SlideShare ist ein Scribd-Unternehmen logo
1 von 20
Categorical Data Analysis of Student Satisfaction with Student Services at  California State University East Bay: A Pedagogical Experience Monica Anand, M.S. Department of Statistics and Biostatistics California State University East Bay
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object]
Introduction to Survey Project ,[object Object],[object Object],[object Object],[object Object]
Background to Survey ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Introduction/Background ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Variable names and types collected: ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Variable names and types collected – Demographic Variables: ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Derived Categorical Variables: ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Correlation Analysis of Likert Scores ,[object Object]
Variables which are unbalanced ,[object Object],Male 149 342 Female FREQUENCY of location Concord Hayward FREQUENCY of gender
Descriptive Statistics – Frequency of Department
Model selection for binary response variable:  Overallcat ~ Bernoulli(  ) ,[object Object],[object Object],<.0001 Waittimecat <.0001 Understandcat P-Value Variable
Understandcat and Waitimecat vs. Proportion Of Overall Satisfied Students
Model Selection For Binary Response Variable – OverallCat ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Model selection for ordinal response variable: Overall ,[object Object],[object Object],[object Object],0.02 Welcome 0.01 Level <.0001 Understand <.0001 Waittime P-Value Variable
Modeling with Important as the ordinal response Using backwards model selection with significance level .05, I obtain Understand and gender as the significant variables in how important it is for students to have the service. Females find it more important to have these services. Department was not significant in how important it is for students to have these services.
Modeling with Academic Departments Only ,[object Object],<.0001 Understand <.0001 Waittime .04 Agecat P-value Variable
Modeling Student Life Departments Only ,[object Object],.0023 Waittime .0025 Understand P-value Variable
How did this Project help me as a student? (Pedagogical Benefits) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Suggestions for Student Affairs Services Center ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Weitere ähnliche Inhalte

Was ist angesagt?

A cluster-based analysis to diagnose students’ learning achievements
A cluster-based analysis to diagnose students’ learning achievementsA cluster-based analysis to diagnose students’ learning achievements
A cluster-based analysis to diagnose students’ learning achievementsMiguel R. Artacho
 
Ma sampletest-hs 2010-13
Ma sampletest-hs 2010-13Ma sampletest-hs 2010-13
Ma sampletest-hs 2010-13Erlinda Rey
 
Administering, Analyzing, and Improving the Test or Assessment
Administering, Analyzing, and Improving the Test or AssessmentAdministering, Analyzing, and Improving the Test or Assessment
Administering, Analyzing, and Improving the Test or AssessmentNema Grace Medillo
 
Loughborough DHD seminar
Loughborough DHD seminarLoughborough DHD seminar
Loughborough DHD seminarSimon Bates
 
Effect of scoring patterns on scorer reliability in economics essay tests
Effect of scoring patterns on scorer reliability in economics essay testsEffect of scoring patterns on scorer reliability in economics essay tests
Effect of scoring patterns on scorer reliability in economics essay testsAlexander Decker
 
ITEM ANALYSIS
ITEM ANALYSIS ITEM ANALYSIS
ITEM ANALYSIS Waqas Khan
 
Topic 8b Item Analysis
Topic 8b Item AnalysisTopic 8b Item Analysis
Topic 8b Item AnalysisYee Bee Choo
 
An Adaptive Evaluation System to Test Student Caliber using Item Response Theory
An Adaptive Evaluation System to Test Student Caliber using Item Response TheoryAn Adaptive Evaluation System to Test Student Caliber using Item Response Theory
An Adaptive Evaluation System to Test Student Caliber using Item Response TheoryEditor IJMTER
 
Getting to grips with TESTA methods
Getting to grips with TESTA methodsGetting to grips with TESTA methods
Getting to grips with TESTA methodsTansy Jessop
 
Item analysis
Item analysisItem analysis
Item analysisaneez103
 
Classroom research
Classroom researchClassroom research
Classroom researchCarlo Magno
 
