LEEDS INSTITUTE TEACHING EXCELLENCE for A STRATEGY TO ENHANCE CONCEPTUAL UNDERSTANDING USING ACTIVE LEARNING Project Report Nimesh Mistry
LITE 2017 Teaching Excellence Project Leader Report
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LEEDS INSTITUTE TEACHING EXCELLENCE
for
A STRATEGY TO ENHANCE CONCEPTUAL UNDERSTANDING USING ACTIVE LEARNINGProject Report
Nimesh Mistry
PATRICKSON | Mobilising the curriculum
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LITE creates a sector-leading community of excellence in teaching practice and scholarship.
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TableofcontentsExecutivesummary 5Listoftablesandfigures 61.Introduction 7 1.1Howimportantisthediscipline-specificpedagogydomain? 82.Projectaims 9 2.1Activelearningtemplate 9 2.2Aims 103.Methodology 12
3.1Methodstomeasureconceptualunderstanding 12 3.2Designanddeliveryofdiagnostictests 13
3.3Methodforanalysingdiagnostictests 14 3.3.1Interpretation 14
3.3.2Codingandscoring 15 3.3.3Rankingandclustering 15 3.3.4Clusteranalysis 15 3.3.5Cross-sectionalanalysis 15 3.4Validationofthemethodology 154.Reactivitytopic|resultsanddiscussion 16 4.1OrganicChemistry 16 4.2ResultsfromtheReactivitydiagnostictests 16 4.3Designingactivelearningworkshopsfortertiarylevelconcepts 17 4.4Deliveringactivelearningworkshopsfortertiarylevelconcepts 18 4.5Determiningthesuccessoftheactivelearningworkshops 19 4.6SummaryoftheactivelearningstrategyappliedtoReactivity 195.MolecularShapetopic|resultsanddiscussion 20 5.1MolecularShape(stereochemistry) 20 5.2ResultsfromMolecularShapediagnostictests 20 5.3Developingactivelearningresourcesfor3Dspatialreasoning 21 5.4Creatingafreeonlinetooltotranslatebetween2Dand3D representations 21 5.5CreatingatextbooktoteachMolecularShape 226.Conclusions 23 6.1Futurework 23
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References 25Appendices 27 AppendixA|SummaryofconceptsusedforbothReactivityand MolecularShapediagnostictests § 27 AppendixB|Exampleoftheanalysismethodology 28 AppendixC|ResultsfromReactivitydiagnostictests 29 AppendixD|Timelineofprojectobjectivesandimpact 30 AppendixE|Summaryofprojectdissemination 31Abouttheauthorandacknowledgements 32
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ExecutivesummaryOverview
AstudybyFreeman(2014)showedthatactivelearninginSTEMsubjectsleadstohighergradesand
lower failure rates. However, active learning is only successful when challenging students’
misconceptionsaboutscientificphenomena(OrtizandHeron2005;HunterandHeron2013).
Thisprojectaimstodevelopastrategyforusingactivelearningthattranslatesacrossdisciplinesand
can be applied in different teaching environments. The key feature of this strategy is that it first
identifiesstudentmisconceptionsofagiventopic,thenusesanactivelearningactivitythatspecifically
challenges those misconceptions (below). The context for this study was organic chemistry (the
chemistryofcarbon-basedmolecules).
Activelearningtemplatetoimproveconceptualunderstanding
Keyfindings
• Students relyon simpler concepts they learn in secondaryeducation to solveproblems in
chemistry.
• Activelearningapproachestoteachmorecomplicatedconceptsintertiaryeducationshould
firstexposethelimitationsofsimplermodelsfromsecondaryeducation.
• Studentsemployalgorithmicapproacheswhenusingspatialreasoningtotranslatebetween
2Dand3Drepresentationsofmolecules.
• Activelearningapproachestoteachspatialreasoningcontainexplicitinstructionsofhowto
use3Dmodelstotranslatebetweenrepresentations.
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ListoftablesandfiguresFigure1|Domainsofactivelearning 7Figure2|Studentmisconceptionsaboutbalancingobjects 8Figure3|Activelearningtemplatetoimproveconceptualunderstanding 9Figure4|Exampleoforganicmoleculesreacting 10Figure5|Exampleofanorganicmoleculein3dimensions 11Figure6|Summaryofhowdiagnostictestsweredelivered 13Figure7|Studentsmusttranslatebetween2Dand3Drepresentations 20Figure8|Exampleofanalysismethodologyappliedtoquestion1of
Reactivitytest 28Table1|Summaryofmethodsusedtodiagnosestudentlearning 12Table2|NumberofresponsesforbothReactivityandMolecularShapetests 14Table3|SummaryofconceptsusedinReactivitydiagnostictest 27Table4|SummaryofconceptsusedinMolecularShapediagnostictest 27Table5|Breakdownofconceptsineachquestionandwhethertheyaretaughtinsecondaryortertiaryeducation 29
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1.IntroductionActivelearningisaninstructionalmethodthatengagesstudentsintheirlearningduringclasstime.It
is considered to be a student-centred teaching method where students are required to perform
meaningfullearningactivitiesinthepresenceofateacher.Thisisincontrasttotraditionalformsof
teachingwheretheteacherwilldelivermaterialinadidacticformatwhilstthestudentsarepassive
recipientsofthisinformation.
AstudybyFreeman(2014)comparingtraditionaltoactive learningapproaches inSTEMeducation
found that active learning improved performance amongst all students. The improvement was
particularlyeffectivewiththelowerquartilewiththesestudents1.5timeslesslikelytofailasaresult
of active learning. Active learning also reduces the achievement gap between students from
disadvantagedandnon-disadvantaged students (HaakandFreeman,2011).Whilst researchactive
learningforthisproject,authorshavefoundthatmuchoftheexistingresearchcouldbegroupedinto
oneoffourdomains(Figure1).
