness, level of quality,
level of satisfaction etc (Vagias 2006).
Steps
• Monitoring
• Quality Control
• Cleansing
• Coding
Coding is the process of assigning a numerical
value to responses to facilitate data capture and
processing in general.
Data Analysis
• Statistical Methods
• Softwares
Data Presentation
Tables allow social scientists to display data and make it easier to
develop conclusions
Cross-tabulation: Shows relationship between two or more
variables
Graphs
Pie Chart
REPORT
91.41
7.23 1.36
62.87
19.31 17.82
0
10
20
30
40
50
60
70
80
90
100
Received TT
Vaccination
No Vaccination
Received
Don't Know Three Doses and
Above
Two Doses One Dose
Frequency of Received Doses
Tetanus Vaccination Status
Direct
Indirect
Total
39.39
7.57
3.07
21.96
6.06 6.82
4.54
9.84
0.75
0
5
10
15
20
25
30
35
40
45
Doctor WVB Doctor Nurse/ FWA/
FWV
Health Worker Trained Birth
Attendant
Not-trained Birth
Attendant
Family
members/
Relatives/
Neighbors
Hospital/Clinic Others
Sources of Support during Pregnancy (ANC)
Direct
Indirect
Total
(10) (8) (6) (4) (2) 0 2 4 6 8 10
Upto Tk 4000
Tk 4001 – Tk 6000
Tk 6001 – Tk 8000
Tk 10001 – Tk 12000
Tk 12001 – Tk 14000
Tk 14001 – Tk 16000
Tk 16001 – Tk 18000
Tk 18001 – Tk 20000
> Tk 20000
PERCENT
INCOME
Nalitabari ADP: Income-Expenditure
Survey Report
i. Title page
ii. Table of contents
iii. List of tables and charts
iv. Highlights or executive summary
v. Introduction
vi. Objectives
vii. Body
The body of the report is divided into several sections. One of the first sections
should provide definitions of concepts and key variables (an appendix may
contain more details) and explain the methodology of the survey, collection
procedures, processing, etc. This is usually followed by survey results
(including measures of quality, such as precision) and tabulations.
viii. Conclusions
ix. Recommendations
x. Bibliography/List of references
xi. Contacts
xii. Appendices
The purpose of appendices is to give a brief but
DOING QUALITATIVE ANALYSIS
∆ APPROACHES TO ANALYSIS:
∆ NARRATIVE ANALYSIS. Researchers use narrative analysis to understand how research participants
construct story and narrative from their own personal experience.
DOING QUALITATIVE ANALYSIS
∆ APPROACHES TO ANALYSIS:
∆ CONSTANT COMPARATIVE ANALYSIS, a procedure for evaluating qualitative data in which the
information is coded and compared across categories, patterns are identified, and these patterns
are refined as new data are obtained.
DOING QUALITATIVE ANALYSIS
∆ APPROACHES TO ANALYSIS:
∆ DISCOURSE ANALYSIS is a research method for studying written or spoken language in relation to
its social context. It aims to understand how language is used in real life situations.
DOING QUALITATIVE ANALYSIS
∆ APPROACHES TO ANALYSIS:
∆ GROUNDED THEORY ANALYSIS is a systematic methodology that involves the construction of
hypotheses and theories through the collecting and analysis of data. Grounded theory involves the
application of inductive reasoning.
DOING QUALITATIVE ANALYSIS
∆ APPROACHES TO ANALYSIS:
∆ CONTENT ANALYSIS is a research tool used to determine the presence of certain words, themes, or
concepts within some given qualitative data (i.e. text). Using content analysis, researchers can
quantify and analyze the presence, meanings, and relationships of such certain words, themes, or
concepts.
∆ Cross-cultural Analysis is specifically defined as the use of "data collected by anthropologists
concerning the customs and characteristics of various peoples throughout the world to test
hypotheses concerning human behavior"
∆ SEMIOTICS is the systematic study of sign processes and meaning making. Semiosis is any activity,
conduct, or process that involves signs, where a sign is defined as anything that communicates
something, usually called a meaning, to the sign's interpreter.
∆ DECONSTRUCTION refers to approaches to understanding the relationship between text and
meaning. Deconstruction argues that language, especially in idealist concepts such as truth and
justice, is irreducibly complex, unstable and difficult to determine.
DOING QUALITATIVE ANALYSIS
∆ TECHNIQUES OF QUALITATIVE ANALYSIS:
∆ DOCUMENTATION,
∆ STORING,
∆ CODING AND CATEGORIZING,
∆ CREATING CLASSIFICATION SYSTEMS,
∆ ENUMERATION,
∆ ATTACHING MEMOS,
∆ LINKING DATA,
∆ FINDING AND EXAMINING RELATIONSHIPS,
∆ MAKING CONNECTIONS,
∆ MAPS AND MATRICES, AND
∆ PRODUCING GRAPHICS
DOING QUALITATIVE ANALYSIS
∆ SCALES AND INDEXES FOR MEASURING QUALITATIVE DATA:
∆ Different ways to construct scales-