Analysis of Multiple Choice Questions (MCQs): Item and Test Statistics from a...
Analysis of Multiple Choice Questions (MCQs): Item and Test Statistics from a...Analysis of Multiple Choice Questions (MCQs): Item and Test Statistics from a...
Analysis of Multiple Choice Questions (MCQs): Item and Test Statistics from a...iosrjce
 
Qualities of a Good Test
Qualities of a Good TestQualities of a Good Test
Qualities of a Good TestDrSindhuAlmas
 

Was ist angesagt? (20)

Item analysis
Item analysisItem analysis
Item analysis
 
Ietcpresentation
IetcpresentationIetcpresentation
Ietcpresentation
 
A cluster-based analysis to diagnose students’ learning achievements
A cluster-based analysis to diagnose students’ learning achievementsA cluster-based analysis to diagnose students’ learning achievements
A cluster-based analysis to diagnose students’ learning achievements
 
Ma sampletest-hs 2010-13
Ma sampletest-hs 2010-13Ma sampletest-hs 2010-13
Ma sampletest-hs 2010-13
 
Administering, Analyzing, and Improving the Test or Assessment
Administering, Analyzing, and Improving the Test or AssessmentAdministering, Analyzing, and Improving the Test or Assessment
Administering, Analyzing, and Improving the Test or Assessment
 
Loughborough DHD seminar
Loughborough DHD seminarLoughborough DHD seminar
Loughborough DHD seminar
 
Effect of scoring patterns on scorer reliability in economics essay tests
Effect of scoring patterns on scorer reliability in economics essay testsEffect of scoring patterns on scorer reliability in economics essay tests
Effect of scoring patterns on scorer reliability in economics essay tests
 
Item analysis with spss software
Item analysis with spss softwareItem analysis with spss software
Item analysis with spss software
 
ITEM ANALYSIS
ITEM ANALYSIS ITEM ANALYSIS
ITEM ANALYSIS
 
Item Analysis
Item AnalysisItem Analysis
Item Analysis
 
Item analysis in MCQs
Item analysis in MCQsItem analysis in MCQs
Item analysis in MCQs
 
Test appraisal
Test appraisalTest appraisal
Test appraisal
 
Topic 8b Item Analysis
Topic 8b Item AnalysisTopic 8b Item Analysis
Topic 8b Item Analysis
 
An Adaptive Evaluation System to Test Student Caliber using Item Response Theory
An Adaptive Evaluation System to Test Student Caliber using Item Response TheoryAn Adaptive Evaluation System to Test Student Caliber using Item Response Theory
An Adaptive Evaluation System to Test Student Caliber using Item Response Theory
 
Getting to grips with TESTA methods
Getting to grips with TESTA methodsGetting to grips with TESTA methods
Getting to grips with TESTA methods
 
Item analysis
Item analysisItem analysis
Item analysis
 
Item Analysis
Item AnalysisItem Analysis
Item Analysis
 
Classroom research
Classroom researchClassroom research
Classroom research
 
Analysis of Multiple Choice Questions (MCQs): Item and Test Statistics from a...
Analysis of Multiple Choice Questions (MCQs): Item and Test Statistics from a...Analysis of Multiple Choice Questions (MCQs): Item and Test Statistics from a...
Analysis of Multiple Choice Questions (MCQs): Item and Test Statistics from a...
 