Figure1:Domainsofactivelearning.
Thefirstdomainconsidersthelearningspacesthathavebeendevelopedtofacilitateactivelearning.
TheseincludeinteractivelecturetheatressuchasRogerStevenslecturetheatre18andMechanical
EngineeringlecturetheatreBattheUniversityofLeeds.Theseconddomainconsidersgenericmodels
foremployingactivelearningsuchastheflippedmodelandpeerinstruction.Thesearemodelsthat
considergeneralprinciplesofstudentlearningsuchasconstructivismwhichappliestoallstudents,
nomatterthesubjecttheyarestudying.Thethirddomainistechnologicalapproachessuchasclickers
andlecturecapturethatallowstudentstoengagemoreinanactivelearningclassroom.Thefourth
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andfinaldomainconsidersthedisciplinethatactivelearningisbeingusedwithin.Thisisimportant,
yetoftenunderrepresenteddomainwithintheactivelearningliterature.
1.1Howimportantisthediscipline-specificpedagogydomain?
Heron showed that active learning which did not address student misconceptions showed no
improvement,howeverthosedidwereparticularyeffective(OritzandHeron,2005;CloseandHeron,
2013).Byapplyingdiscipline-specificconsiderationsHeronwasabletosuccessfullyuseactivelearning
toimprovestudentunderstanding.
Figure2:Studentsmisconceptionsaboutthebalancingobjectsremainedaftercertaintypesofactive
learning.Onlybyunderstanding theoriginsof themisconceptions could successful active learning
tasksbedeveloped(OritzandHeron,2005).
Wereasonthatthosewhowishtouseactivelearningintheirteachingneedtoconsiderdiscipline-
specificpedagogyalongsidetheotherdomainsforittobesuccessful.If,likeintheauthor’sownfield
(organicchemistry),there is littleexisting literatureofstudentmisconceptions,thresholdconcepts
andotherdifficultieswithinthediscipline,designingactivelearningtaskwouldbechallenging.
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2.Projectaims2.1Activelearningtemplate
Anactivelearningtemplatehasbeendesignedthatpractitionerscouldusetodevelopactivelearning
taskswhichwillimprovestudents’conceptualunderstanding.Thetemplateisalsodesignedsothatit
couldbeappliedinanysubject(Figure3).
Figure3:Activelearningtemplatetoimproveconceptualunderstanding
Diagnose –The first stageof theprocess is todiagnosestudent learningwithin thedisciplineand
identify student difficulties. This provides the foundation uponwhich the practitioner can design
activelearningtasks.Tomeetthisgoalanovelmethodfordiagnosingstudentlearningisneededthat
isbothreliablebutalsobeeasytoimplementandanalyse.
Design–Thesecondstageisthedesignofactivelearningmethodsthatwilltargetspecificlearning
difficulties.Herethepractitionermaywanttoconsideranappropriatetheoreticalframeworkinthe
design. For example, the conceptual change model (Duit and Treagust, 2003) stipulates that for
students to learn a concept theymust be dissatisfiedwith oldways of thinking; the newway of
thinkingmustbeintelligible;andthenewwayofthinkingmustbefruitfultolearn.Theactivelearning
taskshouldbedesignedtofollowthetheoreticalframeworkforittobeeffective.
Deliver–Thethirdstageistoincorporatethedesignedactivitiesintoteaching.Byconsideringstudent
difficultiesanddesigningactivelearningaroundthem,theuseofactivelearningwillbemoreeffective.
Evaluationoftheactivelearningtaskcanbeachievedbyrepeatingthediagnostictestwiththegroups
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thathavecompletedtheactivelearningtaskagainsttheearliercohortswhoareusedasthecontrol
group.
2.2Aims
ProjectAim1–Designatemplateforusingactivelearningthatcouldbeappliedacrossdisciplines.
The first aim was to develop and refine the template, and showcase its effectiveness (proof of
concept).Thiswouldbeachievedthroughitsapplicationtowardsaspecificdiscipline.
ProjectAim2–Applythetemplatetowardstwotopicsinchemistryeducation.
There is little research in the area of conceptual understanding in tertiary chemistry education,
particularlyinaUKhighereducation.Thisprovidesanappropriatesubjecttoapplythetemplatewhilst
alsogainingabetterunderstandingastowhystudentsfindtopicswithinthisdisciplinedifficult.
Thefirstchemistrytopicisfundamentalreactivityinorganicchemistry.Thisisatopicwherestudents
apply fundamental concepts of how carbon-based molecules reacts. In many chemistry degree
programmes,theseconceptsaretaughtinthefirstyear.Fortheremainderofthisreportthistopic
withbereferredtoasReactivity.
Figure4:ExampleoforganicmoleculesreactingwhichformspartoftheReactivitytopic
The second topic is stereochemistry in organic chemistry. This is a topic where students learn
propertiesofmoleculesthatarisefromtheir3Dshapes.Fortheremainderofthisreportthistopicwill
bereferredtoMolecularShape.
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Figure5:ExampleofanorganicmoleculeinthreedimensionswhichstudentslearnfortheMolecular
Shapetopic.
Theremainderofthereportwilldiscusstheworkcarriedouttoachievethesetwoaims.Thenext
sectionwill discuss themethodology thatwasdeveloped todiagnose student understanding. The
following sectionswill discuss the active learning templates applied to the two topics in separate
chapters.
