stem instruction improvement programs improve student … · response to calls to increase both...

15
STEM Instruction Improvement Programs Improve Student Outcomes How should teachers spend their STEM-focused professional learning time? To answer this question, we analyzed a recent wave of rigorous new studies of STEM instructional improvement programs. We found that programs work best when focused on building knowledge teachers can use during instruction: knowledge of the curriculum materials they will use, knowledge of content and how content can be represented for learners, and knowledge of how students learn that content. We argue that such learning opportunities improve teachersprofessional knowledge and skill, potentially by supporting teachers in making more informed in-the-moment instructional decisions. Suggested citation: Hill, Heather, Kathleen Lynch, Kathryn Gonzalez, and Cynthia Pollard. (2019). STEM Instruction Improvement Programs Improve Student Outcomes. (EdWorkingPaper: 19-135). Retrieved from Annenberg Institute at Brown University: http://www.edworkingpapers.com/ai19-135 Heather C. Hill Harvard University Kathleen Lynch Brown University Kathryn E. Gonzalez Harvard University Cynthia Pollard Harvard University VERSION: September 2019 EdWorkingPaper No. 19-135

Upload: others

Post on 28-Sep-2020

3 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

STEM Instruction Improvement Programs Improve Student Outcomes

How should teachers spend their STEM-focused professional learning time? To answer this question, we analyzed a recent wave of rigorous new studies of STEM instructional improvement programs. We found that programs work best when focused on building knowledge teachers can use during instruction: knowledge of the curriculum materials they will use, knowledge of content and how content can be represented for learners, and knowledge of how students learn that content. We argue that such learning opportunities improve teachers’ professional knowledge and skill, potentially by supporting teachers in making more informed in-the-moment instructional decisions.

Suggested citation: Hill, Heather, Kathleen Lynch, Kathryn Gonzalez, and Cynthia Pollard. (2019). STEM Instruction Improvement Programs Improve Student Outcomes. (EdWorkingPaper: 19-135). Retrieved from Annenberg Institute at Brown University: http://www.edworkingpapers.com/ai19-135

Heather C. HillHarvard University

Kathleen LynchBrown University

Kathryn E. GonzalezHarvard University

Cynthia PollardHarvard University

VERSION: September 2019

EdWorkingPaper No. 19-135

Page 2: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

STEMInstructionImprovementProgramsImproveStudentOutcomesHeatherC.Hill,KathleenLynch,KathrynE.Gonzalez,CynthiaPollard

SuggestedCitation:Hill,H.C.,Lynch,K.,Gonzalez,K,&Pollard,C.(forthcoming).STEMInstructionImprovementProgramsImproveStudentOutcomes.PhiDeltaKappan.

Page 3: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

AbstractHowshouldteachersspendtheirSTEM-focusedprofessionallearningtime?Toanswerthisquestion,weanalyzedarecentwaveofrigorousnewstudiesofSTEMinstructionalimprovementprograms.Wefoundthatprogramsworkbestwhenfocusedonbuildingknowledgeteacherscanuseduringinstruction:knowledgeofthecurriculummaterialstheywilluse,knowledgeofcontentandhowcontentcanberepresentedforlearners,andknowledgeofhowstudentslearnthatcontent.Wearguethatsuchlearningopportunitiesimproveteachers’professionalknowledgeandskill,potentiallybysupportingteachersinmakingmoreinformedin-the-momentinstructionaldecisions.

