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Excel 2016 for Social Work Statistics. A Guide to Solving Practical Problems PDF

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Preview Excel 2016 for Social Work Statistics. A Guide to Solving Practical Problems

Thomas J. Quirk • Simone Cummings Excel 2016 for Social Work Statistics A Guide to Solving Practical Problems ThomasJ.Quirk SimoneCummings WebsterUniversity WebsterUniversity St.Louis,MO,USA St.Louis,MO,USA ExcelforStatistics ISBN978-3-319-66220-6 ISBN978-3-319-66221-3 (eBook) DOI10.1007/978-3-319-66221-3 LibraryofCongressControlNumber:2017951017 ©SpringerInternationalPublishingAG2017 ThisSpringerimprintispublishedbySpringerNature TheregisteredcompanyisSpringerInternationalPublishingAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface Excel 2016 for Social Work Statistics: A Guide to Solving Practical Problems is intended for anyone looking to learn the basics of applying Excel’s powerful statistical tools to their social work courses or work activities. If understanding statisticsisn’tyourstrongestsuit,youarenotespeciallymathematicallyinclined,or ifyouarewaryofcomputers,thenthisistherightbookforyou. Here you’ll learn how to use key statistical tests using Excel without being overpowered by the underlying statistical theory. This book clearly and methodi- cally shows and explains how to create and use these statistical tests to solve practicalproblemsinsocialwork. Excel is an easily available computer program for students, instructors, and managers.Itisalsoaneffectiveteachingandlearningtoolforquantitativeanalyses in social work courses. The powerful numerical computational ability and the graphical functions available in Excel make learning statistics much easier than in years past. However, this is the first book to show Excel’s capabilities to more effectivelyteachsocialworkstatistics;italsofocusesexclusivelyonthistopicinan efforttorenderthesubjectmatternotonlyapplicableandpracticalbutalsoeasyto comprehendandapply. Uniquefeaturesofthisbook: • Youwillbetoldeachstepoftheway,notonlyhowtouseExcelbutalsowhyyou are doing each step so that you can understand what you are doing, and not merelylearnhowtousestatisticaltestsbyrote. • Includes specific objectives embedded in the text for each concept, so you can knowthepurposeoftheExcelsteps. • Includes 163 color screenshots so that you can be sure you are performing the Excelstepscorrectly. • This book is a tool that can be used either by itself or along with any good statisticsbook. • Practicalexamplesandproblemsaretakenfromsocialwork. • Statisticaltheoryandformulasareexplainedinclearlanguagewithoutbogging youdowninmathematicalfinepoints. • YouwilllearnbothhowtowritestatisticalformulasusingExcelandhowtouse Excel’sdrop-downmenusthatwillcreatetheformulasforyou. • ThisbookdoesnotcomewithaCDofExcelfileswhichyoucanuploadtoyour computer.Instead,you’llbeshownhowtocreateeachExcelfileyourself.Ina work situation, your colleagues will not give you an Excel file; you will be expected to create your own. This book will give you ample practice in devel- opingthisimportantskill. • Eachchapterpresentsthestepsneededtosolveapracticalsocialworkproblem using Excel. In addition, there are three practice problems at the end of each chaptersoyoucan testyournewknowledgeofstatistics.Theanswerstothese problemsappearinAppendixA. • A“PracticeTest”isgiveninAppendixBtotestyourknowledgeattheendofthe book. The answers to these practical social work problems appear in AppendixC. This book is appropriate for use inany course insocial work statistics (atboth undergraduate and graduate levels) as well as for managers who want to improve theusefulnessoftheirExcelskills. Dr.TomQuirk,acurrentProfessorofMarketingattheGeorgeHerbertWalker School of Business & Technology at Webster University in St. Louis, Missouri (USA), teaches Marketing Statistics, Marketing Research, and Pricing Strategies. Atthebeginningofhisacademiccareer,Prof.Quirkspentsixyearsineducational researchattheAmericanInstitutesforResearchandEducationalTestingService. HethentaughtSocialPsychology,EducationalPsychology,andGeneralPsychol- ogy at Principia College inElsah, Illinois (USA). He has published articles in the Journal of Educational Psychology, Journal of Educational Research, Review of Educational Research, Journal of Educational Measurement, Educational Tech- nology,TheElementary SchoolJournal,JournalofSecondaryEducation,Educa- tional Horizons,and PhiDelta Kappan. Professor Quirk has published more than 20 articles in professional journals and presented more than 20 papers at profes- sionalmeetings,includingannualmeetingsoftheAmericanEducationalResearch Association,theAmericanPsychologicalAssociation,andtheNationalCouncilon Measurement in Education. He holds a B.S. in Mathematics from John Carroll University,bothanM.A.inEducationandaPh.D.inEducationalPsychologyfrom StanfordUniversity,andanM.B.A.fromtheUniversityofMissouri-St.Louis. Prof.SimoneCummingsiscurrentlyDeanoftheWalkerSchoolofBusinessand Technology at Webster University in St. Louis, Missouri, USA, where she also teachesStatisticsforHealthAdministration,HealthcareFinance,andIntroduction toHealthcareServices.SheholdsbothaB.S.B.A.andanM.H.AfromWashington University in St. Louis and a Ph.D. in Health Management and Policy from the University of North Carolina at Chapel Hill. Prof. Cummings has served on the Board of the Association of University Programs in Health Administration and currently serves as a Fellow for the Commission on Accreditation of Healthcare ManagementEducation.Shehasexperienceconsultingandworkinginavarietyof healthcare delivery organizations, including hospitals, clinics, and physician groups. She has conducted clinical and health services research for more than ten years and published articles in Health Services Research, Healthcare Executive, Trustee,AcademicEmergencyMedicine,JournalofNationalMedicalAssociation, andAcademicMedicine. St.Louis,MO ThomasJ.Quirk SimoneM.Cummings Contents 1 SampleSize,Mean,StandardDeviation,andStandard ErroroftheMean. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 1.1 Mean. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 1.2 StandardDeviation. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2 1.3 StandardErroroftheMean. . . . . . . . . . . . . . . . . . . . . . . . . . . 3 1.4 SampleSize,Mean,StandardDeviation,andStandard ErroroftheMean. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4 1.4.1 UsingtheFill/Series/ColumnsCommands. . . . . . . . . . . 4 1.4.2 ChangingtheWidthofaColumn. . . . . . . . . . . . . . . . . 5 1.4.3 CenteringInformationinaRangeofCells. . . . . . . . . . 6 1.4.4 NamingaRangeofCells. . . . . . . . . . . . . . . . . . . . . . . 8 1.4.5 FindingtheSampleSizeUsingthe¼COUNT Function. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 1.4.6 FindingtheMeanScoreUsingthe¼AVERAGE Function. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 1.4.7 FindingtheStandardDeviationUsingthe¼STDEV Function. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10 1.4.8 FindingtheStandardErroroftheMean. . . . . . . . . . . . 10 1.5 SavingaSpreadsheet. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12 1.6 PrintingaSpreadsheet. . . . .. . . . . .. . . . . .. . . . . .. . . . . . .. 13 1.7 FormattingNumbersinCurrencyFormat (TwoDecimalPlaces). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15 1.8 FormattingNumbersinNumberFormat (ThreeDecimalPlaces). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16 1.9 End-of-ChapterPracticeProblems. . . . . . . . . . . . . . . . . . . . . . 17 References. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20 2 RandomNumberGenerator. . . . . . . . . . . . . . . . . . . . . . . . . . . . . 21 2.1 CreatingFrameNumbersforGeneratingRandomNumbers. . . 21 2.2 CreatingRandomNumbersinanExcelWorksheet. . . . . . . . . . 25 2.3 SortingFrameNumbersintoaRandomSequence. . . . . . . . . . 26 2.4 PrintinganExcelFileSoThatAlloftheInformation FitsontoOnePage. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 29 2.5 End-of-ChapterPracticeProblems. . . . . . . . . . . . . . . . . . . . . . 33 3 ConfidenceIntervalAbouttheMeanUsingtheTINV FunctionandHypothesisTesting. . . . . . . . . . . . . . . . . . . . . . . . . 35 3.1 ConfidenceIntervalAbouttheMean. . . . . . . . . . . . . . . . . . . . 