∆ SOCIAL DISTANCE SCALE
∆ THURSTONE SCALES,
∆ LIKERT SCALES,
∆ GUTTMAN SCALING AND
∆ SEMANTIC DIFFERENTIAL.
DOING QUALITATIVE ANALYSIS
∆ SCALES AND INDEXES FOR MEASURING QUALITATIVE DATA:
∆ SOCIAL DISTANCE SCALE
DOING QUALITATIVE ANALYSIS
∆ SCALES AND INDEXES FOR MEASURING QUALITATIVE DATA:
∆ THURSTONE SCALES,
∆ LIKERT SCALES,
DOING QUALITATIVE ANALYSIS
∆ SCALES AND INDEXES FOR MEASURING QUALITATIVE DATA:
∆ THURSTONE SCALES,
∆ LIKERT SCALES,
MEASURABLE ELEMENTS OF SOCIAL COHESION
Elements of Socially Cohesive
Behavior
Social Involvement Index
Interpersonal and Domestic Trust Index
Civic Involvement Index
Conditions for a Socially
Cohesive Society
Inclusion Index
Social Recognition Index
Domestic Recognition and Consultation Index
Institutional Trust Index Score
Satisfaction on Public Services Index
SOCIAL COHESION AVERAGE SCORE
Factor score lvb¥vwmK ‰ÎgvwmK
wØgvwm
K
c«wZ
gv‡m
gv‡m
`yBevi
ev †ewk
21. AvZ¥xq -¯^R‡bi Kv‡Q Avcwb †eov‡Z hvb (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
22. eÜy-ev܇ei mv‡_ Avcwb †`Lv K‡ib (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
23. eÜy-evÜe Avcbvi evwo‡Z Av‡m (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
24. Avcwb cÖwZ‡ewki evwo‡Z hvb (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
25. cÖwZ‡ewk Avcbvi evwo‡Z Av‡m (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
26. mvgvwRK Abyôv‡b Avcwb AskMÖnb K‡ib (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
MEASURING BELONGING:
SOCIAL INVOLVEMENT INDEX
Factor score
`„X
Abv¯’v/
Awek¦vm
Abv¯’v/
Awek¦vm
Av¯’v/
Abv¯’vi
†KvbwU
B bv
Av¯’v/
wek¦vm
`„X
Av¯’v/
wek¦vm
31. wec‡`/ Avc‡` AvZ¥xq ¯^Rbiv mvnvh¨ Ki‡e| (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
32. wec‡`/ Avc‡` Avgvi eÜyiv mvnvh¨ Ki‡e| (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
33. wec‡`/ Avc‡` cÖwZ‡ewkiv mvnvh¨ Ki‡e| (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
34. ‡Kvb Kv‡R cÖ‡qvRb n‡j Avwg eÜy‡`i mvnvh¨ †bB| (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
35. ‡Kvb Kv‡R cÖ‡qvRb n‡j Avwg AvZ¥xq ¯^Rb‡`i mvnvh¨ †bB| (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
36. cÖ‡qvRb n‡j Avwg ev”Pv‡K AvZ¥xq ¯^Rb‡`i Kv‡Q †i‡L evB‡i
†h‡Z cvwi|
(1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
37. cÖ‡qvRb n‡j Avwg ev”Pv‡K eÜy‡`i Kv‡Q †i‡L evB‡i †h‡Z
cvwi|
(1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
MEASURING BELONGING:
DOMESTIC AND SOCIAL TRUST
INDEX
MEASURING PARTICIPATION:
CIVIC INVOLVEMENT INDEX
Factor Score (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
41. KqwU †¯^”Qv‡mex msMV‡bi m`m¨c`/ AskMÖnb Av‡Q (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
42. †¯^”Qv‡mex msMV‡b †bZ…¯’vbxq c` Ae¯’vb/ Bwm m`m¨c` (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
43. †¯^”Qv‡mex msMV‡b ev K¬v‡ei mfvq Dcw¯’wZ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
44. mgv‡Ri mgm¨v mgvav‡b KvR K‡ib (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
45. mvgvwRK msNvZ wbimb Ges mgvav‡b KvR K‡ib (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
Code for 41
01= 01wU msMVb (AwbqwgZ/ gv‡Sgv‡S); 02= 01wU msMVb (wbqwgZ); 03= 02wU msMVb (AwbqwgZ/ gv‡Sgv‡S); 04= 02wU
msMVb (wbqwgZ); 05= 03wU msMVb (AwbqwgZ/ gv‡Sgv‡S); 06= 03wU msMVb (wbqwgZ); 07= 04wU msMVb (AwbqwgZ/
gv‡Sgv‡S); 08= 04wU msMVb (wbqwgZ); 09- 5wU ev Gi AwaK msMVb (AwbqwgZ/ gv‡Sgv‡S); 10= 5wU ev Gi AwaK msMVb
(wbqwgZ)|
Code for 42 01= 01wU msMVb (m`m¨c`); 02= 01wU msMVb (†bZ…¯’vbxq c`); 03= 02wU msMVb (m`m¨c`); 04= 02wU msMVb (†bZ…¯’vbxq c`);
05= 03wU msMVb (m`m¨c`); 06= 03wU msMVb (†bZ…¯’vbxq c`); 07= 04wU msMVb (m`m¨c`); 08= 04wU msMVb (†bZ…¯’vbxq c`);
09- 5wU ev Gi AwaK msMVb (m`m¨c`); 10= 5wU ev Gi AwaK msMVb (†bZ…¯’vbxq c`)|
Code for 43, 44, 45 01= evrmwiK; 02= 9/10/11 gvm; 03= 07/08 gvm; 04= lvb¥vwmK; 05= 04/05 gvm; 06= ‰ÎgvwmK; 07= wØgvwmK; 08= cªwZ gv‡m;
09- cvwÿK; 10= mvßvwnK|
CONDITIONS FOR A SOCIALLY COHESIVE
SOCIETY: INCLUSION INDEX
CONDITIONS FOR A SOCIALLY
COHESIVE SOCIETY: MEASURING
RECOGNITION
CONDITIONS FOR A SOCIALLY COHESIVE
SOCIETY: DOMESTIC CONSULTATION/
RECOGNITION
CONDITIONS FOR A SOCIALLY
COHESIVE SOCIETY: MEASURING
LEGITIMACY
‡mevi aib
`„X Av¯’v/
wek¦vm
Av¯’v/
wek¦vm
Av¯’v/
Abv¯’vi
†KvbwUB
bv
Abv¯’v/
Awek¦vm
`„X Abv¯’v/
Awek¦vm
