Experiments,surveys,measurements,andobservationsallgeneratedata.Thesedatacanprovideusefulinsightsforsolvingproblems,guidingdecisions,andformulatingstrategy.Progressingfromrelativelyunprocesseddatatoinsight,anddoingsoefficiently,reliably,andconfidently,doesnotcomeeasily,andyetgaininginsightsfromdataisafundamentalskillforscienceaswellasmanyotherfieldsandoftenoverlookedinmosttextbooksofstatisticsanddataanalysis.Thisaccessibleandengagingbookprovidesreaderswiththeknowledge,experience,andconfidencetoworkwithdataandunlockessentialinformation(insights)fromdatasummariesandvisualisations.Basedonaprovenandsuccessfulundergraduatecoursestructure,itchartsthejourneyfrominitialquestion,throughdatapreparation,import,cleaning,tidying,checking,double-checking,manipulation,andfinalvisualization.Thesebasicskillsaresufficienttogainusefulinsightsfromdatawithouttheneedforanystatistics;thereisenoughtolearnaboutevenbeforedelvingintothatworld!Thebookfocusesongaininginsightsfromdataviavisualisationsandsummaries.ThejourneyfromrawdatatoinsightsisclearlyillustratedbymeansofacomprehensiveWorkflowDemonstrationinthebookfeaturingdatacollectedinareal-lifestudyandapplicabletomanytypesofquestion,study,anddata.Alongtheway,readersdiscoverhowtoefficientlyandintuitivelyuseR,RStudio,andtidyversesoftware,learningfromthedetaileddescriptionsofeachstepintheinstructionaljourneytoprogressfromtherawdatatocreatingelegantandinformativevisualisationsthatrevealanswerstotheinitialquestionsposed.Thereareanadditionalthreedemonstrationsonline!InsightsfromDatawithRissuitableforundergraduatestudentsandtheirinstructorsinthelifeandenvironmentalsciencesseekingtoharnessthepowerofR,RStudio,andtidyversesoftwaretomasterthevaluableandprerequisiteskillsofworkingwithandgaininginsightsfromdata.
import measurements study surveys CHECKING CLEANING DATA EXPERIENCE EXPERIMENTS Experiments IMPORT INSIGHTS MEASUREMENTS STUDY SURVEYS checking cleaning experience