35 3.1.1 HowtoEstimatethePopulationMean. . . . . . . . . . . . . 35 3.1.2 EstimatingtheLowerLimitandtheUpperLimit ofthe95%ConfidenceIntervalAbouttheMean. . . . . . 36 3.1.3 EstimatingtheConfidenceIntervalfortheNumber ofOutpatientVisitstoaClinic. . . . . . . . . . . . . . . . . . . 37 3.1.4 WhereDidtheNumber“1.96”ComeFrom?. . . . . . . . . 38 3.1.5 FindingtheValuefortintheConfidenceInterval Formula. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 39 3.1.6 UsingExcel’sTINVFunctiontoFindtheConfidence IntervalAbouttheMean. . . . . . . . . . . . . . . . . . . . . . . 40 3.1.7 UsingExceltoFindthe95%ConfidenceInterval foraClinic’sOutpatientVisits. . . . . . . . . . . . . . . . . . . 40 3.2 HypothesisTesting. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 46 3.2.1 HypothesesAlwaysRefertothePopulation ThatYouAreStudying. . . . . . . . . . . . . . . . . . . . . . . . 46 3.2.2 TheNullHypothesisandtheResearch(Alternative) Hypothesis. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 47 3.2.3 The7StepsforHypothesis-TestingUsing theConfidenceIntervalAbouttheMean. . . . . . . . . . . . 51 3.3 AlternativeWaystoSummarizetheResult ofaHypothesisTest. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 57 3.3.1 DifferentWaystoAccepttheNullHypothesis. . . . . . . 58 3.3.2 DifferentWaystoRejecttheNullHypothesis. . . . . . . . 58 3.4 End-of-ChapterPracticeProblems. . . . . . . . . . . . . . . . . . . . . . 58 References. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 64 4 One-Groupt-TestfortheMean. . . . . . . . . . . . . . . . . . . . . . . . . . 65 4.1 The7STEPSforHypothesis-TestingUsingtheOne-Group t-Test. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 65 4.1.1 STEP1:StatetheNullHypothesisandtheResearch Hypothesis. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 66 4.1.2 STEP2:SelecttheAppropriateStatisticalTest. . . . . . . 66 4.1.3 STEP3:DecideonaDecisionRulefortheOne-Group t-Test. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 66 4.1.4 STEP4:CalculatetheFormulafortheOne-Group t-Test. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 67 4.1.5 STEP5:FindtheCriticalValueoftinthet-Table inAppendixE. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 68 4.1.6 STEP6:StatetheResultofYourStatisticalTest. . . . . . 69 4.1.7 STEP7:StatetheConclusionofYourStatistical TestinPlainEnglish!. . . . . . . . . . . . . . . . . . . . . . . . . . 69 4.2 One-Groupt-TestfortheMean. . . . . . . . . . . . . . . . . . . . . . . . 70 4.3 CanYouUseEitherthe95%ConfidenceIntervalAbout theMeanORtheOne-Groupt-TestWhen TestingHypotheses?. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 76 4.4 End-of-ChapterPracticeProblems. . . . . . . . . . . . . . . . . . . . . . 76 References. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 80 5 Two-Groupt-TestoftheDifferenceoftheMeansforIndependent Groups. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 81 5.1 The9STEPSforHypothesis-TestingUsingtheTwo-Group t-Test. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 82 5.1.1 STEP1:NameOneGroup,Group1,andtheOther Group,Group2. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 82 5.1.2 STEP2:CreateaTableThatSummarizestheSample Size,MeanScore,andStandardDeviationofEachGroup 82 5.1.3 STEP3:StatetheNullHypothesisandtheResearch HypothesisfortheTwo-Groupt-Test. . . . . . . . . . . . . . 84 5.1.4 STEP4:SelecttheAppropriateStatisticalTest. . . . . . . 84 5.1.5 STEP5:DecideonaDecisionRulefortheTwo-Group t-Test. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 84 5.1.6 STEP6:CalculatetheFormulafortheTwo-Group t-Test. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 84 5.1.7 STEP7:FindtheCriticalValueoftinthet-Tablein AppendixE. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 85 5.1.8 STEP8:StatetheResultofYourStatisticalTest. . . . . . 86 5.1.9 STEP9:StatetheConclusionofYourStatisticalTest inPlainEnglish!. . . . . . . . . . . . . . . . . . . . . . . . . . . . . 86 5.2 Formula#1:BothGroupsHaveaSampleSizeGreater Than30. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 90 5.2.1 AnExampleofFormula#1fortheTwo-Group t-Test. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 91 5.3 Formula#2:OneorBothGroupsHaveaSampleSizeLess Than30. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 98 5.4 End-of-ChapterPracticeProblems. . . . . . . . . . . . . . . . . . . . . . 105 References. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 107 6 CorrelationandSimpleLinearRegression. . . . . . . . . . . . . . . . . . 109 6.1 WhatIsa“Correlation?”. . . . . . . . . . . . . . . . . . . . . . . . . . . . . 109 6.1.1 UnderstandingtheFormulaforComputing aCorrelation. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 114 6.1.2 UnderstandingtheNineStepsforComputing aCorrelation,r. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 114 6.2 UsingExceltoComputeaCorrelationBetween TwoVariables. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 116 6.3 CreatingaChartandDrawingtheRegressionLine ontotheChart. . . .. . . .. . . .. . . .. . . .. . . .. . . .. . . .. . . .. 121 6.3.1 UsingExceltoCreateaChartandtheRegression LineThroughtheDataPoints. . . . . . . . . . . . . . . . . . . . 123 6.4 PrintingaSpreadsheetSoThattheTableandChartFit ontoOnePage. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 131 6.5 FindingtheRegressionEquation. . . . . . . . . . . . . . . . . . . . . . . 132 6.5.1 InstallingtheDataAnalysisToolPakintoExcel. . . . . . 133 6.5.2 UsingExceltoFindtheSUMMARY OUTPUTofRegression. . . . . . . . . . . . . . . . . . . . . . . . 136 6.5.3 FindingtheEquationfortheRegressionLine. . . . . . . . 139 6.5.4 UsingtheRegressionLinetoPredictthey-Value foraGivenx-Value. . . . . . . . . . . . . . . . . . . . . . . . . . . 140 6.6 AddingtheRegressionEquationtotheChart. . . . . . . . . . . . . . 141 6.7 HowtoRecognizeNegativeCorrelationsintheSUMMARY OUTPUTTable. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 144 6.8 PrintingOnlyPartofaSpreadsheetInsteadoftheEntire Spreadsheet. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 144 6.8.1 PrintingOnlytheTableandtheChartonaSeparate Page. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 145 6.8.2 PrintingOnlytheChartonaSeparatePage. . . . . . . . . . 145 6.8.3 PrintingOnlytheSUMMARYOUTPUT oftheRegressionAnalysisonaSeparatePage. . . . . . . 146 6.9 End-of-ChapterPracticeProblems. . . . . . . . . . . . . . . . . . . . . . 146 References. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 152 7 MultipleCorrelationandMultipleRegression. . . . . . . . . . . . . . . 153 7.1 MultipleRegressionEquation. . . . . . . . . . . . . . . . . . . . . . . . . 153 7.2 FindingtheMultipleCorrelationandtheMultiple RegressionEquation. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 156 7.3 UsingtheRegressionEquationtoPredict FIRST-YEARGPA. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 161 7.4 UsingExceltoCreateaCorrelationMatrixinMultiple Regression. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 161 7.5 End-of-ChapterPracticeProblems. . . . . . . . . . . . . . . . . . . . . . 165 References. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 170 8 One-WayAnalysisofVariance(ANOVA). . . . . . . . . . . . . . . . . . . 171 8.1 UsingExceltoPerformaOne-WayAnalysisofVariance (ANOVA). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 173 8.2 HowtoInterprettheANOVATableCorrectly. . . . . . . . . . . . . 175 8.3 UsingtheDecisionRulefortheANOVAF-Test. . . . . . . . . . . 176 8.4 TestingfortheDifferenceBetweenTwoGroupsUsingthe ANOVAt-Test. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 177 8.4.1 ComparingClinicAvs.ClinicCinTimeRequiredto ConductanInitialVisitUsingtheANOVAt-Test. . . . . 178 8.5 End-of-ChapterPracticeProblems. . . . . . . . . . . . . . . . . . . . . . 182 References. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 187 Appendices. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 189 AppendixA:AnswerstoEnd-of-ChapterPracticeProblems. . . . . . . 189 AppendixB:PracticeTest. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 223 AppendixC:AnswerstoPracticeTest. . . . . . . . . . . . . . . . . . . . . . . 235 AppendixD:StatisticalFormulas.. . . . .. . . . .. . . . .. . . . .. . . . .. 245 AppendixE:t-Table. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 247 Index. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 249

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