111.Avcbvi Dc‡Rjvi miKvix KZ©…cÿ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.wbev©Pb Kwgkb (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.cywjk (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.Avcbvi ¯’vbxq miKvi (BDwbqb cwil`) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.ivR‰bwZK `j (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.wgwWqv (wUwf, ‡iwWI, msev`cÎ) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.Avcbvi ¯’vbxq MÖvg Av`vjZ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
CONDITIONS FOR A SOCIALLY
COHESIVE SOCIETY: MEASURING
LEGITIMACY
‡mevi aib
`„X Av¯’v/
wek¦vm
Av¯’v/
wek¦vm
Av¯’v/
Abv¯’vi
†KvbwUB
bv
Abv¯’v/
Awek¦vm
`„X Abv¯’v/
Awek¦vm
111.Avcbvi Dc‡Rjvi miKvix KZ©…cÿ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.wbev©Pb Kwgkb (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.cywjk (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.Avcbvi ¯’vbxq miKvi (BDwbqb cwil`) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.ivR‰bwZK `j (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.wgwWqv (wUwf, ‡iwWI, msev`cÎ) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.Avcbvi ¯’vbxq MÖvg Av`vjZ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
CONDITIONS FOR A SOCIALLY
COHESIVE SOCIETY: MEASURING
LEGITIMACY
‡mevi aib
`„X Av¯’v/
wek¦vm
Av¯’v/
wek¦vm
Av¯’v/
Abv¯’vi
†KvbwUB
bv
Abv¯’v/
Awek¦vm
`„X Abv¯’v/
Awek¦vm
111.Avcbvi Dc‡Rjvi miKvix KZ©…cÿ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.wbev©Pb Kwgkb (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.cywjk (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.Avcbvi ¯’vbxq miKvi (BDwbqb cwil`) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.ivR‰bwZK `j (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.wgwWqv (wUwf, ‡iwWI, msev`cÎ) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
111.Avcbvi ¯’vbxq MÖvg Av`vjZ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
MZ Qq gv‡m Avcwb miKvwi †Kvb ‡Kvb `ßi †_‡K †mev wb‡q‡Qb?
Lye mš‘ó mš‘ó
mš‘ó ev AmšyÍó
bv
AmšyÍó Lye AmšyÍó
Avcbvi cÖwZ Dc‡Rjv miKvix Awdmvi‡`i AvPiY h‡_ó eÜyZ¡c~b© (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
Avcbvi cÖwZ Dc‡Rjv miKvix Awdmvi‡`i g‡bvfve h‡_ó
mn‡hvwMZvc~b©
(1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
cÖ‡qvR‡b Dc‡Rjv miKvix Awdmvi‡`i mv‡_ †`Lv Kiv (KZUv mnR) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
cÖ‡qvR‡b Dc‡Rjv miKvix Awdmvi‡`i mv‡_ †`Lv Kiv Rb¨ A‡c¶vi
mgqKvj
(1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
Avcbvi cÖ‡qvRb/ mgm¨v wbY©‡qi †ÿ‡Î g‡bvhvM w`‡q Avcbvi e³e¨
†kvbv
(1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
Avcbvi cÖ‡qvRb/ mgm¨v wbY©‡qi †ÿ‡Î h_vh_fv‡e ch©‡eÿY Kiv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
Avcbvi cÖ‡qvRb/ mgm¨v m¤ú‡K© Avcbv‡K h_vh_fv‡e eywS‡q ejv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
Avcbvi cÖ‡qvRb/ mgm¨v mgvav‡b mn‡hvMxZv Kiv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
miKvwi `ßi (†KvW): 01= Dc‡Rjv wk¶v Kg©KZ©v, 02= Dc‡Rjv `vwi`ª we‡gvPb Kg©KZ©v, 03= Dc‡Rjv mgvR‡mev Awdm, 04= Dc‡Rjv wbe©vPb Awdm, 05=
Dc‡Rjv grm¨ Awdm, 06= Dc‡Rjv K…wl Awdm, 07= Dc‡Rjv bvix I wkï welqK Awdm, 08= Dc‡Rjv f~wg Awdm, 09= Dc‡Rjv ¯^v¯’¨ Kg‡cø·,
10= Dc‡Rjv wbe©vnx Kg©KZ©v|
SATISFACTION ON PUBLIC SERVICES
Lye mš‘ó mš‘ó
mš‘ó ev
AmšyÍó bv
AmšyÍó Lye AmšyÍó
Avcbvi I Avcbvi cwiev‡ii wbivcËv cÖ`v‡b cywj‡ki f~wgKv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
Avcbvi I Avcbvi cwiev‡ii m¤ú`/ m¤úwËi wbivcËv cÖ`v‡b cywj‡ki f~wgKv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
¯^v¯’¨ †mev cÖ`v‡b Dc‡Rjv ¯^v¯’¨ Kg‡cø‡·i f~wgKv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
fzwg msµvšÍ †mevi mieiv‡n f‚wg Awd‡mi f~wgKv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
¯’vbxq iv¯Ív¸‡jvi ms®‹vi I e¨e¯’vcbvq LGED Gi f~wgKv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
SATISFACTION ON PUBLIC SERVICES
(COMBINED SECTOR)
SATISFACTION ON PUBLIC SERVICES
SATISFACTION ON PUBLIC SERVICES
AVERAGE SOCIAL COHESION INDEX
DOING QUALITATIVE ANALYSIS
∆ GUTTMAN SCALING AND
∆ SEMANTIC DIFFERENTIAL SCALE.
∆ Example of older female health
DOING QUALITATIVE ANALYSIS
∆ COMPUTER-ASSISTED ANALYSIS
oQUANTITATIVE DATA ANALYSIS:
o MS EXCEL,
o MS ACCESS,
o SPSS,
o STATA,
o EPI AND ETC.
oQUALITATIVE DATA ANALYSIS:
o ATLAS TI,
o NVIVO,
o DECISION EXPLORER,
o ANTHROPAC,
o MIND MAPPING AND ETC.
Guidelines for Writing
i. Concise, clear language
ii. The active versus the passive voice
iii. Abbreviations and acronyms
iv. Consistent terminology
v. Residual categories
vi. Dates
vii. Reference period
viii. Keep ratios simple
ix. Percentages
x. Too many numbers in the text confuse the reader
and obscure the message
xi. Titles, headings and subheadings