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3.Methodology3.1MethodstomeasureconceptualunderstandingForthistemplatetobepractitioner-friendly,amethodofdiagnosingstudentunderstandingofatopic
wasneededwhichwouldprovideanoverviewofstudentunderstandingfromacohortandcouldalso
beeasilyimplemented.Avarietyofexistingmethodshavebeenusedinchemistryeducationresearch.
ThestrengthsandlimitationsofeachmethodsissummarisedinTable1.Noneoftheexistingmethods
satisfied all the requirements that was needed for this project so a bespoke methodology for
diagnosingconceptualunderstandingwasdeveloped(Bretz,2014).
Method Advantages DisadvantagesInterviews(e.g.Bhattacharyya,2014)
Providesdepthofconceptualunderstanding.Showslinkingofmultipleconcepts.
Smallsamplesizeandtime-consumingtoperform.
ConceptInventories(e.g.Mulford2002)
Validatedinstrumentsformeasuringconceptualunderstanding.
Unavailableformanytopics.Cantakeyearstodevelopandvalidateaconceptinventory.Studentsmustcompleteallitemsforvalidity(time-consuming).Mayonlymeasuresingleconcepts.
Analysisofexaminationquestions(e.g.BodéandFlynn,2015)
Largesamplesize. Unabletodistinguishconceptualunderstandingandalgorithmiclearningduetohighstakesassessment.Issueswithobtainingethicalapproval.
Conceptmapping(e.g.AnvovinoandBretz,2016)
Providesdepthofconceptualunderstanding.Showslinkingofmultipleconcepts.
Impracticalduetoamountoftimerequiredforcompletion.
Table1:Summaryofmethodsusedtodiagnosestudentlearninginchemistryeducation.
Themethodologywedevelopedforuseinthistemplatehassomeoftheadvantageswhicharegained
fromusingquantitativemethods (e.g. large scale sampling)blendedwith someof theadvantages
gainedfromofqualitativemethods(e.g.richdepthofdata).
Diagnostic tests were used to gain large scale data which could be analysed using quantitative
methods. The answers of the test were free form so that students could provide explanations
alongsidestructuresandreactionmechanisms.Thiswouldallowstudentstogiverichdata intheir
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answers, showing how they understand multiple concepts in unison which allowing qualitative
methodsofanalysiscouldbeemployed.
3.2DesignanddeliveryofdiagnostictestsAdiagnostictestwasdevelopedforeachtopicwitheachtestcontaining6items.FortheReactivity
teststudentsquestionswerestructuredsotheyhadtoapplymultipleconceptswhenexplaininghow
organicmoleculesreact(summarisedinAppendixA).FortheMolecularshapetopic,eachquestion
wasstructuredsostudentshadtotransferbetween2dimensionaland3dimensionalrepresentations
oforganicmolecules,(summarisedinAppendixA).
Each testwasdelivered to cohortsof studentswhohadbeen taught thematerial previously, and
wouldberequiredtoapplythismaterialinacoursetheywerecurrentlystudying.Thisallowedtous
toalsousethetestsateachingtoolandencourageparticipation.Feedbackwasgiventotheentire
cohortandtoindividualswhochosetogivetheirpersonaldetails.
Figure6:Summaryofhowthediagnosticstestsweredelivered.
Testswerealsodeliveredduringperiodsoftheacademicyearwhenstudentswouldnotbepreparing
for upcoming examinations. Thiswas to reduce the possibility of responses driven by algorithmic
learning rather than conceptual understanding. Each student was randomly assigned one of the
diagnostictestquestionstocompleteandgiven10minutestocomplete.
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DiagnosticTest
Cohort Date Course Numberofresponses
Responsesperitem
Reactivity
Year2Leeds Autumn2016 Compulsory 133 17-26Year2Leeds Autumn2017 Compulsory 106 16-19Year4Warwick Autumn2017 Optional 26 4-5
Total 265 37-50
MolecularShape
Year2Leeds Spring2016 Compulsory 55 7-12Year4Leeds Spring2016 Optional 34 4-7Year4Leeds Spring2018 Optional 38 5-7Year4Warwick Autumn2017 Optional 22 4-5
Total 149 20-31
Table2:NumberofresponsesforbothReactivityandMolecularShapediagnostictests.
Overallweresatisfiedthatthisapproachsatisfiedourrequirementstodevelopamethodofmeasuring
conceptualunderstandinginawaythatwas‘lighttouch’initsapproachandalsoprovidedthescale
anddepthofinformationrequired.
3.3MethodforanalysingdiagnostictestsThemethod for analysing the responseswere developed using thematic analysis as a framework
(BraunandClarke,2006).Ablendquantitativeandqualitativeapproacheswastakentoanalysethe
data to reflect thebalanceof outcomeswewanted to achieve.Qualitativemethods revealed the
complexnatureofconceptualunderstandingwhilstquantitativemethodsallowsustointerpretthe
scaleandsignificanceofconceptualunderstandingacrossacohort,degreeprogrammeorevenacross
institutions(seeAppendixBforanexample).Ouranalysiscanbedividedintoanumberofstages.
3.3.1.InterpretationTo ensure validity in our interpretation of student results, each response was transcribed
independently by two of the researchers. Each transcription was compared with one another.
Agreementbetweenthetwotranscriptionssignifiesavalidinterpretationofthestudentanswerand
thosewithoutagreementpromptedfurtherdiscussion.
Before discussion the agreement across all answers was 84%. This rose to 95% after discussion
revealedthemajorityofdifferencesweresimplydifferingwordingsofthesameinterpretation.For
theremaining5%therewasnoagreementsotheseinterpretationswerenottakenforward.