Qualities of a Good Test
Qualities of a Good TestQualities of a Good Test
Qualities of a Good Test
 

Andere mochten auch

Overall Students Satisfaction with University Life
Overall Students Satisfaction with University LifeOverall Students Satisfaction with University Life
Overall Students Satisfaction with University LifeSajad Al-Ramahy
 
summer training on Customer Satisfaction at Shri Krishna Rolling Mills Ltd.
summer training on Customer Satisfaction at Shri Krishna Rolling Mills Ltd.summer training on Customer Satisfaction at Shri Krishna Rolling Mills Ltd.
summer training on Customer Satisfaction at Shri Krishna Rolling Mills Ltd.Aparna Sharma
 
Training and Empowerment for Customer Satisfaction for Service Sector
Training and Empowerment for Customer Satisfaction for Service SectorTraining and Empowerment for Customer Satisfaction for Service Sector
Training and Empowerment for Customer Satisfaction for Service SectorRamco Cements Ltd
 
Mystery Shopping: CCD Vs Barista
Mystery Shopping: CCD Vs BaristaMystery Shopping: CCD Vs Barista
Mystery Shopping: CCD Vs BaristaManas Tripathy
 
6. Categorical data analysis - Chi-Square & Fisher Exact Test
6. Categorical data analysis - Chi-Square & Fisher Exact Test6. Categorical data analysis - Chi-Square & Fisher Exact Test
6. Categorical data analysis - Chi-Square & Fisher Exact TestRazif Shahril
 
New Networking Technology Survey & Analysis
New Networking Technology Survey & AnalysisNew Networking Technology Survey & Analysis
New Networking Technology Survey & AnalysisIT Brand Pulse
 
Mystery shopping to change behaviour
Mystery shopping to change behaviourMystery shopping to change behaviour
Mystery shopping to change behaviourSteven Di Pietro
 
Customer Satisfaction
Customer SatisfactionCustomer Satisfaction
Customer Satisfactiontanetra
 
Research Report
Research ReportResearch Report
Research ReportGroup 16
 
Qualitative data analysis: many approaches to understand user insights
Qualitative data analysis: many approaches to understand user insightsQualitative data analysis: many approaches to understand user insights
Qualitative data analysis: many approaches to understand user insightsAgnieszka Szóstek
 
Presentation on customer satisfaction
Presentation on customer satisfactionPresentation on customer satisfaction
Presentation on customer satisfactionharvidutta
 
Customer satisfaction
Customer satisfactionCustomer satisfaction
Customer satisfactionRahul Agarwal
 
Data analysis – qualitative data presentation 2
Data analysis – qualitative data   presentation 2Data analysis – qualitative data   presentation 2
Data analysis – qualitative data presentation 2Azura Zaki
 
Data analysis powerpoint
Data analysis powerpointData analysis powerpoint
Data analysis powerpointSarah Hallum
 

Andere mochten auch (20)

Quality of Life Survey
Quality of Life SurveyQuality of Life Survey
Quality of Life Survey
 
Overall Students Satisfaction with University Life
Overall Students Satisfaction with University LifeOverall Students Satisfaction with University Life
Overall Students Satisfaction with University Life
 
summer training on Customer Satisfaction at Shri Krishna Rolling Mills Ltd.
summer training on Customer Satisfaction at Shri Krishna Rolling Mills Ltd.summer training on Customer Satisfaction at Shri Krishna Rolling Mills Ltd.
summer training on Customer Satisfaction at Shri Krishna Rolling Mills Ltd.
 
Training and Empowerment for Customer Satisfaction for Service Sector
Training and Empowerment for Customer Satisfaction for Service SectorTraining and Empowerment for Customer Satisfaction for Service Sector
Training and Empowerment for Customer Satisfaction for Service Sector
 
Mystery Shopping: CCD Vs Barista
Mystery Shopping: CCD Vs BaristaMystery Shopping: CCD Vs Barista
Mystery Shopping: CCD Vs Barista
 
6. Categorical data analysis - Chi-Square & Fisher Exact Test
6. Categorical data analysis - Chi-Square & Fisher Exact Test6. Categorical data analysis - Chi-Square & Fisher Exact Test
6. Categorical data analysis - Chi-Square & Fisher Exact Test
 
New Networking Technology Survey & Analysis
New Networking Technology Survey & AnalysisNew Networking Technology Survey & Analysis
New Networking Technology Survey & Analysis
 