More Related Content

Similar to Data Analysis in quantitative and qualitative social research

EXPLORATORY DATA ANALYSIS
EXPLORATORY DATA ANALYSISEXPLORATORY DATA ANALYSIS
EXPLORATORY DATA ANALYSISBabasID2
 
8 2008-normative data for the letter cancellation task in school children
8 2008-normative data for the letter cancellation task in school children8 2008-normative data for the letter cancellation task in school children
8 2008-normative data for the letter cancellation task in school childrenElsa von Licy
 
Differentiating Quantitative and Qualitative Research Design
Differentiating Quantitative and Qualitative Research DesignDifferentiating Quantitative and Qualitative Research Design
Differentiating Quantitative and Qualitative Research DesignDino Andrey
 
Final spss hands on training (descriptive analysis) may 24th 2013
Final spss  hands on training (descriptive analysis) may 24th 2013Final spss  hands on training (descriptive analysis) may 24th 2013
Final spss hands on training (descriptive analysis) may 24th 2013Tin Myo Han
 
CORE: Quantitative Research Methodology: An Overview
CORE: Quantitative Research Methodology: An OverviewCORE: Quantitative Research Methodology: An Overview
CORE: Quantitative Research Methodology: An OverviewTrident University
 
Action_Research_Design.pptx
Action_Research_Design.pptxAction_Research_Design.pptx
Action_Research_Design.pptxEdwardHazeDayag
 
APPLICATION OF TOOLS OF QUALITY IN ENGINEERING EDUCATION
APPLICATION OF TOOLS OF QUALITY IN ENGINEERING EDUCATIONAPPLICATION OF TOOLS OF QUALITY IN ENGINEERING EDUCATION
APPLICATION OF TOOLS OF QUALITY IN ENGINEERING EDUCATIONSyed Raza Imam
 
Paradigm shift and measurement issues of subjective well being
Paradigm shift and measurement issues of subjective well beingParadigm shift and measurement issues of subjective well being
Paradigm shift and measurement issues of subjective well beingD Dutta Roy
 
Quality Journey -Introduction to 7QC Tools2.0.pdf
Quality Journey -Introduction to 7QC Tools2.0.pdfQuality Journey -Introduction to 7QC Tools2.0.pdf
Quality Journey -Introduction to 7QC Tools2.0.pdfNileshJajoo2
 
Qt business statistics-lesson1-2013
Qt business statistics-lesson1-2013Qt business statistics-lesson1-2013
Qt business statistics-lesson1-2013sonu kumar
 
How to Conduct A SWOT Analysis PDF_HxcfAjdXacGu2Cb.pdf
How to Conduct A SWOT Analysis PDF_HxcfAjdXacGu2Cb.pdfHow to Conduct A SWOT Analysis PDF_HxcfAjdXacGu2Cb.pdf
How to Conduct A SWOT Analysis PDF_HxcfAjdXacGu2Cb.pdfssuserbd3900
 
Research Methodology 4
Research Methodology   4Research Methodology   4
Research Methodology 4ayat_ismail
 
ONS Guide to Social and Economic Research – Welsh Baccalaureate Teacher Training
ONS Guide to Social and Economic Research – Welsh Baccalaureate Teacher TrainingONS Guide to Social and Economic Research – Welsh Baccalaureate Teacher Training
ONS Guide to Social and Economic Research – Welsh Baccalaureate Teacher TrainingOffice for National Statistics
 
Blood bank in network
Blood bank in networkBlood bank in network
Blood bank in networkNirikshith LN
 

Similar to Data Analysis in quantitative and qualitative social research (20)

EXPLORATORY DATA ANALYSIS
EXPLORATORY DATA ANALYSISEXPLORATORY DATA ANALYSIS
EXPLORATORY DATA ANALYSIS
 
UNIT IV.pptx
UNIT IV.pptxUNIT IV.pptx
UNIT IV.pptx
 
8 2008-normative data for the letter cancellation task in school children
8 2008-normative data for the letter cancellation task in school children8 2008-normative data for the letter cancellation task in school children
8 2008-normative data for the letter cancellation task in school children
 
Differentiating Quantitative and Qualitative Research Design
Differentiating Quantitative and Qualitative Research DesignDifferentiating Quantitative and Qualitative Research Design
Differentiating Quantitative and Qualitative Research Design
 
Final spss hands on training (descriptive analysis) may 24th 2013
Final spss  hands on training (descriptive analysis) may 24th 2013Final spss  hands on training (descriptive analysis) may 24th 2013
Final spss hands on training (descriptive analysis) may 24th 2013
 
CORE: Quantitative Research Methodology: An Overview
CORE: Quantitative Research Methodology: An OverviewCORE: Quantitative Research Methodology: An Overview
CORE: Quantitative Research Methodology: An Overview
 
Action_Research_Design.pptx
Action_Research_Design.pptxAction_Research_Design.pptx
Action_Research_Design.pptx
 
APPLICATION OF TOOLS OF QUALITY IN ENGINEERING EDUCATION
APPLICATION OF TOOLS OF QUALITY IN ENGINEERING EDUCATIONAPPLICATION OF TOOLS OF QUALITY IN ENGINEERING EDUCATION
APPLICATION OF TOOLS OF QUALITY IN ENGINEERING EDUCATION
 
MD poverty indexes
MD poverty indexesMD poverty indexes
MD poverty indexes
 
Paradigm shift and measurement issues of subjective well being
Paradigm shift and measurement issues of subjective well beingParadigm shift and measurement issues of subjective well being
Paradigm shift and measurement issues of subjective well being
 
Quality Journey -Introduction to 7QC Tools2.0.pdf
Quality Journey -Introduction to 7QC Tools2.0.pdfQuality Journey -Introduction to 7QC Tools2.0.pdf
Quality Journey -Introduction to 7QC Tools2.0.pdf
 
STATISTICS-E.pdf
STATISTICS-E.pdfSTATISTICS-E.pdf
STATISTICS-E.pdf
 
Qt business statistics-lesson1-2013
Qt business statistics-lesson1-2013Qt business statistics-lesson1-2013
Qt business statistics-lesson1-2013
 
Week_2_Lecture.pdf
Week_2_Lecture.pdfWeek_2_Lecture.pdf
Week_2_Lecture.pdf
 
Respondent Driven Sampling
Respondent Driven Sampling Respondent Driven Sampling
Respondent Driven Sampling
 
How to Conduct A SWOT Analysis PDF_HxcfAjdXacGu2Cb.pdf
How to Conduct A SWOT Analysis PDF_HxcfAjdXacGu2Cb.pdfHow to Conduct A SWOT Analysis PDF_HxcfAjdXacGu2Cb.pdf
How to Conduct A SWOT Analysis PDF_HxcfAjdXacGu2Cb.pdf
 
