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1
EMIS
RegionalForumonEducationPolicy/vol.5/2021
CharacterisationofeducationinformationsystemsinLatinAmericaandtheCaribbean
NancyMontes
IIEPUNESCOConsultant
Aboutthispublication
Thisarticleistheresultofthepresentation
madeatthepanel“UsesofEMISineducationpolicyplanningandmanagement”atthe
5thRegionalForumonEducationPolicy
organisedbyIIEPUNESCO,OfficeforLatinAmerica,andthesystematisationofthefirstresultsofacomparativestudycoveringeightcountriesintheregion:
Argentina
,
Brazil
,
Chile
,
Colombia
,
Ecuador,
Guatemala
,
Peru
andthe
DominicanRepublic
1.
1TheteamwascoordinatedbyFernandaLunaandBianca
GentinettaDelfina,fromtheKnowledgeManagementand
MobilisationArea.Themembersoftheresearchteamforthenationalreportswere:DanielPinkasz(Argentina),Myriam
Cunha(Brazil),JorgeCastilloandJaimePortales(Chile),
ZoraidaQuintero(Colombia),DavidVeraAlcivar(Ecuador),AméricoDurini(Guatemala),KarinaPe?aloza(Peru),andCheilaValera(DominicanRepublic).
Howtocitethispublication:Montes,N.(2022).
CharacterisationofeducationinformationsystemsinLatinAmericaandtheCaribbean.IIEPUNESCO.
Index
1.Presentation 1
2.Theroleofsupranationalorganisations
ininformationproduction 2
3.Maincharacteristicsofeducationinformation
systemsandeffectiveusesidentifiedinthe
regionlinkedtoeducationpolicyplanning
andmanagement 6
4.Conclusionsandchallengesforthe
developmentandconsolidationofstudent
informationsystems 11
5.Bibliographicalreferences 13
1.Presentation
EducationManagementInformationSystems
(EMIS)areparticularlyrelevantasresources
tocharacteriseprogressandremaining
challengesinrelationtotherighttoeduca-
tion.Theyarealsotoolswiththecapacity
toguidepolicyactionsandmanageinter-
ventions,aswellastomonitorandevaluate
achievementsandchallenges.
InLatinAmerica,existinginformation
systemsarehighlyheterogeneous,whether
intermsoftheirstateofdevelopment,the
type(s)ofinformationtheyproduceorcollect,
theirlevelofautomationorinteroperability,
ortheusesmadeofthemforplanning,mana-
gementanddecision-making(althoughthese
Index
2
EMIS
RegionalForumonEducationPolicy
arefunctionsthathavelongbeenstatedinthenationallawsandtheglobalgoalsthecountrieshaveadheredto).
Althoughtherearecountriesintheregion
whosenominalsystemshavebeenconsolida-tedforadecade,andothersthatarelaggingbehindinthatrespectandmaintainstatisticalsystems,inrecentyearstherehavebeen
twoparallelandconvergentprocessesthathavemadeitpossibletogenerate,process
andmakeavailablesignificantvolumesof
informationconsideredstrategicfordeci-
sion-makingintheeducationsector.Such
processeswerei)theincreasedincorporationofdigitaltechnologiesintheareasofgover-nmentandeducationalinstitutions;andii)
agreateravailabilityofdatabasesonindivi-duals,aphenomenondrivenbytheCOVID-19pandemicandtheneed,ontheonehand,toreachtheentirepopulationand,ontheother,toidentifythecondition(social,economic,
health,educational)ofspecificpopulationgroups.
Inthiscontext,theinterestincharacterisingtheinformationsystemsonstudentsenrol-ledincompulsoryeducationintheregion
becomesmorerelevant,asdoestheneed
toidentifyandanalysethespecificuses
linkedtopolicymanagement,planningandmonitoringofimplementedactions(since
evidence-basedpolicyrequirestheseinputsandpractices).
Thedocumentaimstoprovideanoverviewoftheprogressofthesesystemsinanumber
ofcountriesintheregionandtheirmain
characteristics.Italsoseekstospecifysomeoftheusesidentifiedintheframeworkoftheaforementionedresearch,asapreviewoftheresults.