Page 4: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

HowshouldteachersspendtheirSTEM-focusedprofessionallearningtime?Recentnationalsurveydata(Baniloweretal.,2018)suggeststeachersofSTEM(science,technology,engineeringandmathematics)devotetheirprofessionallearningtimetostudyingstatestandards,analyzinginstructionalmaterials,deepeningtheirunderstandingofcontentandstudentthinkingaboutcontent,learningaboutassessment,andstudyingstudentdata.Whatwedon’tknowistheextenttowhichsuchactivitiesimprovestudents’academicoutcomes.InarecentsynthesisoftheresearchliteratureonSTEMinstructionalimprovement,wesetouttodeterminejustthat.Wefoundtheprogramsthatworkbesttendtofocusonbuildingknowledgeteacherscanuseduringinstruction:abouthowtousecurriculummaterials,aboutcontentandhowcontentcanberepresentedforlearners,andabouthowstudentslearnthatcontent.Wearguethatsuchlearningopportunitiesimproveteachers’professionalknowledgeandskill,potentiallybysupportingteachersinmakingmoreinformedin-the-momentinstructionaldecisions.AStudyofStudiesConductingsynthesesoftheliteratureoninstructionalimprovementprogramsisnotnew.Suchsynthesesgenerallyhavetwogoals:tocalculatetheaveragesizeofprogrameffectsonstudentoutcomes,andtolearnwhetherspecificprogramcharacteristicspredictvariationintheseeffects.However,upuntilrecently,attemptstoperformsynthesesusingonlyrigorousstudies–thosethatcompareparticipatingteacherstoasimilarsetofnon-participants,typicallyviarandomization–returnedtoofewstudiestoachievethelattergoal.Forinstance,Yoonandcolleagues(2007)couldfindonlynineELA,math,andsciencestudiesthatmetfederalWhatWorksClearinghouse(WWC)evidencestandards.InSTEM,Gerstenetal.(2014)locatedonlyfivemathematicsprofessionaldevelopmentstudiesthatmetWWCstandards.Whilethesenumberswouldallowthemeta-analysisauthorstocalculatetheoveralleffectoftheseprogramsonstudentoutcomes,neithercouldlinkspecificprogramfeaturestothoseoutcomes.However,followingcallsforstrongerresearchintotheimpactofeducationalinterventions(e.g.,Shavelson&Towne,2001),federalresearchportfoliosbeganintheearly2000stoprioritizeresearchmethodsthatallowforcausalinference,andtorequireimprovedstudentoutcomesasanindicatorofprogramsuccess.Dollars’andscholars’turntowardusingcausalmethodsandexaminingstudent-levelimpactshasresultedinawealthofnewstudies.Thesenewstudies,wereasoned,wouldpermitmoreextensiveempiricalanalysesthanpriorsyntheses.Withthisinmind,wesetouttoreviewstudiesonSTEMinstructionalimprovementprograms.WefocusedonSTEMbecauseofitsimportancetothenationaleconomy(Atkinson&Mayo,2010;NationalCommissiononMathematicsandScienceTeaching,2000),andbecausewewantedtoprovideevidenceonSTEM-specificprofessionallearningactivities,ratherthanmoregeneralactivities.BecausemanySTEMinstructionalimprovementprogramsweredevelopedin

Page 5: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

responsetocallstoincreasebothstudentunderstandingofcoredisciplinaryideasandstudentengagementwithkeydisciplinarypracticessuchasinquiry,argumentationandproof(NGA,2010;NCTM,2000;NRC2012),wereasonedthatsuchpracticeswouldnotnecessarilycarryacrossdisciplines.Asistypicalinareviewofthiskind,weconductedextensivedatabasesearches,combedthrougholderresearchsyntheses,andcontactedtheprincipalinvestigatorsofstudieswithunpublishedfindings.Werequiredstudiestoeitherfeaturerandomassignmentofteachersorschoolstothenewprogramoracontrolgroup,ortohaveamatchedcomparisongroupofteachersidentifiedbeforedatacollectionbegan(fordetails,seeLynch,Hill,Gonzalez&Pollard,2019).Intheend,welocated89studiesofprogramsthatcontainedprofessionaldevelopmentforteachers;ofthese,71alsocontainednewcurriculummaterialsforteacherstouseinclassrooms,suggestingthatprogramdevelopersoftenpairedprofessionaldevelopmentwithnewclassroommaterials.Becausemanyconsidercurriculummaterialstobeanimportantsourceofteacherprofessionallearninginandofthemselves(Ball&Cohen,1996),wealsoincludedsixstudiesofnewcurriculummaterialsbutnoassociatedprofessionaldevelopment;anotherthreestudiescomparedcurriculumwithandwithoutprofessionaldevelopmentandwereincludedinthecountabove.Welocated95studiesintotal.Wethenreadthroughthesestudiesandcreatedadatasetthatcontainedseveralpiecesofinformationfromeachstudy.

• Programtype:Focusonprofessionaldevelopment,curriculummaterials,orboth.• Assessmenttype:Studentoutcomesmeasuredviastateordistrictstandardizedtest,

otherstandardizedtest,orresearcher-designedassessment.Forteacherprofessionaldevelopment,wefurthercodedseveralotherfeatures:

• ThelengthofthePD;• Thefocus(orfoci),includingtopicslikeimprovingteachercontentknowledge,

integratingtechnologyintotheclassroom,andlearninghowtousecurriculummaterials;

• Theactivitiesthatteachersengagedinduringtheprofessionaldevelopment,suchasreviewingstudentwork,observingademonstrationofinstruction,orworkingthroughstudentcurriculummaterials;

• Theformatoftheprofessionaldevelopment,forinstancewhetheritwasdeliveredduringasummerworkshop,containedcoaching,orinvolvedonlinelearning.

Forcurriculummaterials,wecodedforthefractionoftheoriginalcurriculumitwastoreplace,whethertherewasanybackgroundinformationaboutcontentorstudentlearningembedded

Page 6: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

inthematerials,andwhetherthematerialscontainedkitsforstudentexperimentsandactivities.Followingcoding,wesetouttocalculateanaverageeffectsizeonstudenttestscoresacrossprograms,andtounderstandwhetheranyprogramcharacteristicspredictedstrongerorweakerstudentoutcomes.Weusedastatisticaltechniquecalledmeta-analysistodoso;wedescribethedetailsofthisanalysisinLynch,Hill,GonzalezandPollard(2019).ProfessionalLearningProgramsImproveStudentOutcomesFigure1showstheaverageeffectsizeacrossallSTEMinstructionalimprovementprograms,bothoverallandbrokendownbythetypeofassessmentusedintheevaluation.Acrossall95studies,theaverageprogramproducesa+8-percentiledifferenceintherankoftheaveragetreatment-andcontrol-groupstudent.Thiseffectismuchlarger(+14percentiles)forresearcher-designedassessmentsthanforstate-standardizedandotherstandardizedassessments(+2percentilesand+3percentiledifferences,respectively).Forallassessmenttypes,ouranalysisshowsthatthedifferencebetweenthetreatmentandcontrolgroupsisnotlikelytobezero–meaningtheseeffectsarestatisticallysignificant,thoughinthecaseofstandardizedassessments,notlarge.Acriticalquestionforouranalysiswaswhethersomeprogramfeaturesoutperformedothers,intermsofboostingstudentoutcomes.Figure2showsthatprogramspoststrongeraverageeffectswhentheyfeatureprofessionaldevelopmentpairedwithnewcurriculummaterials(anaverage+10percentilerankdifferencebetweentreatmentandcontrol)asopposedtofeaturingeithercurriculummaterialsorprofessionaldevelopmentalone(anaverage+6percentile-rankdifferencebetweentreatmentandcontrol).Figure3,whichshowstheaverageimpactsassociatedwithdifferentprofessionaldevelopmentprogramfoci,explainsthisfindinginmoredepth.Here,wecomparedprogramwithspecificcharacteristicstoseewhetheranyledtostrongerstudentoutcomesthanprogramswithoutthesecharacteristics.Wealsodescriptivelycomparedtheimpactsofprogramswiththesecharacteristicsrelativetotheaverageprogramimpactinthe95-studydataset.Twoprogramfoci–helpingteacherslearnhowtousecurriculummaterials,andimprovingteachers’contentknowledge,pedagogicalcontentknowledge,andknowledgeofstudentlearning–postedbetterstudentoutcomes(oftwoandthreepercentilepointsbetterthantheaverageprogram,respectively)thanprogramswithoutthesefoci.ThissuggeststhatthecombinedeffectofcurriculumandprofessionaldevelopmentinFigure2mayresultfromteacherslearninghowtousethematerialsandimprovingtheircontentknowledgeandknowledgeofstudentsalongtheway.Thishypothesisissupportedbyamorequalitativereadoftheincludedstudies;manythatfeaturedbothcurriculummaterialsandprofessionaldevelopmentoftenengagedteachersinsolvingmathematicsproblems,takingpartinscientificinvestigation,watchingfacilitatorsmodelinstruction,andstudyingstudentwork.Relationshipsbetweenotherfociandstudentoutcomeswerestillpositive,butouranalysisdidnotindicatetheyweredifferent,onaverage,thanprogramsthatdidnotincludethesefeatures.

Page 7: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

Inthecaseofintegratingtechnologyandcontent-specificformativeassessment,whichpostedstrongerabsolutegainsthanotherfoci,thisinabilitytodifferentiatetheeffectfromzerowasduetothesmallnumberofstudiesincludedinthesecategories.Figure4showsaverageimpactsassociatedwithdifferentprofessionaldevelopmentprogramformats.Threeformats–same-schoolcollaboration(+2percentiles),implementationmeetings(+4percentiles),andsummerworkshops(+2percentiles)–yieldedstrongergainsonstudentassessmentsthanprogramswithouttheseformats.Same-schoolcollaborationoccurredwhenteachersparticipatedintheprofessionaldevelopmentsessionalongsideotherteachersintheirschool,andimplementationmeetingsallowedteacherstoconvenebrieflywithotheractivityparticipantsafterthestartofimplementationtodiscussobstaclesandaidstoputtingtheprogramintopractice.Professionallearningwithanonlinecomponentyieldedlowerimpactsonstudentlearning(-4percentiles)thanprogramsthatwereentirelyfacetoface.Andprogramswithcoaching,apopularapproachtoinstructionimprovementinmanydistricts,yieldedimpactssimilartoprogramswithoutcoaching.However,fewprogramsfocusedonextended1:1coaching;instead,coachingappearedmoreasanadd-ontotraditionalprofessionaldevelopment.Ouranalysesdetectednopositiveornegativeassociationsbetweentheactivitiesteachersengagedduringprofessionaldevelopmentandthesizeofprogrameffects;thisincludedactivitiessuchasreviewingstudentwork,solvingproblems,developingcurriculummaterials,andreviewingbothgenericandtheirownstudents’work.Thesamewastrueforfeaturesofnewcurriculummaterials–nofeaturesofthosematerialsoutperformedothers.Finally,thedurationoftheprofessionaldevelopmentwasunrelatedtostudentoutcomes.Becausethiswascontrarytoourexpectation,soweconductedseveralanalysestoassesspossiblethresholdeffects(e.g.,morethan10hours)oracurvilinearrelationship(e.g.,professionaldevelopmentismaximallyeffectivewhenbetween20and40hours),butwefoundnoevidenceforeither.Afterreading95studiesdescribingSTEMinstructionalimprovementprograms,whatcanwesay?Thecharacteristicssignificantlyassociatedwithabove-averagestudentgainsincluded:

• Professionaldevelopmentfocusedonnewcurriculummaterials;• Programsaimedatimprovingteachers'content/pedagogicalcontentknowledge,

orunderstandingofhowstudentslearn;• Programscontainingspecificformats,including:

• Meetingstotroubleshootanddiscussclassroomimplementationoftheprogram;

• Summerworkshopsthatallowconcentratedlearningtime;• Same-schoolparticipationandcollaboration.

Page 8: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

Programswithonlysomeorfewofthesecharacteristicsmaystillhavepositiveeffects;however,whenprogramsdidincludethesecharacteristics,studentoutcomeswereimprovedabovetheaverageprogrameffect.Webelievethattheresultsofthismeta-analysishighlighttheimportanceofprofessionalknowledgeforteaching.Withotherscholars(Ball,Thames&Phelps2008;Shulman,1986;Lampert,2001),weviewprofessionalknowledgeinteachingasknowinghowthecontent,studentthinking,andcurriculumcometogether,andthenmakinggoodinstructionaldecisionsbasedontheparticularsofthesituation.Programsthatoutperformothersinouranalysistendedtofocusongrowingthisformofknowledgeasopposedtogeneralpedagogicalknowledge,ormoreperipheraltopicsliketechnology.Whatcan’twesay?Meta-analyseshavetheadvantageofexaminingprogramsimplementedacrossawidevarietyofcontexts,providingsomerobustnesstofindings.However,thismeta-analysisislimitedinwhatitcansayaboutprofessionallearningsystems“ontheground”inU.S.schoolsanddistricts.Tostart,eachprogramweexaminedwasimplementedinaspecificcontext,orasmallsetofcontexts;whethertheprogramwouldsucceedinanothercontextisanopenquestion.Critically,ananalysisfoundaslighttrendtowardsmallerimpactsoftheseprogramsinhigh-povertysettings,suggestingthatinterventionsmayworkbetter,onaverage,indistrictsservingmoreadvantagedstudents.However,wefoundnofurtherinteractionsbystudentrace,ethnicity,districttype(urban,suburbanorrural),andsizeofthetreatmentgroup.Thatsaid,otheraspectsofdistrictandschoolcontextmayinteractwithprogramefficacy.Weknowfromstudiesofpolicyimplementation,forinstance,thatleadershipandpeersupportmatterquiteabitinencouragingteachertake-upanduseofnewinstructionalpractices(e.g.,Matsumura,Garnier,&Resnick,2010;Wanless,Patton,Rimm-Kaufman&Deutsch2013),andthepresenceofcompetinginstructionalguidanceandinitiatives(e.g.,instructionalpacingguides,conflictingadviceonwhatandhowtoteach)tendstodampenteacherchange(Hill,Corey&Jacob,2018).Thestudieswereviewedcontainednoinformationaboutthesefactors,however,sowecouldnottestthemformallyinourmodels.Second,theprogramsdescribedheretendedtobesmall,intensive,enrolledvolunteerteachers,andwereoftenledbyuniversityacademicsorresearchers.Bycontrast,localprofessionaldevelopmentcancontainmyriaddifferentofferings,withteachersspreadingtheirtimeacrossseveraldifferentsettings(summerworkshops,grade-levelteammeetings),topics(ELA,mathematics),andinsessionsledbyotherteachersorschoolordistrictleaders.Insomesystems,teachershaveatleastpartialchoiceovertheprofessionaldevelopmenttheyengage,whileinothersystemstheyhaveverylittle.Oneimplicationofthesedifferencesbetweenthestudysampleandtypicalpracticeisthatwedon’tyetknowwhetherthefeaturesthat“work”inouranalysiswillworkintypicalU.S.schools.Doesaprogramfocusoncontentandpedagogicalknowledgeimprovestudentoutcomes?Doesworkingthroughnewcurriculummaterialsyieldbenefitstotheaverage

Page 9: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

teacher?Alotdependsuponthequalityoflocalimplementation,andinourestimation,howdeeplyteachersengagewiththesubjectmatterandattempttoimprovetheircraft.STEM-focusedprofessionallearninginwidercontextAsnotedintheintroduction,teachersofSTEMengageinawidevarietyofprofessionallearningactivities,ofteninasingleyear.Thisleadstoanimportantquestionfordistricts:howtomakemoretimeforthekindsoflearningopportunitiesthatpostedbettergains?Teachersalreadyreportfeelingoverwhelmedbythesheervolumeofreformandever-increasinginstructionalresponsibilities(AFT,2017;Valli&Beuse,2007),andit’slikelythatscalingbackoreliminatinganactivitywillbenecessarytomakeroomformoreefficaciousformsofprofessionallearning.Basedonevidenceintheliterature,wewouldnominateeliminating“datateammeetings,”1whereteachersstudystudentdatainhopesofindividualizingandimprovinginstruction.Inareviewseparatefromthisone,nineevaluationsofprogramsthatfeaturedteachers’studyofdataproducedonlytwopositive(andonenegative)resultslikelytobestatisticallydifferentfromzero,outofatotal19impactanalysesrelatingprogramparticipationtostudenttestscoreoutcomes.Aswell,qualitativeresearchsuggestthatteachersstudyingdatadoesnotitselfleadtoneworimprovedinstructionaltechniques(Barmore,2018;Goertz,Oláh,L.N.,&Riggan,2009),andourownobservationsofandparticipationinschool-baseddatateamssuggeststhatteamdiscussionsoftenascribepoorstudentperformancetofactorsotherthaninstructionitself(e.g.,alackofbackgroundknowledge,abadweek,troubleathome)(seealsoGoertzetal.,2009).Yetrecentnationalsurveysoflocalprofessionaldevelopmentsuggestthatschoolshavemadelargeinvestmentsinhavingteachersstudystudentassessmentdata(e.g.,Banilower,etal.,2018).Repurposingthesemeetingstowardbuildingexpertiseincurriculummaterialsandcontentseemsnatural;wecaution,however,thatdistrictswillhavetodosocarefully,usingroutinesandstructuresthatfocusattentionsquarelyandindepthoninstruction.ConclusionThattheseSTEMinstructionalimprovementprogramsbooststudentoutcomesshouldbeareasonforoptimismamongpolicymakersandleaders.Ourfindingsmay,forinstance,helpshapehowstatesanddistrictschoosetospendTitleIIdollars,fundsaimedatimprovingteacherquality.Theyalsosuggesthowleadersmaynarrowthescopeofteacherprofessionallearninginwayslikelytoincreasetheefficiencyandimpactofthoseefforts.Finally,ourfindingsalsosuggesttheimportanceofteachers’professionalknowledgetostudentoutcomes,ahypothesessupportedbystudieslinkingteacherknowledgetostudentoutcomes(e.g.,Baumert,2010;Hill,Rowan&Ball,2005)andthathasimplicationsforteacherhiringandretention.

1Wedifferentiate“datause”programsfrom“formativeassessment”programsinthattheformertypicallyusesdatafrominterimorbenchmarktestswhilethelatterhelpsteacherscreatetheirownassessments,eitherfromitembanks,curricularassessments,orbasedonprinciplesofgoodassessment.Programsthatfeaturedcontent-specificformativeassessmentwereincludedinouranalysis.

Page 10: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

ReferencesAmericanFederalofTeachers(2017).2017educatorqualityoflifesurvey.Washington,DC:AFT.Atkinson,RobertD.andMayo,MerrileaJoyce,RefuelingtheU.S.InnovationEconomy:FreshApproachestoScience,Technology,EngineeringandMathematics(STEM)Education(December9,2010).TheInformationTechnology&InnovationFoundation,Forthcoming.AvailableatSSRN:https://ssrn.com/abstract=1722822Ball,D.L.,&Cohen,D.K.(1996).Reformbythebook:Whatis—ormightbe—theroleofcurriculummaterialsinteacherlearningandinstructionalreform?EducationalResearcher,25(9),6-14.Ball,D.L.,Thames,M.H.,&Phelps,G.(2008).Contentknowledgeforteaching:Whatmakesitspecial.JournalofTeacherEducation,59(5),389-407.Banilower,E.R.,Smith,P.S.,Malzahn,K.A.,Plumley,C.L.,Gordon,E.M.,&Hayes,M.L.(2018).Reportofthe2018NSSME+.ChapelHill,NC:HorizonResearch,Inc.Barmore,J.M.(2018).JourneyfromDataintoInstruction:HowTeacherTeamsEngageinData-DrivenInquiry.Cambridge,MA:HarvardUniversity.Baumert,J.,Kunter,M.,Blum,W.,Brunner,M.,Voss,T.,Jordan,A.,...&Tsai,Y.M.(2010).Teachers’mathematicalknowledge,cognitiveactivationintheclassroom,andstudentprogress.AmericanEducationalResearchJournal,47(1),133-180.Gersten,R.,Taylor,M.J.,Keys,T.D.,Rolfhus,E.,&Newman-Gonchar,R.(2014).Summaryofresearchontheeffectivenessofmathprofessionaldevelopmentapproaches.(REL2014–010).Washington,DC:U.S.DepartmentofEducation,InstituteofEducationSciences,NationalCenterforEducationEvaluationandRegionalAssistance,RegionalEducationalLaboratorySoutheast.Retrievedfromhttp://ies.ed.gov/ncee/edlabsGoertz,M.E.,Oláh,L.N.,&Riggan,M.(2009).Fromtestingtoteaching:Theuseofinterimassessmentsinclassroominstruction.Philadelphia,PA:UniversityofPennsylvania.Hill,H.C.,Corey,D.L.,&Jacob,R.T.(2018).DividingbyZero:ExploringNullResultsinaMathematicsProfessionalDevelopmentProgram.TeachersCollegeRecord,120(6),n6.Hill,H.C.,Rowan,B.,&Ball,D.L.(2005).Effectsofteachers’mathematicalknowledgeforteachingonstudentachievement.AmericanEducationalResearchJournal,42(2),371-406.Lampert,M.(2001).Teachingproblemsandtheproblemsofteaching.YaleUniversityPress.

Page 11: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

Lynch,K.,Hill,H.C.,Gonzalez,K.E.,&Pollard,C.(2019).StrengtheningtheResearchBasethatInformsSTEMInstructionalImprovementEfforts:AMeta-Analysis.EducationalEvaluationandPolicyAnalysis,0162373719849044.Matsumura,L.C.,Garnier,H.E.,&Resnick,L.B.(2010).Implementingliteracycoaching:Theroleofschoolsocialresources.EducationalEvaluationandPolicyAnalysis,32(2),249-272.NationalCommissiononMathematicsandScienceTeachingforthe21stCentury(US),&ChairGlenn.(2000).Beforeit'stoolate:AreporttothenationfromtheNationalCommissiononMathematicsandScienceTeachingforthe21stCentury.UnitedStates.U.S.DepartmentofEducation,Washington,D.C.Retrievedfromhttps://files.eric.ed.gov/fulltext/ED441705.pdfNationalCouncilofTeachersofMathematics.(2000)PrinciplesandStandardsforSchoolMathematics.Reston,VA:NCTMNationalGovernorsAssociation,CouncilofChiefStateSchoolOfficers.(2010).CommonCoreStateStandards.Washington,DC:Author.NationalResearchCouncil,BoardonScienceEducation.(2012).AframeworkforK-12scienceeducation:Practices,crosscuttingconcepts,andcoreideas.Washington,DC:TheNationalAcademiesPress.Retrievedfromhttp://www.nap.edu/catalog.php?record_id=13165Riener,C.,&Willingham,D.(2010).Themythoflearningstyles.Change:Themagazineofhigherlearning,42(5),32-35.Shavelson,R.J.,&Towne,L.(Eds.).(2001).Scientificresearchineducation.Washington,DC:TheNationalAcademiesPress.Wanless,S.B.,Patton,C.L.,Rimm-Kaufman,S.E.,&Deutsch,N.L.(2013).Setting-levelinfluencesonimplementationoftheResponsiveClassroomapproach.PreventionScience,14(1),40-51.Yoon,K.S.,Duncan,T.,Lee,S.W.-Y.,Scarloss,B.,&Shapley,K.(2007).Reviewingtheevidenceonhowteacherprofessionaldevelopmentaffectsstudentachievement(Issues&AnswersReport,REL2007–No.033).Washington,DC:U.S.DepartmentofEducation,InstituteofEducationSciences,NationalCenterforEducationEvaluationandRegionalAssistance,RegionalEducationalLaboratorySouthwest.Retrievedfromhttp://ies.ed.gov/ncee/edlabs

Page 12: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

Figure1

Page 13: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

Figure2

Page 14: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

Figure3

Page 15: STEM Instruction Improvement Programs Improve Student … · response to calls to increase both student understanding of core disciplinary ideas and student engagement with key disciplinary

Figure4