Research Methodology 4
Research Methodology   4Research Methodology   4
Research Methodology 4
 
Biuspp metrex
Biuspp metrexBiuspp metrex
Biuspp metrex
 
ONS Guide to Social and Economic Research – Welsh Baccalaureate Teacher Training
ONS Guide to Social and Economic Research – Welsh Baccalaureate Teacher TrainingONS Guide to Social and Economic Research – Welsh Baccalaureate Teacher Training
ONS Guide to Social and Economic Research – Welsh Baccalaureate Teacher Training
 
Blood bank in network
Blood bank in networkBlood bank in network
Blood bank in network
 

More from AbanteeHarun

The America Revolution and its aftermath
The America Revolution and its aftermathThe America Revolution and its aftermath
The America Revolution and its aftermathAbanteeHarun
 
History of the Persian civilization.pptx
History of the Persian civilization.pptxHistory of the Persian civilization.pptx
History of the Persian civilization.pptxAbanteeHarun
 
Class and Power for studying ethics.pptx
Class and Power for studying ethics.pptxClass and Power for studying ethics.pptx
Class and Power for studying ethics.pptxAbanteeHarun
 
Media and Globalization.pptx
Media and Globalization.pptxMedia and Globalization.pptx
Media and Globalization.pptxAbanteeHarun
 
Class, Caste and Social Inequality- Rigan .pptx
Class, Caste and Social Inequality- Rigan .pptxClass, Caste and Social Inequality- Rigan .pptx
Class, Caste and Social Inequality- Rigan .pptxAbanteeHarun
 
David Held, Anthony McGrew - The Global Transformations Reader_ An Introducti...
David Held, Anthony McGrew - The Global Transformations Reader_ An Introducti...David Held, Anthony McGrew - The Global Transformations Reader_ An Introducti...
David Held, Anthony McGrew - The Global Transformations Reader_ An Introducti...AbanteeHarun
 

More from AbanteeHarun (14)

The America Revolution and its aftermath
The America Revolution and its aftermathThe America Revolution and its aftermath
The America Revolution and its aftermath
 
History of the Persian civilization.pptx
History of the Persian civilization.pptxHistory of the Persian civilization.pptx
History of the Persian civilization.pptx
 
Class and Power for studying ethics.pptx
Class and Power for studying ethics.pptxClass and Power for studying ethics.pptx
Class and Power for studying ethics.pptx
 
RiverValleys.pptx
RiverValleys.pptxRiverValleys.pptx
RiverValleys.pptx
 
Crusade.pptx
Crusade.pptxCrusade.pptx
Crusade.pptx
 
Media and Globalization.pptx
Media and Globalization.pptxMedia and Globalization.pptx
Media and Globalization.pptx
 
Class, Caste and Social Inequality- Rigan .pptx
Class, Caste and Social Inequality- Rigan .pptxClass, Caste and Social Inequality- Rigan .pptx
Class, Caste and Social Inequality- Rigan .pptx
 
Migration.pptx
Migration.pptxMigration.pptx
Migration.pptx
 
David Held, Anthony McGrew - The Global Transformations Reader_ An Introducti...
David Held, Anthony McGrew - The Global Transformations Reader_ An Introducti...David Held, Anthony McGrew - The Global Transformations Reader_ An Introducti...
David Held, Anthony McGrew - The Global Transformations Reader_ An Introducti...
 
Chap013 (1).ppt
Chap013 (1).pptChap013 (1).ppt
Chap013 (1).ppt
 
Chap011 (1).ppt
Chap011 (1).pptChap011 (1).ppt
Chap011 (1).ppt
 
Chap007 (1).ppt
Chap007 (1).pptChap007 (1).ppt
Chap007 (1).ppt
 
Chap005.ppt
Chap005.pptChap005.ppt
Chap005.ppt
 
Chap006.ppt
Chap006.pptChap006.ppt
Chap006.ppt
 

Recently uploaded

Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdfEnzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdfSumit Tiwari
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
Alper Gobel In Media Res Media Component
Alper Gobel In Media Res Media ComponentAlper Gobel In Media Res Media Component
Alper Gobel In Media Res Media ComponentInMediaRes1
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxSayali Powar
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptxENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptxAnaBeatriceAblay2
 
Science 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsScience 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsKarinaGenton
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionSafetyChain Software
 
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Celine George
 
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdfssuser54595a
 
Organic Name Reactions for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions  for the students and aspirants of Chemistry12th.pptxOrganic Name Reactions  for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions for the students and aspirants of Chemistry12th.pptxVS Mahajan Coaching Centre
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformChameera Dedduwage
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13Steve Thomason
 
Introduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher EducationIntroduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher Educationpboyjonauth
 
Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxthorishapillay1
 
Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17Celine George
 
Biting mechanism of poisonous snakes.pdf
Biting mechanism of poisonous snakes.pdfBiting mechanism of poisonous snakes.pdf
Biting mechanism of poisonous snakes.pdfadityarao40181
 

Recently uploaded (20)

Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdfEnzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
Alper Gobel In Media Res Media Component
Alper Gobel In Media Res Media ComponentAlper Gobel In Media Res Media Component
Alper Gobel In Media Res Media Component
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
Model Call Girl in Bikash Puri Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Bikash Puri  Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Bikash Puri  Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Bikash Puri Delhi reach out to us at 🔝9953056974🔝
 
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptxENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
 
Science 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsScience 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its Characteristics
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory Inspection
 
9953330565 Low Rate Call Girls In Rohini Delhi NCR
9953330565 Low Rate Call Girls In Rohini  Delhi NCR9953330565 Low Rate Call Girls In Rohini  Delhi NCR
9953330565 Low Rate Call Girls In Rohini Delhi NCR
 
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
 
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
 
Organic Name Reactions for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions  for the students and aspirants of Chemistry12th.pptxOrganic Name Reactions  for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions for the students and aspirants of Chemistry12th.pptx
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy Reform
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13
 
Introduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher EducationIntroduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher Education
 
Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptx
 
Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17
 
Biting mechanism of poisonous snakes.pdf
Biting mechanism of poisonous snakes.pdfBiting mechanism of poisonous snakes.pdf
Biting mechanism of poisonous snakes.pdf
 