First,itpresentstheroleofcooperation
andsupranationalorganisationsinthe
developmentofinformationsystemsinthe
regionoverthelastfewdecades,consideringtheirroleaspromotersofmanyofthese
resources.ItthenpresentsasetofcurrentdefinitionsofEMIS,withtheaimofframingthedescriptionmadeinthethirdsection
belowoftheexistingsystemsin12countriesintheregion,eightofwhichhavebeen
investigatedingreaterdetail.Finally,itoffers
someidentifiedusesandthemainchallenges
thatthesystemsfaceinordertoexpandtheir
potentialforuse,gatheredfromtheinter-
viewsconductedwiththoseresponsiblefor
informationsystemsintheframeworkofthe
studycoordinatedbytheIIEPUNESCOOffice
forLatinAmerica(launchedinOctober2021).
2.Theroleofsupranationalorganisations
ininformationproduction
Thecollectionandsystematisationofinfor-
mationthataccountsforthesizeandthe
characteristicsofthepopulationsisoneof
thegovernmentfunctionsthatbecameins-
titutionalisedwiththeemergenceofnation
states(Hacking,1990).
Inrecentdecades,thedevelopmentof
informationsystemsinLatinAmericaand
theCaribbeanhasreceivedbothsupport
anddemandsfrominternationalcoopera-
tionagencies,supranationalspheresand/
ormultilaterallendinginstitutions.This
sectionpresentsthreeoftheformsthat
theseactionshavetaken.Firstly,bycarrying
outsurveysorpromotinginitiativesforthe
consolidationofdatasetsofregionalorinter-
nationalcomparability.Secondly,bydefining
socialandeducationalgoalswithassociated
progressorachievementindicatorsthat
requiretheproductionofnewinformation,or
otherbreakdowns,inordertoidentifyspeci-
ficareasorpopulations.Andfinally,through
thepromotionoftheelaborationofstudies,
reportsandresearchaimedatinformation
systemsasbasicinputsfortheelaboration
ofdiagnosesandforthedefinitionormonito-
ringofsocialandeducationalpolicies.
Thistextdoesnotproposeanexhaustive
analysisofalltheinitiatives,butitdoespoint
outsomeofthemostoutstandingmilestones
orproductionsinordertoillustratetheparti-
cipationoftheseorganisationsintheagenda
ofstrengtheningstatisticalproduction
relatedtocompulsoryeducation,giventhat,
inmanycases,theseinitiativesdrivenew
developments,consolidateprojectstosustain
informationproductionroutines,orpropose
improvementstotheavailableapplications
andtechnologies.
Index
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EMIS
RegionalForumonEducationPolicy
Atthegloballevel,thecreationofthe
UnitedNationsEducational,Scientificand
CulturalOrganisation(UNESCO)in1945asaspecialisedagencyoftheUnitedNations
incorporated,amongitsmissions,theproduc-tionofstatisticalinformation.Tothisend,it
generatedstandardsanddefinitionswiththeaimofguaranteeingcomparabilitybetweencountries.Initially,theStatisticsDivision
wasthearearesponsibleforthesurveyandpublicationofinternationalyearbooks.Thesurveyswerecarriedoutthroughtheuse
ofprintedbookletsthatwerecompletedbythenationalofficesandsentbymailtotheheadquartersinParis.
Attheregionallevel,ontheonehand,the
creationoftheSouthernCommonMarket(Mercosur)in1995organised,underthe
auspicesofUNESCO,anareatosystematiseinformationfromthecountriesthatinitiallyformedpartofthisorganisation.During1997,afirstsetofindicatorswasconsolidated(theresultofaworkshopheldattheOREALC/
UNESCOSantiagoofficeandattendedby
theheadsoftheinformationproduction
officesoftheministriesofeducationof
Argentina,Chile,BrazilandUruguay).This
meetingcountedwiththeparticipationoftheProgrammeforthePromotionofEducationReforminLatinAmericaandtheCaribbean(PREAL).Ontheotherhand,itispossible
tomentiontheOrganisationofEastern
CaribbeanStates(OECS)intheCaribbean,andtheCentralAmericanIntegrationSystem(SICA)inCentralAmericaasthesupranatio-nalorganisationswhichhavefinanciallysu-pportedordevelopedcooperationinitiativesfortheimprovementofinformationsystemsinthecountrieslinkedtotheseorganisations.