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3.3.2.Codingandscoring
Codesweregeneratedforeachdiagnostictestquestionwhichcorrespondedtoaparticularconcept
or aspect of answering the question. These were generated in an implicit manner using student
responses.Eachconceptwasgivenascoreof+/-1.
3.3.3.RankingandclusteringStudentresponseswererankedbyscore.Asexpectedstudentswithhigherscorescorrectlyapplied
more concepts than thosewith lower scores. The value of this quantitative approachwas that it
revealedclustersofstudentswhowerecorrectlyorincorrectlyapplyingcertainconcepts.
3.3.4.ClusteranalysisTheresponsesineachclusterwereanalysedagainbutnowinterpretedinaqualitativemanner.Within
eachclusterthemeswereidentifiedbytheresearchers,i.e.studentsineachclusterwererevealing
thesameconceptualunderstanding.
3.3.5.Cross-sectionalanalysisFinally clusters and themeswere compared across questions. Comparing clusters across different
questions revealed similar responses in each question. As with the previous step this helped to
developoverarchingthemesinouranalysis.
3.4ValidationofthemethodologyWerecentlyconductedstudentinterviewsofthediagnosticquestionstovalidateourinterpretations.
Pleasingly,whenstudentsdiscussedtheirthoughtprocessestheymatchedourinterpretationsofthe
test results. Overall method that we developed validated its purpose for identifying conceptual
understandingacrossalargenumberofstudents.Whenconsideringthatclustersofstudentswere
givingthesameresponsesacrossdifferentyeargroupsthenitislikelythatsimilarlevelsofconceptual
understandingormisconceptionsarebeingapplied.Thefindingsfromeachtopicanditsapplication
towardstherestofthestrategywillbediscussedinthefollowingsections.
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4.Reactivitytopic|resultsanddiscussion4.1OrganicchemistryOrganicchemistryisatopicthatistraditionallyseentobehardtolearn(Graulich,2015).Amongstthe
difficulties encounter, one is the requirement to usemultiple conceptswhen solvingmechanistic
problems(CartretteandBodner,2010).Tothenoviceitcanalsoappearthatthemasteryisachieved
bylearninglotsof information,howevertherealityisthatafewunderlyingconceptsunderpinthe
majorityofchemicalreactions.Novicestendtousesurfacefeaturestomakeconnectionsbetween
structure and reactivity whilst experts use these concepts to make deep underlying connections
(GallowayandFlynn,2018).Itisimportantforstudentstounderstandandapplythematerialinthe
samewayasexpertsasitthiswillleadtoimprovedperformanceinthesubject(Frey,2017).
4.2ResultsfromtheReactivitydiagnostictestsClusteringofresultsduringthequantitativeanalysisallowedresponsestobeclassifiedinto3general
groups(AppendixCforadetailedbreakdown).
1. Correctanswers:Aanswerwhereallormostoftheconceptswerecorrectlyused.
2. Partiallycorrectanswers:Thesefollowedthepatternwheresomeconceptswerecorrectly
usedbutotherswereincorrectornotusedatall.
3. Incorrect answers: The initial concepts needed were used incorrectly and the following
conceptswerenotused.
Student fromLeedswhocompletedthetests inautumn2016and2017showedsimilarresults for
questions1-4ofthediagnostictest,whethertheiranswerswerecorrect,partiallycorrectorincorrect.
Thissuggeststhatstudentshavespecificlevelsofunderstandingthatisindependenttotheteaching
theyhavereceivedinyear.
Initialanalysisofquestion5and6fromthe2016cohortconcludedthatthestructureandwordingof
thequestionsweretooambiguousforstudents,hencetheirresultswerenotanalysedfurther.These
questionsweremodifiedforthe2017cohort.
Question1andquestion3oftheReactivitytestaskedstudentstoapplytheirunderstandingtothe
sametypeofchemicalreactionandsotheyproducedthesametypeofcorrect,partiallycorrectand
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incorrectanswers.Inalltypesofanswerstudentswouldapplyelectronegativity,aconceptintroduced
insecondaryeducation,toanswerthequestion.Thisconceptprovidesapartiallycorrectanswerif
correctlyused,howeverbutsomestudentsusedtheconcept incorrectly.FMOtheory isaconcept
introduced in tertiary education that could have also been applied instead of electronegativity
(secondaryconcept)togetthefirstpartoftheanswercorrectbutthiswasnotusedbyanygroupof
students. Partially correct students only applied electronegativity (secondary concept) whereas
studentswhoachievedthefullycorrectansweralsoappliedeitheracid-basetheory(tertiaryconcept)
orresonance(tertiaryconcept).
Question2wasgenerallywellanswered.Herestudentscouldusejustoneconcepttogetthecorrect
answer instead of having to apply a number of different concepts, hence the question could be
deemed to be easier. Some students gave partially correct answers by providing the correct
mechanismsbutforthewrongcompounds.Itwasthoughtthatthesewereanswersduememorisation
oftheanswersbutnoconceptualunderstandingtoapplytothecorrectchemicalreaction.
Question4gaveaverysimilarpatternof results toquestions1and3.Almostall studentsapplied
electronegativity (secondary concept) correctly to answer the first part of the chemical reaction.
However,toachievethefullycorrectanswertertiaryconceptswereneededinthesecondpartofthe
chemicalreaction.Heremoststudentsfailedtoapplythetertiaryconceptsleavingtheirresponsesas
partiallycorrect.Infact,thepartiallycorrectchemicalreactionsareexactlywhatistaughtinsecondary
educationandwouldbefullycorrectatthatlevel.
Acrosstheanswerstothesefourquestionsageneralthemebegantoemergewherebystudentswere
consistentlyapplyingtheconceptstaughttotheminsecondaryeducation.A lackofapplicationof
tertiaryconceptsledtoourconclusionthatstudentshadapoorunderstandingoftheseconcepts.We
alsoreasonedthatthiswaslinkedtotheirrelianceonconceptstaughtatthesecondarylevel.
4.3DesigningactivelearningworkshopsfortertiarylevelconceptsInthemajorityofanswersstudentswerereliantonsecondaryconceptstounderstandfundamental
organicreactionswhethertheyarecorrect,incorrectorpartiallycorrectresponses.Thereasonmore
complicatedconceptsareintroducedinhighereducationisthatthesesimplerconceptsbreakdown
andsohigherlevelsofunderstandingareneeded.Thestrategyofbreakingdownsimplermodelsto
introducemorecomplicatedmodels iscommonpractice indevelopingconceptsscienceeducation
andonethatstudentswillhaveencounteredthroughouttheirstudies.
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Tohelpstudentsunderstandthetertiarylevelconceptswedecidedtoapplytheconceptualchange
framework(DuitandTreagust,2003)appliesthemodelorbreakingdownoldconceptstolearnnew
ones. The framework states that for students to change or adapt their conceptual thinking, new
conceptsmustbeintroducedthroughthefollowingsteps:
1. Becomedissatisfiedwiththeoldwaysofthinking
2. Presentnewconceptsinanintelligibleway
3. Appearfruitfultolearnnewconcepts
Active learning tasks were developed in the form of problem-based learning workshops where
studentswouldgiveninformationandstructuredquestionsrelatingtovariousconcepts.Becausethe
understandingoftertiaryconceptswaslinkedtosecondaryconcepts,thefirstpartoftheworkshop
wouldfocusonexposingthe limitationsof thesecondaryconcepts (conceptualchangeframework
step1)with specificquestions. Tertiary conceptswould thenbe introduced (step2) and students
wouldworkthroughquestionsthatcouldonlybeansweredusingthetertiaryconcepts(step3).
4.4DeliveringactivelearningworkshopsfortertiarylevelconceptsManyof these concepts are first introduced in CHEM1000 ‘An introduction tomodern chemistry’
whichrunsasa20creditmoduleinsemester1.Forthedurationofthismodule,1hourworkshops
aredeliveredonaweeklybasistocomplementthelectures.Theorganicchemistrylecturesaretaught
byProfessorPaulTaylorwhoafterdiscussionofdiagnostictestresultsagreedtousetwoofthese
workshopsforouractivelearningtasks.
The first workshop was themed around the structure of the carbonyl functional group. In this
workshopstudentswoulduseelectronegativity(secondaryconcept),FMOtheory(tertiaryconcept)
and resonance (tertiary concept) to solve problems with the emphasis on why FMO theory and
resonanceisneededtohaveafullunderstandingofstructure.
Thesecondworkshopwasthemedaroundatypeofreactivityexhibitedbythecarbonylfunctional
group.Theimportanceofresonance(tertiaryconcept)wasreinforcedwhilstacid-basetheory(tertiary
concept) was also introduced. Again, the workshop highlighted why electronegativity (secondary
concept)onlygivespartialunderstandingofitsreactivity.
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4.5DeterminingthesuccessoftheactivelearningworkshopsThese students completed theirCHEM1000examination in January. Their results relating to these
conceptswillbeanalysed.Thestudentswillalsocompletethesamediagnostictestsarethe2016and
2017cohortsinautumn2018.Theirresultswillbecomparedtothe2016/17cohortswhowillactasa
controlgroup.
4.6SummaryoftheactivelearningstrategyappliedtoReactivityTosummarise,wehaveappliedthestrategytothetopicofReactivityinorganicchemistry.Ourkey
findings from thediagnostic testswere that students reliedon concepts learnt in their secondary
education to understand the reactivity of organic molecules to mixed success. To help them
understand concepts taught in tertiary chemistry education, which would ensure improved
understandingofthereactivityoforganicmolecules,weappliedtheconceptualchangeframeworkto
designworkshopsthatexposethelimitationsofusingthesesimplermodels.Theseweredeliveredin
themoduleCHEM1000whichintroducesthesestudentstotheseconcepts.
Weareinterestingininvestigatingifthisthemeofusingsecondary-levelconceptsisalsoappliedin
otherUKhighereducationchemistrydepartments,andifthislinkstopoorunderstandingoftertiary
conceptsasshownwithstudentsfromtheUniversityofLeeds.WehavepartneredwiththeUniversity
ofWarwickandUniversityofYorktoanalysetheirstudents’responses.Todatewehavedatafroma
cohort ofWarwick students withmore data from both institutions to be received in the coming
months. If there is a similarpatternemerging then it shedsnew lightofhowwe teach chemistry
conceptsacrosssecondaryandtertiary levelwith implicationsofhowwedesignthecurriculumat
bothlevels.
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5.Molecularshapetopic|resultsanddiscussion5.1MolecularShape(stereochemistry)Molecularshape(orstereochemistryasit’stechnicallyknown)requiresstudentstounderstandthe
propertiesofmoleculesusing3D-spatialreasoning.Oneofthemostdifficulttasksforstudentstodo
istranslatebetweentheserepresentations(VlacholiaM,2017).Whenstudentsaregiveninstruction
ofusing3Dmodelsofmolecules,eitherinaphysicalorcomputationalform,theirperformanceon
Molecular Shape improves (Stull 2016). Other attempts to improve performance encourages
algorithmicapproachesthatbypass3Dspatialthinking(Hutchinson,2017).