Data Analysis in quantitative and qualitative social research

  • 2. Processing data • You can quantify • Coding • Rating • Marking
  • 3. The Likert Scale • Bipolar type of psychometric response scale, has been used questionnaires to obtain participant’s preferences or degree of agreement with a statement or set of statements related to different aspects of the research. • Likert scales are a non-comparative scaling technique and are unidimensional in nature. • Respondents are asked to indicate their level of agreement with a given statement by way of an ordinal scale. • Some of these Likert scale statements in the questionnaire might follow a forced choice method where the middle option of "Neither agree nor disagree" would not be available. • The designed questionnaire can make use of different likert-Type Scale Response Anchors based on point scale to measure attitudes and perceptions related to religiosity, moral judgments, level of participation, level of importance, level of agreement, knowledge of action, amount of use, level of awareness, level of quality, level of satisfaction etc (Vagias 2006).
  • 4. Steps • Monitoring • Quality Control • Cleansing • Coding Coding is the process of assigning a numerical value to responses to facilitate data capture and processing in general.
  • 5. Data Analysis • Statistical Methods • Softwares Data Presentation Tables allow social scientists to display data and make it easier to develop conclusions Cross-tabulation: Shows relationship between two or more variables Graphs Pie Chart REPORT
  • 6. 91.41 7.23 1.36 62.87 19.31 17.82 0 10 20 30 40 50 60 70 80 90 100 Received TT Vaccination No Vaccination Received Don't Know Three Doses and Above Two Doses One Dose Frequency of Received Doses Tetanus Vaccination Status Direct Indirect Total
  • 7. 39.39 7.57 3.07 21.96 6.06 6.82 4.54 9.84 0.75 0 5 10 15 20 25 30 35 40 45 Doctor WVB Doctor Nurse/ FWA/ FWV Health Worker Trained Birth Attendant Not-trained Birth Attendant Family members/ Relatives/ Neighbors Hospital/Clinic Others Sources of Support during Pregnancy (ANC) Direct Indirect Total
  • 8.
  • 9. (10) (8) (6) (4) (2) 0 2 4 6 8 10 Upto Tk 4000 Tk 4001 – Tk 6000 Tk 6001 – Tk 8000 Tk 10001 – Tk 12000 Tk 12001 – Tk 14000 Tk 14001 – Tk 16000 Tk 16001 – Tk 18000 Tk 18001 – Tk 20000 > Tk 20000 PERCENT INCOME Nalitabari ADP: Income-Expenditure
  • 10.
  • 11. Survey Report i. Title page ii. Table of contents iii. List of tables and charts iv. Highlights or executive summary v. Introduction vi. Objectives vii. Body The body of the report is divided into several sections. One of the first sections should provide definitions of concepts and key variables (an appendix may contain more details) and explain the methodology of the survey, collection procedures, processing, etc. This is usually followed by survey results (including measures of quality, such as precision) and tabulations. viii. Conclusions ix. Recommendations x. Bibliography/List of references xi. Contacts xii. Appendices The purpose of appendices is to give a brief but
  • 12. DOING QUALITATIVE ANALYSIS ∆ APPROACHES TO ANALYSIS: ∆ NARRATIVE ANALYSIS. Researchers use narrative analysis to understand how research participants construct story and narrative from their own personal experience.
  • 13. DOING QUALITATIVE ANALYSIS ∆ APPROACHES TO ANALYSIS: ∆ CONSTANT COMPARATIVE ANALYSIS, a procedure for evaluating qualitative data in which the information is coded and compared across categories, patterns are identified, and these patterns are refined as new data are obtained.
  • 14. DOING QUALITATIVE ANALYSIS ∆ APPROACHES TO ANALYSIS: ∆ DISCOURSE ANALYSIS is a research method for studying written or spoken language in relation to its social context. It aims to understand how language is used in real life situations.
  • 15. DOING QUALITATIVE ANALYSIS ∆ APPROACHES TO ANALYSIS: ∆ GROUNDED THEORY ANALYSIS is a systematic methodology that involves the construction of hypotheses and theories through the collecting and analysis of data. Grounded theory involves the application of inductive reasoning.
  • 16. DOING QUALITATIVE ANALYSIS ∆ APPROACHES TO ANALYSIS: ∆ CONTENT ANALYSIS is a research tool used to determine the presence of certain words, themes, or concepts within some given qualitative data (i.e. text). Using content analysis, researchers can quantify and analyze the presence, meanings, and relationships of such certain words, themes, or concepts. ∆ Cross-cultural Analysis is specifically defined as the use of "data collected by anthropologists concerning the customs and characteristics of various peoples throughout the world to test hypotheses concerning human behavior" ∆ SEMIOTICS is the systematic study of sign processes and meaning making. Semiosis is any activity, conduct, or process that involves signs, where a sign is defined as anything that communicates something, usually called a meaning, to the sign's interpreter. ∆ DECONSTRUCTION refers to approaches to understanding the relationship between text and meaning. Deconstruction argues that language, especially in idealist concepts such as truth and justice, is irreducibly complex, unstable and difficult to determine.
  • 17. DOING QUALITATIVE ANALYSIS ∆ TECHNIQUES OF QUALITATIVE ANALYSIS: ∆ DOCUMENTATION, ∆ STORING, ∆ CODING AND CATEGORIZING, ∆ CREATING CLASSIFICATION SYSTEMS, ∆ ENUMERATION, ∆ ATTACHING MEMOS, ∆ LINKING DATA, ∆ FINDING AND EXAMINING RELATIONSHIPS, ∆ MAKING CONNECTIONS, ∆ MAPS AND MATRICES, AND ∆ PRODUCING GRAPHICS
  • 18. DOING QUALITATIVE ANALYSIS ∆ SCALES AND INDEXES FOR MEASURING QUALITATIVE DATA: ∆ Different ways to construct scales- ∆ SOCIAL DISTANCE SCALE ∆ THURSTONE SCALES, ∆ LIKERT SCALES, ∆ GUTTMAN SCALING AND ∆ SEMANTIC DIFFERENTIAL.
  • 19. DOING QUALITATIVE ANALYSIS ∆ SCALES AND INDEXES FOR MEASURING QUALITATIVE DATA: ∆ SOCIAL DISTANCE SCALE
  • 20. DOING QUALITATIVE ANALYSIS ∆ SCALES AND INDEXES FOR MEASURING QUALITATIVE DATA: ∆ THURSTONE SCALES, ∆ LIKERT SCALES,
  • 21. DOING QUALITATIVE ANALYSIS ∆ SCALES AND INDEXES FOR MEASURING QUALITATIVE DATA: ∆ THURSTONE SCALES, ∆ LIKERT SCALES, MEASURABLE ELEMENTS OF SOCIAL COHESION Elements of Socially Cohesive Behavior Social Involvement Index Interpersonal and Domestic Trust Index Civic Involvement Index Conditions for a Socially Cohesive Society Inclusion Index Social Recognition Index Domestic Recognition and Consultation Index Institutional Trust Index Score Satisfaction on Public Services Index SOCIAL COHESION AVERAGE SCORE
  • 22. Factor score lvb¥vwmK ‰ÎgvwmK wØgvwm K c«wZ gv‡m gv‡m `yBevi ev †ewk 21. AvZ¥xq -¯^R‡bi Kv‡Q Avcwb †eov‡Z hvb (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 22. eÜy-ev܇ei mv‡_ Avcwb †`Lv K‡ib (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 23. eÜy-evÜe Avcbvi evwo‡Z Av‡m (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 24. Avcwb cÖwZ‡ewki evwo‡Z hvb (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 25. cÖwZ‡ewk Avcbvi evwo‡Z Av‡m (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 26. mvgvwRK Abyôv‡b Avcwb AskMÖnb K‡ib (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) MEASURING BELONGING: SOCIAL INVOLVEMENT INDEX
  • 23. Factor score `„X Abv¯’v/ Awek¦vm Abv¯’v/ Awek¦vm Av¯’v/ Abv¯’vi †KvbwU B bv Av¯’v/ wek¦vm `„X Av¯’v/ wek¦vm 31. wec‡`/ Avc‡` AvZ¥xq ¯^Rbiv mvnvh¨ Ki‡e| (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 32. wec‡`/ Avc‡` Avgvi eÜyiv mvnvh¨ Ki‡e| (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 33. wec‡`/ Avc‡` cÖwZ‡ewkiv mvnvh¨ Ki‡e| (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 34. ‡Kvb Kv‡R cÖ‡qvRb n‡j Avwg eÜy‡`i mvnvh¨ †bB| (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 35. ‡Kvb Kv‡R cÖ‡qvRb n‡j Avwg AvZ¥xq ¯^Rb‡`i mvnvh¨ †bB| (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 36. cÖ‡qvRb n‡j Avwg ev”Pv‡K AvZ¥xq ¯^Rb‡`i Kv‡Q †i‡L evB‡i †h‡Z cvwi| (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 37. cÖ‡qvRb n‡j Avwg ev”Pv‡K eÜy‡`i Kv‡Q †i‡L evB‡i †h‡Z cvwi| (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) MEASURING BELONGING: DOMESTIC AND SOCIAL TRUST INDEX
  • 24. MEASURING PARTICIPATION: CIVIC INVOLVEMENT INDEX Factor Score (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 41. KqwU †¯^”Qv‡mex msMV‡bi m`m¨c`/ AskMÖnb Av‡Q (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 42. †¯^”Qv‡mex msMV‡b †bZ…¯’vbxq c` Ae¯’vb/ Bwm m`m¨c` (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 43. †¯^”Qv‡mex msMV‡b ev K¬v‡ei mfvq Dcw¯’wZ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 44. mgv‡Ri mgm¨v mgvav‡b KvR K‡ib (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 45. mvgvwRK msNvZ wbimb Ges mgvav‡b KvR K‡ib (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) Code for 41 01= 01wU msMVb (AwbqwgZ/ gv‡Sgv‡S); 02= 01wU msMVb (wbqwgZ); 03= 02wU msMVb (AwbqwgZ/ gv‡Sgv‡S); 04= 02wU msMVb (wbqwgZ); 05= 03wU msMVb (AwbqwgZ/ gv‡Sgv‡S); 06= 03wU msMVb (wbqwgZ); 07= 04wU msMVb (AwbqwgZ/ gv‡Sgv‡S); 08= 04wU msMVb (wbqwgZ); 09- 5wU ev Gi AwaK msMVb (AwbqwgZ/ gv‡Sgv‡S); 10= 5wU ev Gi AwaK msMVb (wbqwgZ)| Code for 42 01= 01wU msMVb (m`m¨c`); 02= 01wU msMVb (†bZ…¯’vbxq c`); 03= 02wU msMVb (m`m¨c`); 04= 02wU msMVb (†bZ…¯’vbxq c`); 05= 03wU msMVb (m`m¨c`); 06= 03wU msMVb (†bZ…¯’vbxq c`); 07= 04wU msMVb (m`m¨c`); 08= 04wU msMVb (†bZ…¯’vbxq c`); 09- 5wU ev Gi AwaK msMVb (m`m¨c`); 10= 5wU ev Gi AwaK msMVb (†bZ…¯’vbxq c`)| Code for 43, 44, 45 01= evrmwiK; 02= 9/10/11 gvm; 03= 07/08 gvm; 04= lvb¥vwmK; 05= 04/05 gvm; 06= ‰ÎgvwmK; 07= wØgvwmK; 08= cªwZ gv‡m; 09- cvwÿK; 10= mvßvwnK|
  • 25. CONDITIONS FOR A SOCIALLY COHESIVE SOCIETY: INCLUSION INDEX
  • 26. CONDITIONS FOR A SOCIALLY COHESIVE SOCIETY: MEASURING RECOGNITION
  • 27. CONDITIONS FOR A SOCIALLY COHESIVE SOCIETY: DOMESTIC CONSULTATION/ RECOGNITION
  • 28. CONDITIONS FOR A SOCIALLY COHESIVE SOCIETY: MEASURING LEGITIMACY ‡mevi aib `„X Av¯’v/ wek¦vm Av¯’v/ wek¦vm Av¯’v/ Abv¯’vi †KvbwUB bv Abv¯’v/ Awek¦vm `„X Abv¯’v/ Awek¦vm 111.Avcbvi Dc‡Rjvi miKvix KZ©…cÿ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.wbev©Pb Kwgkb (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.cywjk (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.Avcbvi ¯’vbxq miKvi (BDwbqb cwil`) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.ivR‰bwZK `j (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.wgwWqv (wUwf, ‡iwWI, msev`cÎ) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.Avcbvi ¯’vbxq MÖvg Av`vjZ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
  • 29. CONDITIONS FOR A SOCIALLY COHESIVE SOCIETY: MEASURING LEGITIMACY ‡mevi aib `„X Av¯’v/ wek¦vm Av¯’v/ wek¦vm Av¯’v/ Abv¯’vi †KvbwUB bv Abv¯’v/ Awek¦vm `„X Abv¯’v/ Awek¦vm 111.Avcbvi Dc‡Rjvi miKvix KZ©…cÿ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.wbev©Pb Kwgkb (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.cywjk (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.Avcbvi ¯’vbxq miKvi (BDwbqb cwil`) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.ivR‰bwZK `j (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.wgwWqv (wUwf, ‡iwWI, msev`cÎ) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.Avcbvi ¯’vbxq MÖvg Av`vjZ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
  • 30. CONDITIONS FOR A SOCIALLY COHESIVE SOCIETY: MEASURING LEGITIMACY ‡mevi aib `„X Av¯’v/ wek¦vm Av¯’v/ wek¦vm Av¯’v/ Abv¯’vi †KvbwUB bv Abv¯’v/ Awek¦vm `„X Abv¯’v/ Awek¦vm 111.Avcbvi Dc‡Rjvi miKvix KZ©…cÿ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.wbev©Pb Kwgkb (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.cywjk (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.Avcbvi ¯’vbxq miKvi (BDwbqb cwil`) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.ivR‰bwZK `j (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.wgwWqv (wUwf, ‡iwWI, msev`cÎ) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) 111.Avcbvi ¯’vbxq MÖvg Av`vjZ (1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
  • 31. MZ Qq gv‡m Avcwb miKvwi †Kvb ‡Kvb `ßi †_‡K †mev wb‡q‡Qb? Lye mš‘ó mš‘ó mš‘ó ev AmšyÍó bv AmšyÍó Lye AmšyÍó Avcbvi cÖwZ Dc‡Rjv miKvix Awdmvi‡`i AvPiY h‡_ó eÜyZ¡c~b© (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) Avcbvi cÖwZ Dc‡Rjv miKvix Awdmvi‡`i g‡bvfve h‡_ó mn‡hvwMZvc~b© (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) cÖ‡qvR‡b Dc‡Rjv miKvix Awdmvi‡`i mv‡_ †`Lv Kiv (KZUv mnR) (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) cÖ‡qvR‡b Dc‡Rjv miKvix Awdmvi‡`i mv‡_ †`Lv Kiv Rb¨ A‡c¶vi mgqKvj (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) Avcbvi cÖ‡qvRb/ mgm¨v wbY©‡qi †ÿ‡Î g‡bvhvM w`‡q Avcbvi e³e¨ †kvbv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) Avcbvi cÖ‡qvRb/ mgm¨v wbY©‡qi †ÿ‡Î h_vh_fv‡e ch©‡eÿY Kiv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) Avcbvi cÖ‡qvRb/ mgm¨v m¤ú‡K© Avcbv‡K h_vh_fv‡e eywS‡q ejv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) Avcbvi cÖ‡qvRb/ mgm¨v mgvav‡b mn‡hvMxZv Kiv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) miKvwi `ßi (†KvW): 01= Dc‡Rjv wk¶v Kg©KZ©v, 02= Dc‡Rjv `vwi`ª we‡gvPb Kg©KZ©v, 03= Dc‡Rjv mgvR‡mev Awdm, 04= Dc‡Rjv wbe©vPb Awdm, 05= Dc‡Rjv grm¨ Awdm, 06= Dc‡Rjv K…wl Awdm, 07= Dc‡Rjv bvix I wkï welqK Awdm, 08= Dc‡Rjv f~wg Awdm, 09= Dc‡Rjv ¯^v¯’¨ Kg‡cø·, 10= Dc‡Rjv wbe©vnx Kg©KZ©v| SATISFACTION ON PUBLIC SERVICES Lye mš‘ó mš‘ó mš‘ó ev AmšyÍó bv AmšyÍó Lye AmšyÍó Avcbvi I Avcbvi cwiev‡ii wbivcËv cÖ`v‡b cywj‡ki f~wgKv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) Avcbvi I Avcbvi cwiev‡ii m¤ú`/ m¤úwËi wbivcËv cÖ`v‡b cywj‡ki f~wgKv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) ¯^v¯’¨ †mev cÖ`v‡b Dc‡Rjv ¯^v¯’¨ Kg‡cø‡·i f~wgKv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) fzwg msµvšÍ †mevi mieiv‡n f‚wg Awd‡mi f~wgKv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) ¯’vbxq iv¯Ív¸‡jvi ms®‹vi I e¨e¯’vcbvq LGED Gi f~wgKv (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) SATISFACTION ON PUBLIC SERVICES (COMBINED SECTOR)
  • 35. DOING QUALITATIVE ANALYSIS ∆ GUTTMAN SCALING AND ∆ SEMANTIC DIFFERENTIAL SCALE. ∆ Example of older female health
  • 36. DOING QUALITATIVE ANALYSIS ∆ COMPUTER-ASSISTED ANALYSIS oQUANTITATIVE DATA ANALYSIS: o MS EXCEL, o MS ACCESS, o SPSS, o STATA, o EPI AND ETC. oQUALITATIVE DATA ANALYSIS: o ATLAS TI, o NVIVO, o DECISION EXPLORER, o ANTHROPAC, o MIND MAPPING AND ETC.
  • 37. Guidelines for Writing i. Concise, clear language ii. The active versus the passive voice iii. Abbreviations and acronyms iv. Consistent terminology v. Residual categories vi. Dates vii. Reference period viii. Keep ratios simple ix. Percentages x. Too many numbers in the text confuse the reader and obscure the message xi. Titles, headings and subheadings