Inthesameyear,theWorldEducation
Indicators(WEI)PilotProjectwaslaun-
chedasanextensionoftheIndicatorsof
EducationSystems(INES)programme,attheinitiativeoftheOrganisationforEconomic
Co-operationandDevelopment(OECD).It
soughttograduallyincorporateagroupof
countries,whichhavebeensofarnotlinkedtotheorganisation,inordertostrengthen
thecollectionofinformationthroughthe
useofelectronicquestionnaires.UnliketheUNESCOquestionnaires,thissurveyincluded
asignificantamountofdetailonthehuman
resourcesworkingineducation,curricular
aspectsandtheorganisationofeducational
offer.Forthenationalteams,theseinitiatives
wereanopportunitytoparticipateininforma-
tioncollectionandstandardisationsystems,
whichrequiredtheexpansionofvariablesor
levelsofdisaggregationavailablesofar.
In1999,theUNESCOInstituteforStatistics
(UIS)wasestablishedtocollectandregulate
datainthefieldsofeducation,scienceand
culture.Thefirsteducationsurveywas
producedin2000.Althoughithadcoverage
problemsandadelayindatapublication,it
wasrespondedbyatotalof167countries,
thussurpassingthecoverageoftheprevious
agency,whichreachedaround97countries.
Oneofthefirsttasksundertakenbythe
organisationwastoholdworkshopstoreview
internationalclassifications,withtheaimof
creatingnetworksofthoseresponsiblefor
statisticalareasinthedifferentcountries.
Fromthenon,thetaskofthisagencyhas
beentoassistandadvisethecountriesof
theregiononhowtoconsolidatestatistics
oncompulsoryeducation.Inrecentyears,
theproductionoftheUIShasfocusedon
monitoringandproducinginformationlinked
totheSustainableDevelopmentGoalsofthe
2030Agenda.
Finally,itisworthnotingthejointworkcarried
outbetweentheIIEPUNESCOOfficefor
LatinAmericaandtheOrganisationofIbero-
AmericanStates(OEI)tomakeinformation
availableontheeducationsectorandthemain
socialindicatorsrelevanttotheelaborationof
diagnoses.Thiswasmadepossiblethrough
theuseofhouseholdsurveysandeducation
statisticsproducedbythecountriesinthe
region.The
InformationSystemonEducational
TrendsinLatinAmerica(SITEAL)
2,aproduct
ofthisinitialjointworkandlaunchedin2003,
constitutesanonlineregionalobservatoryin
whichpolicyandregulatorydocuments,re-
searchandstatisticsaresystematisedanddis-
seminatedfortheanalysisandmonitoringof
thesituationofeducationandearlychildhood
intheregion.Inrecentyears,thisworkspace
2Asof2017,theprojectceasedtohavethesupportandpartici-
pationoftheIEOinitsdesignandsustainability.
Index
4
RegionalForumonEducationPolicy
hasalsodisseminatedalineofIIEPUNESCO’sknowledgeproductiononeducationpolicies(includingtheproductionofstateoftheart
andstudiesonissuesontheeducationpolicyagenda);thesecontentshaveincreasedtheavailabilityofdiagnoses,thesystematisationofimplementedpoliciesandregulations,pro-ductsthatareopenlyaccessibletotechnicalteams,civilservantsandresearchersintheregion.
Together,theseinitiativeshadatleastthreeresults:i)forthesupranationalorganisations,theopportunitytogainin-depthknowledgeoftheconditionsandpossibilitiesofinfor-
mationproductionineachcountry;ii)forthespecialisedteams,techniciansandprofessio-nalsthatmakeupthesegroups,thepossibi-lityofputtingtherelevanceofnationalworkincomparativetermsintoperspective;andiii)forboth,thestrengtheningandexpansionofinformationsystemsandthebroadeningoftheinformationavailable.
Regardingthedefinitionofsocialandedu-cationalgoals,itcanbepointedoutthat,asof2000,thecommitmentsassumedbythecountriescalled“MillenniumDevelopment
Goals:EducationforAll,”withinthefra- meworkoftheUnitedNationsDevelopmentProgramme(UNDP)inDakar,proposedasetof8goalsfor2015.Inthefieldofeducation,theyproposedcompletingprimaryeducationandimprovingequalaccessforwomenat
alllevelsofeducation.Giventhedifficultiesinachievingthesegoalsinthetimeinitiallyplanned,theevaluationofprogressinthisregardwaspostponedto2021.