Mystery shopping to change behaviour
Mystery shopping to change behaviourMystery shopping to change behaviour
Mystery shopping to change behaviour
 
Customer Satisfaction
Customer SatisfactionCustomer Satisfaction
Customer Satisfaction
 
Importance of Customer Satisfaction
Importance of Customer SatisfactionImportance of Customer Satisfaction
Importance of Customer Satisfaction
 
Research Report
Research ReportResearch Report
Research Report
 
Qualitative data analysis: many approaches to understand user insights
Qualitative data analysis: many approaches to understand user insightsQualitative data analysis: many approaches to understand user insights
Qualitative data analysis: many approaches to understand user insights
 
Presentation on customer satisfaction
Presentation on customer satisfactionPresentation on customer satisfaction
Presentation on customer satisfaction
 
customer satisfaction
customer satisfactioncustomer satisfaction
customer satisfaction
 
Customer satisfaction
Customer satisfactionCustomer satisfaction
Customer satisfaction
 
Data analysis – qualitative data presentation 2
Data analysis – qualitative data   presentation 2Data analysis – qualitative data   presentation 2
Data analysis – qualitative data presentation 2
 
Customer satisfaction
Customer satisfactionCustomer satisfaction
Customer satisfaction
 
Data analysis powerpoint
Data analysis powerpointData analysis powerpoint
Data analysis powerpoint
 
Customer Satisfaction
Customer SatisfactionCustomer Satisfaction
Customer Satisfaction
 
Customer Satisfaction Presentation
Customer Satisfaction PresentationCustomer Satisfaction Presentation
Customer Satisfaction Presentation
 

Ähnlich wie Categorical Data Analysis Survey Data

Time To Practice Week 3
Time To Practice Week 3Time To Practice Week 3
Time To Practice Week 3Sarah Jimenez
 
LAK '17 Trends and issues in student-facing learning analytics reporting sys...
LAK '17  Trends and issues in student-facing learning analytics reporting sys...LAK '17  Trends and issues in student-facing learning analytics reporting sys...
LAK '17 Trends and issues in student-facing learning analytics reporting sys...Bob Bodily
 
Week 6 DQ1. What is your research questionIs there a differen.docx
Week 6 DQ1. What is your research questionIs there a differen.docxWeek 6 DQ1. What is your research questionIs there a differen.docx
Week 6 DQ1. What is your research questionIs there a differen.docxcockekeshia
 
Students as producers, of high quality engaging assessments to support learning
Students as producers, of high quality engaging assessments to support learningStudents as producers, of high quality engaging assessments to support learning
Students as producers, of high quality engaging assessments to support learningSimon Bates
 
Leigh Davis And Moira Cordiner 2008
Leigh Davis And Moira Cordiner 2008Leigh Davis And Moira Cordiner 2008
Leigh Davis And Moira Cordiner 2008Diana Quinn
 
Mixed research methodology.pptx
Mixed research methodology.pptxMixed research methodology.pptx
Mixed research methodology.pptxPuneethKumarGB
 
Keynote: 7th eSTEeM Annual Conference Critical discussion of Student Evaluati...
Keynote: 7th eSTEeM Annual Conference Critical discussion of Student Evaluati...Keynote: 7th eSTEeM Annual Conference Critical discussion of Student Evaluati...
Keynote: 7th eSTEeM Annual Conference Critical discussion of Student Evaluati...Bart Rienties
 
Ratna dhamija using data to enhnace learning
Ratna dhamija using data to enhnace learningRatna dhamija using data to enhnace learning
Ratna dhamija using data to enhnace learningpratyush227
 
CypherWorx OST Effiacy Study Results 2015
CypherWorx OST Effiacy Study Results 2015CypherWorx OST Effiacy Study Results 2015
CypherWorx OST Effiacy Study Results 2015Steve Stookey
 