Figure7: Studentsmustbeable to translatebetween2Dand3D representationsofmolecules to
understandtheirproperties.
5.2ResultsfromMolecularShapediagnostictestsTestsformolecularshapewerecompletedbytwocohortsofLeedsstudentsindifferentyeargroups
butwhobothreceivedinstructionfromtheauthoronthistopic.Warwickstudentsalsocompleted
thediagnostictests.
Allgroupsofstudentsgaveasimilarpatternofresults.Veryfewstudentsgaveanswersthatwere
completely incorrect. Rather the main differences in answers lay in subtleties which determined
whether the answers were fully correct or partially correct. Nevertheless, these partially correct
resultsrevealedacommonpatternwhichwecoulddetermineaswehadtaughttheLeedsstudents
this topic. Students were given a particular style of instruction of how to translate between
representationsusingexemplarmolecules.Itwasexpectedthatstudentswouldlearnhowtotranslate
betweenrepresentationsusingtheseexampleswhilstalsothinkingabout3Dshapeofthemolecule
sothattheinstructionscouldbeadaptedwhenaskedtoviewmoleculesfromdifferentperspectives.
However,becausethesestudentswerelearningthetranslationsbyroteandwithout3Dthinking,their
answerscontainedconsistentmistakes.
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Manyoftheerrorsfellintoafewcategories:
1. Viewingthemoleculealongthewrongdirectionofthebond.
2. Drawingfunctionalgroupsonthewrongsideofthecentralcarbonatom.
3. Notdrawingbondsfacingforwardsorbackwardswhenneeded.
Whilst thedetailsof instructionwasnotaswell-knownwithWarwickstudents, thesesameerrors
persisted, implying that they too were translating between representations without 3D spatial
thinking.
5.3Developingactivelearningresourcesfor3DspatialreasoningAswiththeReactivitytopic,ourstrategyforactivelearningistohelpstudentsseethelimitationsof
usingtheirexistingapproachestolearnthecorrectapproachwayofthinking.Inthiscasethestrategy
wastoimprovestudents’abilitytotranslatebetweenrepresentationsbyteachingthemhowtouse
3Dmodelsandbyextensionhowtothinkin3D.Molecularmodelscanbeeitherbeintheformof
physical model kits, or computer-based models. Whilst physical models are sometimes given to
students,itisrarethattheybringthesetolecturessousingphysicalmodelswouldbeanunreliable
method. Online resources such as ChemTube3D (www.chemtube3D.com) are available to allow
studentstoviewmoleculesin3Dbuttheycontainlittletonoinstructionofhowstudentsshoulduse
themtotranslatebetweentworepresentations.
5.4Creatingafreeonlinetooltotranslatebetween2Dand3DrepresentationsTobeabletouseactivelearningtoimprove3-dimensionalspatialthinkingitbecameapparentthat
weneededtocreatearesourcethatwouldguidestudentsbetweenrepresentationswitha3Dmodel.
Wedecidedtousecomputationalmodelsasafreeonlineresourceasthiswouldgivemaximumaccess
to students.We are currently workingwith the Technology Enhanced Learning team inMAPS to
achieve this. Once the resource has been created active learning workshops will be created for
studentstoengagewiththeresource.
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5.5CreatingatextbooktoteachMolecularShapeA tutorial textbook has been commissioned by the Royal Society of Chemistry on the topic of
molecularshape,writtenbytheauthorwiththeProfessorPaulTaylorattheUniversityLeeds,and
ProfessorAndrewClarkeandDrRussellKitsonattheUniversityofWarwick.
The textbookwill focus on the problems students facewith 3D representation ofmolecules. The
resultsfromthediagnostictestshavebeenveryusefulinhighlightingtheissuesstudentsfaceandwill
guidethestructureofthebookandtheproblemsforstudentstoworkthrough.Theonlineresources
beingcreatedwillbeusedasaresourcetosupplementthebookaswell.
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6.ConclusionsOverallwehaveachievedthemainaimofthisprojecttopilottheactivelearningtemplateandprove
thatitcanbeusedtoidentifymisconceptionswhichcanbeusedtodevelopactivelearningmethods.
Thetemplatehasbeenrefinedbaseduponourexperienceofapplying it inpractice.Thetemplate
usesanovelmethod fordeterminingmisconceptionsand thresholdconcepts from theanalysisof
diagnostictests.Overarchingthemesofhowstudentsunderstandconceptsofmolecularshapeand
reactivity were discovered from our analysis from students at Leeds, and we are beginning to
investigateifthesefindingsarereplicatedatotheruniversitiestogainanationalpicture.Preliminary
analysisofstudentsattheUniversityofWarwickrevealthattherearesimilaritieswithLeedsstudents
wheninterpretingmolecularshape.
Forthereactivitytopicwediscoveredwasthatstudentsrelyalmostexclusivelyonconceptslearntin
secondaryeducationwhetherthatistoachievethecorrect,partiallycorrectorincorrectanswer.We
hypothesisedthattherelianceonthesesimplermodelstostudentshavingapoorunderstandingof
theconceptstaughtintertiaryeducation.Activelearningworkshopsweredesignedforthemodule
CHEM1000whichusedtheconceptualchangeframework.Thestrategywastohelpstudentsseethe
limitationsofthesesecondaryconceptstothenvalueofthenewconceptintroduced.
Forthemolecularshapetopicwediscoveredthatstudents learnttotranslatebetween2Dand3D
representationsofmoleculesbyalgorithmicmethodswhichmeant incorrect representationswere
produced when looking from different perspectives. Resources are being created that will help
studentsuse3-dimensionalstructuresofmoleculesasawayoftranslatingbetweenrepresentations
intheformofanonlineresourceandatextbookpublishedwiththeRoyalSocietyofChemistry.
6.1Futurework
• Wearecontinuingtoinvestigatethewaysstudentslearninthesetwotopicstoseeifstudents
thesearegeneral issueswhichaffectsall chemistry students irrespectiveof the institution
theyarestudying.
• Theimpactofouractivelearningworkshopswillbemeasuredinthecomingyearswhenthe
studentreachthesamepointintheirstudiesaspreviousstudentswhohavecompletedthe
diagnostictests.
• Boththeonline3Dmolecularresourceandtextbookwillbecomeavailableinthecomingyears
tohelpstudentsvisualisemoleculesin3D.
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• Wewilllooktoapplytheactivelearningstrategyinothersubjectareas.
AdetailedtimelineofthecurrentandfutureobjectivesoftheprojectisavailableinAppendixD.Past
andfutureoutputsareavailableinAppendixE.
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ReferencesAnzovino,M.E.,Bretz,S.L.,2016,Organicchemistrystudents’fragmentedideasaboutthestructureandfunctionofnucleophilesandelectrophiles:aconceptmapanalysis,ChemistryEducationResearchandPractice,17,1019-1029.Bhattacharyya,G.,2014,Trialsandtribulations:studentapproachesanddifficultieswithproposingmechanismsusingtheelectron-pushingformalism,ChemistryEducationResearchandPractice,15,594-609.Bodé,N.E.,Flynn,A.B.,2015,Strategiesofsuccessfulsynthesissolutions:mapping,mechanismsandmore,JournalofChemicalEducation,93,593-604.Braun,V.,Clarke,V.,2006,Usingthematicanalysisinpsychology,QualitativeResearchinPsychology,3,77-101.Bretz S. L., 2014, Designing assessment tools to measure students’ conceptual knowledge ofchemistry,In:ToolsofChemistryEducationResearch,AmericanChemicalSociety,155-168.Cartrette,D.P.,Bodner,G.M.,2010,Non-mathematicalproblemsolvinginorganicchemistry,Journalofresearchinscienceteaching,47,643-660.Close,H.G.,andHeron,P.R.L.,2013,StudentunderstandingoftheapplicationofNewton’ssecondlawtorotatingrigidbodies,AmericanJournalofPhysics,81,458-470.Duit, R., Treagust, D. F., 2003, Conceptual Change: A powerful framework for improving scienceteachingandlearning,InternationalJournalofScienceEducation,25,671-688.Freeman,S.etal,2014,Active learning increasesstudentperformanceinscience,engineeringandmathematics,ProceedingsoftheNationalAcademyofSciences,111,8410-8415.Frey,R.F.,etal,2017,Studentconcept-buildingapproaches:anovelpredictorofsuccessinorganicchemistrycourses,JournalofChemistryEducation,94,1185-1194.Galloway,K.R.,andFlynn,A.B.,2018,[Forthcoming].Acomparisonofhowundergraduates,graduatestudents, and professors organize organic chemistry reactions, Journal of Chemical Education,[Online].[Accessed5March2018].Availablefromhttps://pubs.acs.org/journal/jceda8.Graulich,N.,2015,Thetipoftheiceberginorganicchemistryclasses:howtostudentsdealwiththeinvisible?,ChemistryEducationResearchandPractice,16,9-21.Haak,D.C.,andFreeman,S.,2011,Increasedstructureandactivelearningreducetheachievementgapinintroductorybiology,Science,332,1213-1216.Hutchinson, D. M., 2017, Improving translational accuracy between dash-wedge diagrams andnewmanprojections,JournalofChemicalEducation,94,892-896.Mulford, D. R., and Robinson,W. R., 2002, An inventory for alternative conceptions among first-semestergeneralchemistrystudents,JournalofChemicalEducation,79,739-744.
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Ortiz, L.G., andHeron, P. R. L., 2005, Student understandingof static equilibrium:predicting andaccountingforbalancing,AmericanJournalofPhysics,73,545-553.Stull,A. T.,etal, 2016,Promoting representational competencewithmolecularmodels inorganicchemistry,JournalofChemicalEducation,93,994-1001.VlacholiaM.,2017,Changesinvisual/spatialandanalyticstrategyuseinorganicchemistrywiththedevelopmentofexpertise,ChemistryEducationResearchandPractice,18,763-773.
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AppendicesAppendixA|SummaryofconceptsusedforbothReactivityandMolecularShapediagnostictests
DiagnosticTest Concept Question1 2 3 4 5 6
Reactivity
Electronegativity X X X X X XStructure(stability) X X X Sterics X Resonance X X XAcid-Basetheory X X FMOtheory X X X X Stereochemistry X
Table3:SummaryofconceptsusedinReactivitydiagnostictest.
DiagnosticTest Concept Question1 2 3 4 5 6
Molecularshape
Enantiomers X X Diastereomers X Sterics X X 2Dto3Drepresentation X X X 3Dto2Drepresentation X X3Dvisualisation X X X X X X
Table4:SummaryofconceptsusedinMolecularShapediagnostictest.
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AppendixB|Exampleoftheanalysismethodology
Figure8:Anexampleoftheanalysismethodologyappliedtoquestion1oftheReactivityconceptquiz.Theleft-handportionshowsthequantitativeanalysisthatwasusedtoclusterstudentresponses.Thegreen (correct)and red (incorrect) segments indicate thecorrector incorrectuseofeachconceptrespectively.Qualitativeanalysisshowedresponsesineachclusterwerethesame,implyingstudentshadthesamelevelofunderstandingwithineachcluster.
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AppendixC|ResultsfromReactivitydiagnostictestsResultsfromReactivitydiagnostictestsfromLeeds2016studentsshowshowstudentsconsistentlyapplyconceptslearntinsecondaryeducation,whilstthosetaughtintertiaryeducationwererarelyused.
Concept Introduced in secondaryortertiaryeducation
Question
1 2 3 4 5 6Electronegativity Secondary X X X X X XStructure(stability) Secondary X X X Sterics Secondary X Resonance Tertiary X X XAcid-Basetheory Tertiary X X FMOtheory Tertiary X X X X Stereochemistry Tertiary X
Table5:Breakdownofconceptsineachquestionandwhethertheyaretaughtinsecondaryortertiaryeducation.Question1(N=42)Responses Correct Partiallycorrect IncorrectQuestion1(N=42) 13
31%717%
2252%
Electronegativity(secondary) Correctuse Correctuse IncorrectuseAcid-basetheory(tertiary) Correctuse Nouse NouseResonance(tertiary) Incorrectuse Nouse NouseFMOtheory Nouse Nouse Nouse
Question3(N=34)Responses Correct Partiallycorrect IncorrectQuestion3(N=34) 11
33%1441%
927%
Electronegativity(secondary) Correctuse Correctuse IncorrectuseAcid-basetheory(tertiary) Correctuse Nouse NouseResonance(tertiary) Incorrectuse Nouse NouseFMOtheory Nouse Nouse Nouse
Question1and3combined(N=76)Responses Correct Partiallycorrect IncorrectQuestion3(N=34) 24
31%2128%
3141%
Electronegativity(secondary) Correctuse Correctuse IncorrectuseAcid-basetheory(tertiary) Correctuse Nouse NouseResonance(tertiary) Incorrectuse Nouse NouseFMOtheory Nouse Nouse Nouse
AppendixD|TimelineofprojectobjectivesandimpactLocalimpactisinblueExternalimpactisinred
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AppendixE|SummaryofprojectdisseminationConferencetalks/posters
Date Event Organiser Location Poster/Talk StatusMay17 Methodsin
ChemistryEducationResearch(MICER17)
RoyalSocietyofChemistry
Burlingtonhouse,London
Poster Delivered
Aug17 VarietyinChemistryEducation(VICEPHEC17)
RoyalSocietyofChemistry,InstituteofPhysics
UniversityofYork
Poster Delivered
Jan18 StudentEducationConference
LITE UniversityofLeeds
Talk Delivered
Mar18 WorkinProgressseminar
LITE UniversityofLeeds
Talk Abstractaccepted
Mar18 ChemicalEducationResearchGroupWebinar
RoyalSocietyofChemistry
Online Talk Invitedtalk
May18 SEDAAnnualConference
SEDA Hilton,Leeds Talk Abstractaccepted
Jul18 HEAAnnualConference
HigherEducationAcademy
Birmingham Talk Abstractaccepted
Publications
Date Topic Type StatusSep18 Conceptualunderstandingof
ReactivitytopicofLeedsstudents
JournalArticle TargetjournalsincludeJChemEdandCERP
Dec18 RoyalSocietyofChemistrystereochemistrytextbook
Book TextbookcommissionedbyRSC
Jan19 MolecularShapeunderstandingofLeedsstudents
BookChapter InvitedchaptercontributionforFestschrift
Aug19 ConceptualunderstandingofReactivitytopicatnationalscale
JournalArticle TargetjournalsincludeJChemEdandCERP
Aug19 MolecularShapeunderstandingatnationalscale
JournalArticle TargetjournalsincludeJChemEdandCERP
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AbouttheauthorandacknowledgementsAbouttheauthorNimeshisaSeniorTeachingFellowintheSchoolofChemistry.HeiscurrentlyholderofaUniversity
StudentEducationFellowship.
HeobtainedanMCheminMedicinalChemistryattheUniversityofLeedsin2006,whichalsoincluded
a year in industry with GlaxoSmithKline. After his undergraduate degree, Nimesh undertook his
doctorate in the Clarke group at the University of York working towards the synthesis of (+)-
phorboxazoleB,amarinenaturalproductwithpotentanti-cancerproperties.HeremainedinYorkfor
ashortpostdoctoralfellowshipintheClarkeandThomasgroupbeforebeingappointedasaTeaching
FellowintheDepartmentofChemistryin2011.In2013,hemovedbacktotheUniversityofLeedsto
takeuphiscurrentposition.
Hisresearchinterestsareinthedevelopmentofinnovativeapproachestoenhancestudenteducation
usingthescholarshipandpedagogicresearch.Mostofhisworksofarhasbeenwithinthecontextof
chemistryeducationbutcanbeappliedintomanyotherdisciplines.
Acknowledgements
IwouldlikeeverybodyattheLITEteamforsupportingthisprojectandprovidinghelpandguidance
throughout. Iwouldalso like to thankSteveMarsdenandPaulTaylor for their supportwithin the
SchoolofChemistry.IamgratefultoRussKitsonattheUniversityofWarwickandGlennHurstatthe
UniversityofYorkforkindlyagreeingtousethediagnostictestsattheirrespectiveinstitutions.Iwould
liketothankSamanthaPughforsupportingtheethicalapprovalforprojectthroughPRISM.Finally,I
wouldliketothankMichaelLloydandStevenNicholsonfortheirexcellentcontributionstowardsthis
work.
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