![Page 1: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/1.jpg)
TheBioinformaticsTrainingLandscapeTorontoAreaBioinformaticsUserGroup(TorBug)
November29,2017
JasonWilliamsColdSpringHarborLaboratory,DNALearningCenter
@JasonWilliamsNY
![Page 2: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/2.jpg)
What is the Bioinformatics Training Landscape?
What is bioinformatics? How do you define bioinformatics vs. comp bio?
Is bioinformatics biology?
![Page 3: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/3.jpg)
Knowledge
FAIRprinciples
Dataintegration
Algorithmsandmethods
Metadataandstandards
Datastorage/acquisition/management/sharing
Bioinformatics Buzzword PyramidThere’s a road ahead, but where are we going?
![Page 4: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/4.jpg)
Bioinformatics Buzzword PyramidThere’s a road ahead, but where are we going?
![Page 5: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/5.jpg)
Talk outline
• What do we know about the needs of researchers and educators?
• Roadblocks and opportunities
• What do you think?
![Page 6: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/6.jpg)
What is the Bioinformatics Training Landscape?
![Page 7: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/7.jpg)
• Startedin2008asiPlantCollaborative
• $100Million,10YearNSFinvestment
• 40K+users,~3PBuserdata;national
andinternationalfederation
• Make“BigDataBiology”accessible to
theaveragebiologist
![Page 8: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/8.jpg)
330+workshops,conferences,andseminarssince2009
![Page 9: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/9.jpg)
Beginner(ordon'tuse
bioinformatics)53%
Intermediate35%
Advanced12%
“Howdoyourateyourlevelofbioinformaticsskills?”
![Page 10: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/10.jpg)
93%ofsurveyrespondentsindicatetheyareorwill
beworkingwithlargedatasets
![Page 11: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/11.jpg)
SurveyofNSFPIs– UnmetneedsforBioBigData
• 2016,Collected704/3987respondentsacrossthe4NSFBio
• Askedaboutcurrentandfutureneedsintrainingandinfrastructure
• Stratifiedbyresearchgroupsize/directorate
![Page 12: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/12.jpg)
“Withwhattype(s)ofdatadoyoucurrentlyworkinyourresearch?”
![Page 13: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/13.jpg)
“Isthiscurrentlyimportantinyour
research?
Doyouthinkthiswillbeimportanttoyour
researchin3years?”
![Page 14: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/14.jpg)
“Doesyourinstitutionmeetthisneed?”(‘no’responses)
Training is the biggest need!
![Page 15: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/15.jpg)
• NSFResearchCoordinationNetwork;UndergraduateBiologyEducation
• ~30Undergraduateeducators,expertsinassessment,industry,andotherfields
• https://qubeshub.org/groups/niblse
• Interestedin:
o FacultyandStudentPreparation
o Methodsandresourcesforintegration
o Assessment
![Page 16: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/16.jpg)
Largest-eversurveyonbioinformaticsinundergraduateeducation(U.S.)
• ~1260responses
• Somegoals:
• Understandfacultyperceptionsandbehaviorsinaddressing
bioinformatics(Isitimportant?Areyouincluding?Ifnotwhy?)
• Gatherinformationonbioinformaticsrelatedsyllabi
(Whatdoyouteach,when,how?)
![Page 17: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/17.jpg)
Compositesurveyrespondentisawhitemale/femalePhD,self-taughtinbioinformatics,withaPhDdegreeearnedin2000–2009.S/heworksatanon–minority-serving,doctoral-grantinginstitutionwithanundergraduateenrollmentoflessthan5,000.