Iblc10 making an existing assessment more efficient
Iblc10   making an existing assessment more efficientIblc10   making an existing assessment more efficient
Iblc10 making an existing assessment more efficientMark Russell
 
Analyzing Assessment.docx
Analyzing Assessment.docxAnalyzing Assessment.docx
Analyzing Assessment.docx4934bk
 
Individual Assignment Progistics-Solutions Inc. – The Critical Pa.docx
Individual Assignment Progistics-Solutions Inc. – The Critical Pa.docxIndividual Assignment Progistics-Solutions Inc. – The Critical Pa.docx
Individual Assignment Progistics-Solutions Inc. – The Critical Pa.docxjaggernaoma
 
Presentations morning session 22 January 2018 HEFCE open event “Using data to...
Presentations morning session 22 January 2018 HEFCE open event “Using data to...Presentations morning session 22 January 2018 HEFCE open event “Using data to...
Presentations morning session 22 January 2018 HEFCE open event “Using data to...Bart Rienties
 
Wsu Greg Lobdell September 2008 Data And Decision Making
Wsu Greg Lobdell September 2008 Data And Decision MakingWsu Greg Lobdell September 2008 Data And Decision Making
Wsu Greg Lobdell September 2008 Data And Decision MakingWSU Cougars
 
Reliability And Validity
Reliability And ValidityReliability And Validity
Reliability And ValidityCrystal Torres
 

Ähnlich wie Categorical Data Analysis Survey Data (20)

Time To Practice Week 3
Time To Practice Week 3Time To Practice Week 3
Time To Practice Week 3
 
LAK '17 Trends and issues in student-facing learning analytics reporting sys...
LAK '17  Trends and issues in student-facing learning analytics reporting sys...LAK '17  Trends and issues in student-facing learning analytics reporting sys...
LAK '17 Trends and issues in student-facing learning analytics reporting sys...
 
Week 6 DQ1. What is your research questionIs there a differen.docx
Week 6 DQ1. What is your research questionIs there a differen.docxWeek 6 DQ1. What is your research questionIs there a differen.docx
Week 6 DQ1. What is your research questionIs there a differen.docx
 
Students as producers, of high quality engaging assessments to support learning
Students as producers, of high quality engaging assessments to support learningStudents as producers, of high quality engaging assessments to support learning
Students as producers, of high quality engaging assessments to support learning
 
Leigh Davis And Moira Cordiner 2008
Leigh Davis And Moira Cordiner 2008Leigh Davis And Moira Cordiner 2008
Leigh Davis And Moira Cordiner 2008
 
Mixed research methodology.pptx
Mixed research methodology.pptxMixed research methodology.pptx
Mixed research methodology.pptx
 
Keynote: 7th eSTEeM Annual Conference Critical discussion of Student Evaluati...
Keynote: 7th eSTEeM Annual Conference Critical discussion of Student Evaluati...Keynote: 7th eSTEeM Annual Conference Critical discussion of Student Evaluati...
Keynote: 7th eSTEeM Annual Conference Critical discussion of Student Evaluati...
 
Ratna dhamija using data to enhnace learning
Ratna dhamija using data to enhnace learningRatna dhamija using data to enhnace learning
Ratna dhamija using data to enhnace learning
 
Data analysis 2011
Data analysis 2011Data analysis 2011
Data analysis 2011
 
CypherWorx OST Effiacy Study Results 2015
CypherWorx OST Effiacy Study Results 2015CypherWorx OST Effiacy Study Results 2015
CypherWorx OST Effiacy Study Results 2015
 
Qmet 252
Qmet 252Qmet 252
Qmet 252
 
Iblc10 making an existing assessment more efficient
Iblc10   making an existing assessment more efficientIblc10   making an existing assessment more efficient
Iblc10 making an existing assessment more efficient
 
Analyzing Assessment.docx
Analyzing Assessment.docxAnalyzing Assessment.docx
Analyzing Assessment.docx
 