Inturn,“EducationGoals2021:theeducationwewantforthebicentennialgeneration,”adocumentpromotedbytheOEI,consistsofaseriesofgoalssignedin2008andconsolida-tedin2010inasetofindicatorsassociatedwith11goalsincluding39achievementindi-catorsdefinedfortheyears2015and2021.Inordertomonitorthesegoalsandprepareannualreports,acommitteewascreated
withtheparticipationofthoseresponsibleforinformationandevaluationareasinthedifferentcountries.
TheSustainableDevelopmentGoals(SDGs)forthe2030Agenda,signedin2015,
replacedthepreviousdefinitions.Thereare17objectivesand169goalsthatorganise
thecommitmentsundertakenbytheUnitedNationsmembercountrieswiththeaimofreducingpoverty,caringfortheplanetandreducinginequalities.Theso-calledChapter4organisesthegoalsrelatedtoeducation.
Regardinginformationsystems,thedefinitionofgoalsinvolvestheelaborationofnew
indicatorsforwhichinformationwasnotne-cessarilyavailable.Thissituationfostersnewdevelopmentsthatfavourotherworkdyna-mics,thusstrengtheningboththeteamsandtheinformationsystemsandtheexistenceofdiagnoseswithgreaterthematiccoverageinsocialandeducationalaspects.
Finally,forthepurposesofthisargument,
itisworthmakingreferencetosomeoftheworkanddiagnosescarriedoutbydifferentorganisationsoninformationandevaluationsystemsthatcollaborateinputtingonthe
agendathesituationofcountriesandthe
usesthatcanbeidentified,linkedtothe
definitionandmanagementofpoliciesintheeducationsector.
In1998,theFordFoundation,UNESCOandtheInter-AmericanDevelopmentBank(IDB)published“EducationStatisticsinLatin
AmericaandtheCaribbean”3byRobertMcMeekin.Thisreporthighlightedthepro-
gressmadebythecountriestoprovidestatis-ticsascomparedtoadecadeago.However,amongitsfindings,itexpressedlimitationsinproductioncapacitiesandwarnedabouttheinsufficientsupportfrommultilateralorga-
nisationstoaccompanycountries,promote
standardisationschemesthataddressthe
concretepossibilitiesofthesystemsinplace,andarticulatecooperationefforts.
In2002,PREALmadeacallfornationalandcomparativestudieswiththeaimoffindingout–tenyearsaftertheconsolidationof
manyofthestatisticalsystemsandthestartoflarge-scalestandardisedassessment
3Thisstudywaspresentedattheabove-mentionedworkshoporganisedinSantiagodeChilefortheelaborationofasystemofindicatorswithintheframeworkofMERCOSUR.
EMIS
Index
5
EMIS
RegionalForumonEducationPolicy
operations–whattypesofusescouldbe
observedamongdifferentaudiences;in
particular,technicalandpoliticalteamsfromtheministriesofeducationintheregion.Asaresult,in2005,PREALpublished“Usoeim- pactodelainformacióneducativaenAmérica Latina”[Theuseandimpactofeducational
informationinLatinAmerica](Cueto,2005),comprisingsevenpapersinwhicharesearchgroupof26peopleparticipated.These
paperswarnedthat,althoughevaluationandinformationsystemswereestablishedand
producedmanyresults,therewasalowuseofthemandtheiruseforpolicydefinition
waslow.Consideringthetimethathas
passedandthechangesintheinformation
systemsthemselves(forexample,inthe
movetowardsnominalisationandagreater
roleforadministrativeinformationoverstatis-tics),manyoftheanalyticalcategoriesusedappeartostillhaveexplanatoryvalue.
Recently,someoftheorganisationsreferredtohaveturnedtheirattentiontoEMIS.
Inturn,VanWykandCrouch(UNESCO,2020)elaboratedadocumentinwhichtheypoint
outthatbothSustainableDevelopment
Goal4(SDG4)ofthe2030AgendaandtheconditionsimposedbytheCOVID-19pande-mic–which,between2020and2021,affectedface-to-faceattendanceateducational
institutions–requireinformationonindivi-
duals,andthatsuchinformationcanonlybeansweredorgeneratedthroughsystemsthatbringtogetherdatafromdifferentsources
andsectors(socialdevelopment,health,edu-cation,labour,amongthemainones).Ontheotherhand,manyoftheindicatorsassociatedwiththeobjectivesoftheSDGs–astheyseektomeasurethereductionofdisparities–re-
quireinformationbyarea,gender,age,socialsector,culturaltraits,amongothers,forthecharacterisationofspecificand/orvulnerablepopulations(disability,ethnicity,mobility,
LGBTIQ+,etc.)andtheconsequentimpetusforthecollection,processinganddevelop-mentofnewindicators.
In2021,theIDBelaboratedapaperentitled “EducationInformationandManagement SystemsinLatinAmericaandtheCaribbean:theroadtothedigitaltransformationof
educationmanagement.”Thisdocument
focusesontheproblemofthequalityofEMIS
intheregionandincludesatypologyofthe
levelsofprogressandcoverageofthesys-
temssurveyed.ThepaperarguesthatEMIS
havelowlevelsofdevelopmentintheregion,
thatthereisnocomprehensivevision,andthat
therearefewinstancesofplanningforthese
developments:“mostofthecasesanalysed
–10outof16–areatanincipientlevelof
development...andonlyfoursystemsareatan
emerginglevel...”(p.136).Thepaperconcludes
bystatingthatthissituationurgestheneed
tolearnmoreaboutthesesystemsandto
generaterecommendationsfortheirextension
andconsolidation.
Inthesameyear,theInter-American
Dialogue’sWorkingGrouponTechnologyand
Innovation(2021)publishedareportwarning
that,inadditiontotechnologicaldevelop-
ments,“EMISimplementationdependson
thepoliticalwillandastrategicvisionthat
activatestheresourcesandstakeholders...”
topromotethem.
Recently,andduetotheincreaseinpro-
blemstobeaddressedinthecontextofthe
healthemergencycausedbytheCOVID-19
pandemic,somestudies(Croce,2020;Rivera
Pizarro,2020)havefocusedonthedevelop-
mentofEarlyWarningSystems(EWS),tools
thatrequire,fortheirexistence,nominalised
managementsystemswithaspecificdataset
relatedtostudenttrajectoriesandperfor-
mance,aswellasattributesthatdemographi-
cally,sociallyorculturallycharacteriseboth
studentsandfamilies.Accordingtothestudy
conductedbyPerusiaandCardini(2021),“...
theadoptionofEWSinLatinAmericaarose
mainlyasaresponsetotheeducational
urgencygeneratedbythepandemic,the
closureofschoolsforface-to-faceeducation
andtheriskofincreasedschooldropout...”
(p.12).Thepaperreportsthepresenceof
theseinstrumentsintenofthecountries
oftheregion,showingdifferentscopesin
termsofthetypeofinformationtheyinclude
andtheprotocolsorassociatedintervention
strategiestheyhavetostrengthenstudent
retentionandreduceoravoidschooldropout.
Index
6
EMIS
RegionalForumonEducationPolicy
WhathasnotbeenfoundinrecentresearchistheexistenceofstudiesthatsystematicallyaddresstheusesandimpactsofEMISonthedifferentstagesofpolicy-making,namely,
formulation,planningordesign,managementandimplementation,andmonitoringor
evaluation.Forthisreason,IIEPUNESCO
undertook,attheendof2021,theelaborationofastudycoveringeightcountriesinthe regiontocarryoutadiagnosisoftheUses
ofinformationsystemsineducationpolicy planningandmanagementinLatinAmerica
(inpress).Thisworkisprecededbyanotherstudyaimedatidentifyingtheusesofthe
resultsofstandardisedlearningassessments
(Pinkasz,2021)
,whosemethodologyisrepli-catedtogatherevidenceandupdatepreviousdiagnosesonthemesofrelevanceforthe
developmentofeducationpolicies.Both
focusoncompulsoryeducationlevels,i.e.
theydonotincludehighereducationoffersorinformationandevaluationsystems.
3.Maincharacteristicsofeducation
informationsystemsandeffectiveuses
identifiedintheregionlinkedtoeducationpolicyplanningandmanagement
ThecomparativestudyUsesofinformation
systemsineducationpolicyplanningandma-
nagementinLatinAmerica(inpress)takesas
astartingpoint,inadditiontothebackgroundreferredtointheprevioussection,asetofavai-labledefinitionsofinformationsystems.Thesedefinitions,presentedbelow,weredevelopedbythespecialisedliteraturethatframesoneofthecomponentsanalysedinthispaper.
AnEducationManagementInformation
System(EMIS)canbedefinedastheset
ofeducationmanagementprocessesthat
servetodesign,record,exploit,generate,
anddisseminatestrategicinformation
onlineinacomprehensivemanner,framedbyaspecificlegal,institutionalandtechno-logicalinfrastructure.AnEMISshouldallowtherelevantprocessesoftheeducation
systemtobemanagedinacomprehensiveandefficientmanneratalllevels(central,
regionalandschool),throughtheincorpora-tionofnewtechnologies(AriasOrtizetal.,2019,citedinIDB,2021,p.11).
Accordingly,anEMIS(Education
ManagementInformationSystem)canbe
definedas:
asystemforthecollection,integration,
processing,maintenanceanddissemination
ofdataandinformationtosupportdecision-
-making,policy-analysisandformulation,
planning,monitoringandmanagement
atalllevelsofaneducationsystem.Itis
asystemofpeople,technology,models,
methods,processes,procedures,rulesand
regulationsthatfunctiontogethertoprovi-
deeducationleaders,decision-makersand
managersatalllevelswithasetofrelevant,
reliableandunambiguousdataandinforma-
tiontosupportthemincompletionoftheir
responsibilities(UNESCO,2019,citedin
UNESCO,2020).
ThemainpurposeofRegistration
ManagementSystems(RMS)istheidenti-
fication,processinganddisseminationof
administrativeinformation(management
ofpeopleandresourcesandthecarrying
outofprocedures),statisticalinformation
(enrolmentflows,indicators,earlywarning
systems[EWS],informationoninfrastructure,
scopeandactionsofprogrammes),and
informationonevaluation(orientedtowards
decision-making)(Sunkeletal.,2020).These
definitionsrefertosystemspecificfunctions
orobjectives,andtotheirprocessesand
purposesandthetypeofinformationthey
contain.
InLatinAmerica,threetypesofcurrentdeve-
lopmentscanbeidentifiedfortheproduction
ofinformationnecessaryforthemanagement
ofeducationsystemsatthenationalorfede-
rallevel.Dependingonthegovernmentand
levelsofdecentralisationofeducationalde-
cision-makingineachcountry,sub-national,
localandinstitutionallevelsshouldalsobe
included.First,therearecensus-basedand/
orsample-basedstatistics.Theycollectinfor-
mationonschoolsoreducationalinstitutions,
students,teachers,buildinginfrastructure,
technologicalequipment,andlearningasses-
sment.Theirperiodicityvariesfromcountry
tocountry:insomecountriesthefrequencyis
annual(therearecountriesandsub-national
Index
7
RegionalForumonEducationPolicy
statesthatcollectdataatthebeginningandendoftheschoolyear);inothers,itmaybe
triennialordecennial,dependingonthepur-poseforwhichtheinformationiscollected.
Secondly,especiallysince2000,management systemshavebeendevelopedwhich,based onadministrativerecords,individualise
studentsand/orteachers,andcollectand
produceinformation(monthlyorinrealtime,i.e.immediatelyavailable).Someofthesede-velopmentsareassociatedwithEWS,whichaimtoprotectrightsandschooltrajectoriesinordertosupportschooling,whichiswhy
theyidentifycertainyearsofstudyorcyclesofeducationlevelsand/orgroupsofpeoplewhoaresubjecttospecificinterventions
ormonitoring.Ingeneral,theyareaimedat
preventingschooldrop-out.Finally,inthosecountrieswherethedevelopmentofnominali-sedsystemsisstillincipientorgradual,mixedsystemscoexist,i.e.thereexistbothtypesofrecords(statisticalandadministrative)with
distinctscopesandfunctionalities.
Asmentionedintheprevioussection,
statisticalinformationsystemsaregovernedbyinternationalclassificationsandproduc-tionrules,whileadministrativeinformationsystemsrespondtonationalorsub-nationallogicsanddefinitions.Toillustrate,while
thereisastatisticaldefinitionofastudent
withenrolmentorregistration,theirrequi-
rements,theirmodes,theconditionsfor
definingenrolmentandregularattendance
followdifferentparameters.Table1shows
thediversityofsystemsinforceintheco
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