![Page 18: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/18.jpg)
![Page 19: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/19.jpg)
Question NumberofKeyword-codedResponses
1.Inyouropinion,whatdoyouthinkarethemostimportant challengescurrentlyfacingthoseeducatingundergraduatelifescientistsinbioinformatics? 734(59.6%)
2A. Whatisthelevelofthecoursesyouteachinwhichyouwouldliketoincludebioinformaticscontent?(multiplechoice)
2B.Pleasedescribebriefly;includeanybarrierstodevelopmentand/orimplementation
364(29.6%)
3*.Whatispreventingyoufromincludingbioinformaticscontentinthesecourses? 313(25.4%)
4.Atyourcurrentinstitution,doyoufaceanytechnicalbarriersinteachingbioinformatics,e.g.,availabilityofacomputerlab,differentoperatingsystems,accesstohighperformancecomputingforteaching,ITsupport?Pleasedescribe
511(41.5%)
*- onlyaskedtothosewhoindicatedtheyarenotintegratingbioinformatics
![Page 20: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/20.jpg)
95%ofsurveyrespondentsindicatethatbioinformaticsshouldbeintegratedintothelifesciencecurriculum.
40% offacultyreportachievingthis.
![Page 21: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/21.jpg)
Trainingisthebiggestneed!
![Page 22: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/22.jpg)
41%ofsurveyrespondentswhoare
underrepresentedminoritiesinSTEMreporttrainingbarriersvs.28% ofnon-URMfaculty.
![Page 23: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/23.jpg)
Trainingisthebiggestneed!
“Lackoftraininginthearea,asmanyofusearnedourPhDsbeforebioinformaticswaswidelyusedandavailable.”
“Lackoffacultyexpertiseintherapidlychangingdisciplinesofgenomics/bioinformaticsandrelatedtechnologies.”
“Alackoftrainingandexperienceinbioinformatics.”
![Page 24: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/24.jpg)
Barriersdifferbyinstitutiontype
![Page 25: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/25.jpg)
MCA: Institution type
![Page 26: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/26.jpg)
23%ofsurveyrespondentsatminority-serving
institutionsreportintegratingbioinformaticsvs.43% annon-minority-servinginstitutions.
![Page 27: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/27.jpg)
MCA:Integrationstatus
![Page 28: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/28.jpg)
Studentstakingdedicatedcourseslessprepared?
![Page 29: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/29.jpg)
DecadeofHighest Degree
Earned
FormalBioinformaticsTraining(%)
FacultyIntegratingBioinformatics(%)
1980-1989 8.4 35.4
1990-1999 11.3 41.9
2000-2009 35.1 41.7
2010-2016 48.3 25.2
New,bettertrainedfacultyaren’tintegratingbioinformatics!
![Page 30: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/30.jpg)
MCA:DecadeofDegree
![Page 31: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/31.jpg)
Accesstoresourcesdiffersbysex?
![Page 32: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/32.jpg)
Talk outline
• Whatdoweknowabouttheneedsofresearchersandeducators?
• Researchersandeducatorsstillexperienceatraininggap
• Trainingmorepressinganeedthantechnology/infrastructure
• Researchtrainingneedsaresophisticated(evolving?)
• Facultytrainingdoes!=touseintheclassroom
• Disparitiesintrainingexistandneedtobebetterunderstood
![Page 33: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/33.jpg)
Talk outline
• What do we know about the needs of researchers and educators?
• Roadblocks and opportunities
• What do you think?
![Page 34: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/34.jpg)
![Page 35: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/35.jpg)
• Longitudinalstudyof294PhDstudentsfrom53USinstitutions
• Nostatisticallysignificantoutcomesover115variables(e.g.Publication/abstracts,
writingsamples,scholarlyengagement,etc.)
• Consistentwithpublishedpedagogicalresearchthatbootcamps cannotleadto
sustainablelearning*
![Page 36: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/36.jpg)
![Page 37: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/37.jpg)
• Meta-analysis of published assessments in genomics and bioinformatics
education
• Most studies assessed summative learning gains
• Less than 10% of studies provided reliability/validity evidence for assessments
(only one study provided both)
![Page 38: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/38.jpg)
But doesn’t training work?
![Page 39: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/39.jpg)
But doesn’t training work?