Individual Assignment Progistics-Solutions Inc. – The Critical Pa.docx
Individual Assignment Progistics-Solutions Inc. – The Critical Pa.docxIndividual Assignment Progistics-Solutions Inc. – The Critical Pa.docx
Individual Assignment Progistics-Solutions Inc. – The Critical Pa.docx
 
TBRC-Research Report
TBRC-Research ReportTBRC-Research Report
TBRC-Research Report
 
Presentations morning session 22 January 2018 HEFCE open event “Using data to...
Presentations morning session 22 January 2018 HEFCE open event “Using data to...Presentations morning session 22 January 2018 HEFCE open event “Using data to...
Presentations morning session 22 January 2018 HEFCE open event “Using data to...
 
Wsu Greg Lobdell September 2008 Data And Decision Making
Wsu Greg Lobdell September 2008 Data And Decision MakingWsu Greg Lobdell September 2008 Data And Decision Making
Wsu Greg Lobdell September 2008 Data And Decision Making
 
Career Planning Ma Session
Career Planning Ma SessionCareer Planning Ma Session
Career Planning Ma Session
 
Precon presentation 2015
Precon presentation 2015Precon presentation 2015
Precon presentation 2015
 
Reliability And Validity
Reliability And ValidityReliability And Validity
Reliability And Validity
 

Kürzlich hochgeladen

Call Girls Hoodi Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hoodi Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Hoodi Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hoodi Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangaloreamitlee9823
 
Hyderabad 💫✅💃 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATIS...
Hyderabad 💫✅💃 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATIS...Hyderabad 💫✅💃 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATIS...
Hyderabad 💫✅💃 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATIS...sonalitrivedi431
 
Delhi Call Girls South Ex 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls South Ex 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls South Ex 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls South Ex 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
Call Girls Bidadi ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Call Girls Bidadi ☎ 7737669865☎ Book Your One night Stand (Bangalore)Call Girls Bidadi ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Call Girls Bidadi ☎ 7737669865☎ Book Your One night Stand (Bangalore)amitlee9823
 
Call Girls Hosur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hosur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Hosur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hosur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangaloreamitlee9823
 
Top Rated Pune Call Girls Warje ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated  Pune Call Girls Warje ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...Top Rated  Pune Call Girls Warje ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated Pune Call Girls Warje ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...Call Girls in Nagpur High Profile
 
TEST BANK For Evidence-Based Practice for Nurses Appraisal and Application of...
TEST BANK For Evidence-Based Practice for Nurses Appraisal and Application of...TEST BANK For Evidence-Based Practice for Nurses Appraisal and Application of...
TEST BANK For Evidence-Based Practice for Nurses Appraisal and Application of...robinsonayot
 
Booking open Available Pune Call Girls Ambegaon Khurd 6297143586 Call Hot In...
Booking open Available Pune Call Girls Ambegaon Khurd  6297143586 Call Hot In...Booking open Available Pune Call Girls Ambegaon Khurd  6297143586 Call Hot In...
Booking open Available Pune Call Girls Ambegaon Khurd 6297143586 Call Hot In...Call Girls in Nagpur High Profile
 
Dubai Call Girls Starlet O525547819 Call Girls Dubai Showen Dating
Dubai Call Girls Starlet O525547819 Call Girls Dubai Showen DatingDubai Call Girls Starlet O525547819 Call Girls Dubai Showen Dating
Dubai Call Girls Starlet O525547819 Call Girls Dubai Showen Datingkojalkojal131
 
Call Girls Bidadi Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Bidadi Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Bidadi Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Bidadi Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangaloreamitlee9823
 
CALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual serviceCALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual serviceanilsa9823
 
Presentation on Workplace Politics.ppt..
Presentation on Workplace Politics.ppt..Presentation on Workplace Politics.ppt..
Presentation on Workplace Politics.ppt..Masuk Ahmed
 
