review of the workflow of data analysis using stata

review of the workflow of data analysis using stata

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时间:2018-02-11

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1、TheStataJournal(2009)9,Number1,pp.158–160ReviewofTheWorkflowofDataAnalysisUsingStata,byJ.ScottLongAlanC.AcockDepartmentofHumanDevelopmentandFamilySciencesOregonStateUniversityCorvallis,ORalan.acock@oregonstate.eduAbstract.ThisarticlereviewsTheWorkflowofDataAnalysisUsingStata,byJ.ScottLong.Keywords:

2、gn0044,dataanalysis,workflow,datamanagement,wdaus1IntroductionTheWorkflowofDataAnalysisUsingStata(Long2008)isamustreadforeveryStatauser.Thebookdefiesasimpledescription.ItisnotasubstituteforStata’sownreferencemanualsondatamanagementorprogramming,butmostreaderswillkeepWorkflowhandyasareferencebookforwh

3、entheycannotrememberhowtodosomething.Itisagreatsupplementalbookforstatisticscoursespreciselybecausesuchcoursesrarelyspendmuchtimeonthetopicsthisbookcovers—topicsthatstudentsneedtoknowtobeeffectiveStatausers.Workflowisareflectionofwhataseniorscholarhaslearnedaboutwhathappensaswemovefromrawdatatoapubl

4、ishedreport.Workflowpresentsmanyguidelinesandfewreaderswillagreewithallofthem.Manyoftheguidelinesmayseemobvioustoexperiencedusers,butthisisonlybecausetheywerelearnedthehardway.Forexample,onpage143Longwrites,“Neverchangeavariableunlessyougiveitanewname.”Thoseofuswhohave,onoccasion,ignoredthisadvice

5、learneditsimportancewhenapivotalvariablewasirreparablydestroyed.IfearthatsomebeginningStatauserswhoreadsuchguidelinesarelikelytoignorethem.Longminimizesthisriskbyshowingthelikelyconsequencesofignoringmanyofhisguidelines.Seeingthedamagethatcanbedonebyignoringhisadviceencouragescloserattentiontoall

6、theguidelines.Howthebookisbestuseddependsonthereader.Mybeginninggraduatestudentswillbetoldtoreadtheentirebookandtorereadtherelevantsectionsbeforeaskingmetosolveaproblem.(Thinkofhowoftenyouhavehadtoexplainalooptoabeginningstudent,one-on-one.)Whoeverhastheresponsibilityoforganizing,cleaning,andmana

7、gingdatasetsforaprojectshouldreadtheentirebookand,hopefully,followmanyoftheguidelines.Dataanalystswhoareworkingonaprojectthathasawell-manageddatasetcanreadthebookselectivelybutwilllearntoappreciatethecriticalroleofthed

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