![Page 40: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/40.jpg)
Towards evidence-based training and assessment
![Page 41: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/41.jpg)
Somekeyinsightsforinformaltraining
SeeDr.Tractenberg’s slides:https://www.academia.edu/34607065/Learning_goals_teaching_goals_and_assessment_in_bioinformatics_training
• Rememberthedifferencebetweenformal/informaltraining– muchof
theliteratureassumesaeducation trajectory(longterm)vs.training
whereskillacquisitionisprimary
• Goodtrainingmusthaveclearlyarticulatedlearningoutcomes
• Soundsobvious,butlearnerscanonlyreachthelevelofskilluseyouare
actuallyabletoconveyinyourcourse(Bloom’sTaxonomy)
• Learnersneedtobeguidedonhow/why/when skillsshouldbeused
![Page 42: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/42.jpg)
• DataCarpentry– Basicdataorganization/management(R/Linux)anduseofcommand-linebioinformaticstools(Unix)
• SoftwareCarpentry – Basiccomputingskillsincludingautomation(Linux/Make),scripting(PythonorR),versioncontrol(Git/GitHub)
![Page 43: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/43.jpg)
LessonDevelopment2015
Teachingpilotsandrefinements2016
GlobalCommunity2017
GenomicsDataCarpentry
![Page 44: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/44.jpg)
InteractingwithComputers• CouldComputing• Connectingtoremotecomputing(SSH/PuTTY)• FileTransfer(FileZilla,othercommand-linetools:
scp,rsynch,wget,etc.)
DataManagementandOrganization• Opensource• Metadataandreproducibility• Importantgenomicsfileformats(CSV/TSV,FastQ,
SAM/BAM,VCF,etc.)• Organizingafilesystemforcomputationalprojects(Linux)• UnixShell(command-line:ls,cd,mkdir,cp,rm,wc,grep,
cut,columns,head,tail,lessetc,)• R:Creatingprojects,scripts,andexaminingdata
DataCleaningandvisualizationR:variouspackagesandfunctionsR:dplyrR:ggplotFastQC - qualitycontrolofhigh-throughputsequencedataTrimmomatic - filteringandtrimmingofhigh-throughputsequencedataIntegratedGenomeViewer
AutomationandscriptingRscripting'For'loopsBuildingautomatedpipelinesUsingmultithreadedapplications
LearningGoalsGenomicsDataCarpentry
![Page 45: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/45.jpg)
Carpentry Assessment
Thelong-termsurveyassessedconfidence,motivation,andotheroutcomesmorethansixmonths afterrespondentsattendedaCarpentryworkshop.
• 77%ofrespondentsreportedbeingmoreconfidentinthetools thatwerecovered
duringtheirworkshopcomparedtobeforetheworkshop.
• 54%ofrespondentshavemadetheiranalysesmorereproducible asaresultof
completingaworkshop.
• 65%ofrespondentshavegainedconfidenceinworkingwithdata asaresultof
completingaworkshop.
• 74%ofrespondentshaverecommendedourworkshops toafriendorcolleague.
![Page 46: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/46.jpg)
Talk outline
• Roadblocksandopportunities
• Thereisalotofroomforimprovementinhowweassesstheimpactoftraining/(includingcoordinationandstandardizationofdisparateefforts)
• Sincethemajorityofbioinformaticseducationis(willremain?)informal,trainingneedstointegrateinsightsfromcognitivesciences
• Carpentriesapproachissucceedinginmanywaysweneedtopayattentionto,improve,andcriticize
![Page 47: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/47.jpg)
Thanks!
![Page 48: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/48.jpg)
Sorry!
![Page 49: The Bioinformatics Training Landscape · The Bioinformatics Training Landscape Toronto Area Bioinformatics User Group ( TorBug ) November 29, 2017 ... Global Community 2017 Genomics](https://reader030.vdocuments.net/reader030/viewer/2022040613/5f0857207e708231d4218688/html5/thumbnails/49.jpg)
Talk outline
• Whatdoyouthink?
• Howareyouinvolvedintraining?• Whatresponsibilitiesdobioinformaticianshavetocontribute?
• Howcanthenon-bioinformatician keepupwiththepaceofchange?