Vip Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...
Vip  Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...Vip  Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...
Vip Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...shivangimorya083
 
Dubai Call Girls Demons O525547819 Call Girls IN DUbai Natural Big Boody
Dubai Call Girls Demons O525547819 Call Girls IN DUbai Natural Big BoodyDubai Call Girls Demons O525547819 Call Girls IN DUbai Natural Big Boody
Dubai Call Girls Demons O525547819 Call Girls IN DUbai Natural Big Boodykojalkojal131
 
Résumé (2 pager - 12 ft standard syntax)
Résumé (2 pager -  12 ft standard syntax)Résumé (2 pager -  12 ft standard syntax)
Résumé (2 pager - 12 ft standard syntax)Soham Mondal
 
CALL ON ➥8923113531 🔝Call Girls Gosainganj Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Gosainganj Lucknow best sexual serviceCALL ON ➥8923113531 🔝Call Girls Gosainganj Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Gosainganj Lucknow best sexual serviceanilsa9823
 
Delhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf
0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf
0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdfssuserded2d4
 
Call Girls Devanahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Devanahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Devanahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Devanahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service B...amitlee9823
 
Book Paid Saswad Call Girls Pune 8250192130Low Budget Full Independent High P...
Book Paid Saswad Call Girls Pune 8250192130Low Budget Full Independent High P...Book Paid Saswad Call Girls Pune 8250192130Low Budget Full Independent High P...
Book Paid Saswad Call Girls Pune 8250192130Low Budget Full Independent High P...ranjana rawat
 

Kürzlich hochgeladen (20)

Call Girls Hoodi Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hoodi Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Hoodi Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hoodi Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
 
Hyderabad 💫✅💃 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATIS...
Hyderabad 💫✅💃 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATIS...Hyderabad 💫✅💃 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATIS...
Hyderabad 💫✅💃 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATIS...
 
Delhi Call Girls South Ex 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls South Ex 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls South Ex 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls South Ex 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
Call Girls Bidadi ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Call Girls Bidadi ☎ 7737669865☎ Book Your One night Stand (Bangalore)Call Girls Bidadi ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Call Girls Bidadi ☎ 7737669865☎ Book Your One night Stand (Bangalore)
 
Call Girls Hosur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hosur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Hosur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hosur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
 
Top Rated Pune Call Girls Warje ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated  Pune Call Girls Warje ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...Top Rated  Pune Call Girls Warje ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated Pune Call Girls Warje ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
 
TEST BANK For Evidence-Based Practice for Nurses Appraisal and Application of...
TEST BANK For Evidence-Based Practice for Nurses Appraisal and Application of...TEST BANK For Evidence-Based Practice for Nurses Appraisal and Application of...
TEST BANK For Evidence-Based Practice for Nurses Appraisal and Application of...
 
Booking open Available Pune Call Girls Ambegaon Khurd 6297143586 Call Hot In...
Booking open Available Pune Call Girls Ambegaon Khurd  6297143586 Call Hot In...Booking open Available Pune Call Girls Ambegaon Khurd  6297143586 Call Hot In...
Booking open Available Pune Call Girls Ambegaon Khurd 6297143586 Call Hot In...
 
Dubai Call Girls Starlet O525547819 Call Girls Dubai Showen Dating
Dubai Call Girls Starlet O525547819 Call Girls Dubai Showen DatingDubai Call Girls Starlet O525547819 Call Girls Dubai Showen Dating
Dubai Call Girls Starlet O525547819 Call Girls Dubai Showen Dating
 
Call Girls Bidadi Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Bidadi Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Bidadi Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Bidadi Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
 
CALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual serviceCALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Nishatganj Lucknow best sexual service
 
Presentation on Workplace Politics.ppt..
Presentation on Workplace Politics.ppt..Presentation on Workplace Politics.ppt..
Presentation on Workplace Politics.ppt..
 
Vip Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...
Vip  Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...Vip  Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...
Vip Modals Call Girls (Delhi) Rohini 9711199171✔️ Full night Service for one...
 
Dubai Call Girls Demons O525547819 Call Girls IN DUbai Natural Big Boody
Dubai Call Girls Demons O525547819 Call Girls IN DUbai Natural Big BoodyDubai Call Girls Demons O525547819 Call Girls IN DUbai Natural Big Boody
Dubai Call Girls Demons O525547819 Call Girls IN DUbai Natural Big Boody
 
Résumé (2 pager - 12 ft standard syntax)
Résumé (2 pager -  12 ft standard syntax)Résumé (2 pager -  12 ft standard syntax)
Résumé (2 pager - 12 ft standard syntax)
 
CALL ON ➥8923113531 🔝Call Girls Gosainganj Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Gosainganj Lucknow best sexual serviceCALL ON ➥8923113531 🔝Call Girls Gosainganj Lucknow best sexual service
CALL ON ➥8923113531 🔝Call Girls Gosainganj Lucknow best sexual service
 
Delhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls South Delhi 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf
0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf
0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf0425-GDSC-TMU.pdf
 
Call Girls Devanahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Devanahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Devanahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Devanahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
Book Paid Saswad Call Girls Pune 8250192130Low Budget Full Independent High P...
Book Paid Saswad Call Girls Pune 8250192130Low Budget Full Independent High P...Book Paid Saswad Call Girls Pune 8250192130Low Budget Full Independent High P...
Book Paid Saswad Call Girls Pune 8250192130Low Budget Full Independent High P...
 

Categorical Data Analysis Survey Data

  • 1. Categorical Data Analysis of Student Satisfaction with Student Services at California State University East Bay: A Pedagogical Experience Monica Anand, M.S. Department of Statistics and Biostatistics California State University East Bay
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11. Descriptive Statistics – Frequency of Department
  • 12.
  • 13. Understandcat and Waitimecat vs. Proportion Of Overall Satisfied Students
  • 14.
  • 15.
  • 16. Modeling with Important as the ordinal response Using backwards model selection with significance level .05, I obtain Understand and gender as the significant variables in how important it is for students to have the service. Females find it more important to have these services. Department was not significant in how important it is for students to have these services.
  • 17.
  • 18.
  • 19.
  • 20.

Hinweis der Redaktion

  1. Make it clear academic, student life and other are dummy variables SAS_EOP = Student Academic Services/Equal Opportunity Program SCAA = Student Center for Academic Achievement Career = Career Development Center Advising = University Advisement Center CaPS = Counseling and Psychological Services Health = Student Health Center SDRC = Student Disabilities Resource Center
  2. More people from hayward answered. Student population at Hayward campus is larger than concord campus. Women make up a little over 2 times as much of the surveys as men.
  3. Academic departments are more frequented than student life (A little more than 2 times Student Life).
  4. Note: used the condensed explanatory variables (… cat) because of small sample size
  5. Understand=0 is Did not Understand, 1=Understood Waittime =0 is Student was not satisfied with the waiting time for their service, 1= Student was satisfied with waiting time for their service.
  6. Forward selection provided the same model. It is great if the student is satisfied with their waiting time but it’s even better if the student understood the information provided! Note: No demographic variable is significant :( Note: There was no significant department effect, even when combining academic departments and student life departments
  7. Note only ordinal not binary derived Same model forward selection selected. Interesting note: When only looking at the academic departments, the significant variables are: Waittime and Understand When only looking at Student Life departments, the significant variables are: Waittime, Understand and Welcome.
  8. Same model is obtained from forward selection.
  9. Helped me to see real life situations. After careful deliberation, I decided on the response variable, and using correlation information and assumption testing, did categorical data analysis on the data using Overall satisfaction as the response variable.
  10. In conclusion, to help Student Affairs centers perform better, these are my suggestions: