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A Critical Analysis of the Dynamics of
Stakeholders for Bioeconomy
Innovation: The Case of Caldas,
Colombia
Carlos Humberto González Escobar * , Juan Carlos Granobles Torres , Abel Osvaldo Villa Rodríguez
Posted Date: 4 November 2024
doi: 10.20944/preprints202411.0199.v1
Keywords: stakeholders; bioeconomy; biotechnology; sustainability; innovation systems
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Article
ACriticalAnalysisoftheDynamicsofStakeholders
forBioeconomyInnovation:TheCaseof
Caldas,Colombia
CarlosHumbertoGonzálezEscobar,JuanCarlosGranoblesTorres
andAbelOsvaldoVillaRodríguez*
SustainableDevelopmentandEnvironmentResearchCenterCIMAD,TheUniversityofManizales,
Manizales170001,Colombia
*Correspondence:chgonzalez@umanizales.edu.co
Abstract:Stakeholdersandtheirdynamicsareoftenneglectedininnovationsystemsliterature.The
importanceofbioeconomyisgrowingforitsimplicationsonaddressingenvironmentalchallenges,
shapingeconomicdecisions,marketsandsustainabledevelopment.Thispaperanalyses
stakeholders’dynamicsforknowledgecreationandinnovationtotransitfromunsustainable
practicestothesustainableuseofbiologicalresources‐bioeconomy.Theoriginalityofthispaperis
thecreationofananalyticalframeworktocharacterisetheinteractionsofstakeholdersandhow
theseinteractionsreshapetheinnovationsystemstocreateanewnarrativeandanewknowledge
baseplatformforinnovation.Usingaqualitativeapproach,datawascollectedthroughsurveys
between2022and2024.Weexploredthedynamicsof29stakeholdersinvolvedandcollaborating
inR&DactivitiesfromthebiotechnologysectorinCaldas,Colombia.Ourfindingsshowthat
dynamicstowardsbioeconomyareonlyatthediscursivelevel.Stakeholderscarryoutresearch
activitiesasameanstogenerateincomeratherthanforinnovativepurposes,overlookinginformal
interactionswhichgeneratenovelideasthatcouldtranslateintosolutions,services,andproducts.
Weconcludethatbioeconomytransitionneedsasystemicdisequilibriumbyanewinstitutional
infrastructurethatenablesstakeholders,includingcivilsociety,tocreateastructuralchangefor
embracinginnovationdynamics.
Keywords:stakeholders;bioeconomy;biotechnology;sustainability;innovationsystems
1.Introduction
Bioeconomy(BE)hasbeenatthecentreofsustainabilitydiscussionsworldwideforthelast
twentyyears,asaconsequenceofmajorenvironmental,socialandeconomicchallenges.These
challengesanddevelopmentaltrendsrequirearadicalchangeintheformofamodernisationofthe
globaleconomy[1–3].Thisdiscussionanchorsaroundapplyingbiologicalprinciplesandprocesses
basedontechnicalinnovationtomaximiseefficiencyandderivehighvaluefrombiobasedresources
inallsectorsoftheeconomy[4].Bioeconomyemergedasaneconomicparadigminscience,
technologyandinnovation(STI)policywiththepurposeofminimisingadverseenvironmental
impactsofeconomicactivities,therebyaimingtoachieveimportantsustainabledevelopmentgoals
(SDG)[5,6].Transitioningtoabioeconomyinvolveseffortsbyawiderangeofindustriesinthe
replacementoffossilfuelinputsbyrenewalcarbonsourcesalongwithresourceefficiencyand
preservationoftheresourcevaluesinmaterialcircles[7,8].
Europeancountrieshaveshownsignificantprogressbydevelopingpolicystrategies.These
policiespromotestructuralchangestowardsabioeconomy.Forexample,byreplacingfossil‐based
rawmaterialswithbiobasedresourcesandprinciples[9],sustainablemanagementofnatural
resources,climatechangemitigation,andenergyandfoodsecurity[2].InLatinAmericancountries
(Latam),Colombiahaschampionedabioeconomytocosmeticallypresentbio‐matterstorender
involvedfieldsʹcapitalisableʹ andʹrentierʹ [10,11].Fromthepoliticalperspective,thepolicy‐push
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patternofbioeconomyhasbeensimilaracrossLatamgeographies[11].Innovationsrelatedto
bioeconomyencompassarangeofnewproductsi.e.fuels,newfoodadditivesandbiopolymer[12,13]
novelprocessesi.e.biorefining[14]andindustrialbiotechnology[15].
Wearguethatthefocusofbioeconomicpromisesisontheroleof(bioandrelated)technological
innovations,allowingtheadvancementofasustainablewaytomanagerenewablebiological
resources[11].Inthislineofargument,bioeconomystillhastodeliveritspotential,andinthecase
ofColombia,transitionsaredeeplycontested,involvingmultiplepossiblevisionsandtransition
pathways[16–19],fierceresistancefromvestedinterestsacrosssectorsi.e.energy,petrochemical,
agriculture,andforestrysectors[20,21].
Despiteallthepositiveimpactsofbioeconomysuchasenvironmentalbenefits,innovation,
creationofneweconomicopportunities,newbusinessformationandthestrengtheningof
knowledge‐basedsectors,recentresearchhasaddressedinnovationbarrierforsegmentsofthe
bioeconomyusinginnovationsystems(IS)approach,mostatthenationallevel[21–25].Related
assessmentsusingISapproachinthecontextofLatamhaveaddressedtransitiontobioeconomy[26–
28].Thesestudieshavemainlyfocusedonsystemfailures.AlthoughISinLatam,theymayexhibit
presenceandcoordinationamongactorstosupportinnovation,inthisresearch,weexaminethe
dynamicsofstakeholdersinISconcerninginnovationtotransittobioeconomy.Byaddressingthis
researchgap,weaimtomakeatheoreticalandempiricalcontributiontoliterature.Ourtheoretical
contributionderivesfromintroducingelementsofIS,particularlyTechnologicalInnovationSystems
(TIS)andlinkingthemwithstakeholdersratherthanactors.OurstudyreframestheseelementsinIS
placingemphasisontheelementofagencyinstakeholders,whichimpactsoninnovationandthus
bieconomytransition.Theempiricalcontributioncomesfromexaminingthedynamicsof
stakeholdersofthebiotechnologysectorinCaldas,Colombia.Weaddressthequestionastowhy,
despitetheawarenessamongstcriticalstakeholdersoftheimportanceofabioeconomyforthe
sustainabilityoftheCaldaseconomy,andtheexistenceofinstitutionsintheformoflocalandnational
laws,therestillexistsalackofaneffectivetransitionfromafossilfueleconomytoabioeconomy.
ThispaperstartswiththeelaborationofthetheoreticalframeworkinSection2.InSection3we
elucidatethemethodologicalapproachtoanswertheresearchquestion.InSection4wepresentour
resultsinlightoftheelementsofthetheoreticalframework.InSection5wediscusstheimplications
ofthedynamicsofstakeholdersconsideringtheliteratureonIS.Andfinally,inSection6,wepresent
theconclusions.
2.TheoreticalFramework
WetaketheTechnologicalInnovationSystemapproach(TIS).Atechnologicalsystemmaybe
definedasanetworkofagentsinteractinginaspecificeconomicorindustrialareaunderaparticular
institutionalinfrastructureorsetofinfrastructuresandinvolvedinthegeneration,diffusion,and
utilizationoftechnology[29].Technologicalsystemsaredefinedintermsofknowledgecompetence
flowsratherthanflowsofordinarygoodsandservices[30].FromtheTSIapproach,therequired
changesinproductionprocesses,resourceuseandintegrationofcivilsocietyassociatedwith
Bioeconomyconcepts,callforsysteminnovation,includingchangesinthearchitecture,components
oftheentiresectoral(orsociotechnical)system[31].OnekeyaspectofTISisthattheyaremulti‐
dimensional.Inmostcasestheconstituentelements(knowledge/competencenetworks,industrial
networks/developmentblocks,andinstitutionalinfrastructure)arespeciallycorrelated[30].
Althoughagentsininnovationsystemsareoftenseenaskeydriversofsustainabilitytransitions,
stakeholders,ontheotherhandaremerelymentionedininnovationsystemsliterature.Therefore,
wearguethatthefieldlacksofasystemicinvestigationofscientificknowledgeforinnovation,
innovationbarriersanddriversfromthestakeholderperspective[32].
Conceptualisedasoneofthemainfunctionsofinnovationsystems[33]thedynamicsof
stakeholdersactivities,andtheirembeddednessininnovationssystemsstilllacksoftheoretical
foundations[34].Tracingongoingtransitionsrequiresattentiontothedynamicsofinteractionsof
stakeholdersandothersystemcomponents.Toenablecivilsociety,policymakersandstakeholders
toassesstheimpactsoftheirdynamicsonbioeconomy,asystemicassessmentofdynamicsof
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bioeconomyinnovationisneeded.Sofar,littleisknownaboutthestakeholdersbethemcompanies,
universities,publicandprivateresearchorganisations,localgovernmentagenciesabouttheattention
torisk,synergiesandtrade‐offs.Toourknowledge,researchneedstoincorporatehowstakeholders
experience,i.e.theirvestedagencyandhowtheyshapethecomplexprocessessuchasinnovation
andthustransformation.
Basedonthisbackground,webuildourframeworkusingstudiesofTechnologicalInnovation
Systems(TIS)atthestakeholderlevel.StudiesofTIShavefocusedonagents,firmsandentrepreneurs
statingthatinnovationrequiresperceptionofopportunitiestoproductivelychangeexistingroutines,
theirwillingnesstoundertakesuchchangesandtheabilitytoimplementthesechanges[35].For
innovationtooccurandproducechanges,stakeholdersareawareoftheircapabilities,valuesand
continuouslyscantheirenvironmentforrisk,opportunitiesandchangewithuncertainoutcomes[36].
Furthermore,toeffectivelytransittobioeconomyinnovationrequirescollaborationbetweenfirms,
universities,researchorganistionsandgovernmentagenciestoproduceknowledgetoultimately
changetheroutines,aspreviouslymentioned[37–39].
Previousresearchhasexaminedfactorsthatimpactthecollaborationbetweenstakeholders.For
example,analysisonuniversitiesasafactorfornewknowledgegenerationandtechnologytransfer
withsignificantimpactonentrepreneursandcompaniesattheregionallevel[40].Likewise,research
hasexaminedthegrowingrolethatendusersplayinregionalproject‐basedinnovations[41].
However,thereisalsoevidencethatshowfactorsthatimpactinnovation,suchasactorsthatmake
uptheinnovationecosystem,howtheseactorsimpactsuccessfulcasesofknowledgetransferandthe
interrelationshipsbetweenthefactorsleadingtoknowledgetransfer[42].
Therefore,ourframeworkexaminesNetworksinSSIthatindicatethatsuccessfulinnovation
seemstorequireinteractionamongstakeholderwithdifferentcompetences.Thenatureofinnovation
isuncertainandcomplex;thereforenetworksprovideotheralternativesforgoverninginnovation
[29,30].Institutionalinfrastructurereferstoasetofinstitutionalarrangementsthatdirectlyor
indirectlysupport,stimulateandregulatetheprocessofinnovationandthediffusionoftechnology
[30,43].Developmentblocksaredynamicinnatureandincorporatethecharacteristicsof
disequilibrium.Theseblockscreatetensionwithinthetechnologicalsystemthatvariesinstrength
andcompositionovertimeandgeneratesdevelopmentpotentialforthesystem[43].
TheTSIapproachisusefulbecauseitmakesitpossibletodescribe,understand,andexplainthe
processofinnovation.Itenablesustoidentifythefactorsthatshapeinnovation[39].Itallowstomap
andexplaininteractionsbetweenstakeholdersthatgenerateknowledge,especiallyinadiverserange
ofstakeholdersinvolved,includinggovernmentalorganisations,businesses,non‐governmental
organisations,localcommunities,scientists,farmers,andcivilsociety.Thesestakeholdersassume
distinctrolesinpolicyformulationandimplementation,researchanddevelopment,andthe
productionandconsumptionofbiotechnologyproducts.Thecontributionsofeachgroupof
stakeholdersarecrucialinpromotingandadvancingthesectortowardsabioeconomy.
However,inourresearchcontext,intheactivitiesofthestakeholders,threedistinctiveelements
interrelatewithwhatconstitutesanexplanationofwhythetransitiontowardsabioeconomyhasnot
beenuptotheglobalchallenge.Weidentifiedthreemaincategories:1)importance,2)influenceand
3)interest.Thesethreeemergingcategorieswererecurrentacrossallstakeholders,privateandpublic
organisations.Theperceptionofeverystakeholderregardingresearchactivitiesundertakings,
translatetheseresearchresultsintochangeandimplementthem,entailsrisktakingandlong‐term
visionofinnovation.
OurframeworkthereforedependsontheImportance,InfluenceandInterestofstakeholdersin
lightoftheperceivedinnovationopportunitiesinthebiotechnologysectorofCaldas,Colombia.We
explainthesedifferentelementsinmoredetailbelow.Theimportanceofspecificstakeholderswithin
thebiotechnologysectorliesintheirabilitytoshapeitstrajectory.Stakeholders’innovationisshaped
bytheirimportance.Forexample,Governmentorganisationscancreateregulationsandpolicies
eitherfacilitatingorimpedinginvestmentinbiotechnologies.Researchrevealsthatinnovationis
shapedbypreferences.Forexample,innovationinenvironmentcanbedrivenbygenuineconcerns
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[36,44].Inthislineofargument,publicandprivateuniversities,technicalschools,andresearch
centres,contributetoresearchanddevelopmentwiththeirwealthofknowledgeandexpertise.
Inthisarticle,Influenceisthecapacityofstakeholderstoshapedecisionsandpolicieswhich
impactthebiotechnologysector.Stakeholderscanexerttheirinfluencethroughvariousmeans,
includingpolitical,economic,orsocialpower.ThestructuralpropertiesofrelevantISsandSTIpolicy
caninfluencetheprevalenceofinnovationamongfirms[45–47].Forinstance,governmentscan
establishregulationsandpoliciesfosteringorhinderingthetransitiontowardsabioeconomy.
Similarly,businessescanleveragetheireconomicpowerandtechnologicalprowesstoinfluencea
bioeconomy.Influenceinstakeholdersindicatetheabilitytoleverage,combine,andrecombine
knowledgeandresourcessothatnewproducts,technologies,andmarketsresult[48].Non‐
governmentalorganisations,alternatively,canmobilisepublicopinionandadvocateforsustainable
approaches.
Theparticipantsinbioeconomicactivitiesarepropelledbyuniqueobjectivesandmotivations,
directlyshapingtheirinterests.Stakeholdersʹ interestscandivergeconsiderably,withcommercial
entitiesoftenprioritisingprofitmaximisationandlocalcommunitiesemphasisingpublichealthand
environmentalprotection.Ameaningfulunderstandingoftheseinterestsisindispensablefor
fosteringproductivecollaborationamongstakeholders.Byrecognisingandcomprehendingthe
interestsofallstakeholders,itispossibletoestablishamorecohesiveandcooperativeenvironment,
leadingtomoreeffectiveoutcomes.
Insummary,ourconceptualframeworkshedslightonthestructuralcomponents(i.e.
Stakeholdersnetwork,institutionalinfrastructure,anddevelopmentblocks)ofinnovationarein
continuousinteractionwithandthereforeshapedbyImportance,InfluenceandInterest.Theintricate
interplaybetweenstakeholdersʹ importance,influence,andinterestscangiverisetocomplex
tensions.Stakeholderswithsignificantimportanceandinfluencecanoftenexerttheirinterestsatthe
expenseofothers.Achievingthisbalanceiscrucialtothelong‐termsuccessofthebioeconomy,and
itrequiresastrategicandcollaborativeapproachthatconsidersthediverseconcernsandperspectives
ofallstakeholdersinvolved.Theconceptualframeworkhighlightstheembeddednessof
stakeholders’innovativebehaviorsandtherelatedoutcomes.Therefore,itisessentialtorecognise
thevariousrolesofthesestakeholdersinabioeconomyandensurethattheirinterestsalignwith
long‐termbioeconomygoals.
3.MaterialsandMethods
3.1.SampleSelectionandResearchTools
WefocusedourresearchonCaldasdepartment,Colombiaandonthebiotechnologysector.
CaldashassetanagendaanchoredaroundacomprehensivenationalSTIprogrammetopromote
transitiontobioeconomy[49].Forover25years,theNationalgovernmentofColombiainpartnership
withCaldasDepartmentandmunicipalitygovernmentlevels,haveimplementedaseriesof
initiativesandprojectstodevelopclustersinvarioussector,biotechnologybeingoneofthem.The
biotechnologyclusterdevelopedthroughtechnicalcommittees.Thesecommitteesaddressedissues
suchasidentifyingandsummoningcompanies,governmentagenciesandorganisationsrelatedto
biotechnologyprocessandresearchthatculminatedinthefoundationofthebiotechnologyclusterof
Caldasin2019[50].Therefore,thekeyobjectiveofthestudyistoexaminethedynamicsof
stakeholdersinthecreationofknowledgedespitetheinstitutionalframeworktosupportinnovation
basedonscienceandtechnologybythebiotechnologysectorinCaldas(Colombia).
In2019,TheNationalGovernmentofColombiacarriedoutaninitiativetoconducta
comprehensivetechnicalassessmentforaroadmaptowardbioeconomyfortheentirecountry.In
2020,shortlyafterthisinitiative,theGovernmentofCaldasdepartment,followedinthestepsofthe
nationalgovernmentandconductedasimilarbutlocaltechnicalassessmenttofurthertakeCaldas
towardsbioeconomyandsustainableeconomiccompetitiveness.Bioeconomyisanareaofstrategic
importancefortheNationalandDepartmentgovernmentlevelsinallproductivesectors,in
particularlife‐scienceandbiotechnology.Hence,whenlookingattheagglomerationofthe
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stakeholdersofthiscluster,itwaslogicaltoexaminetheirdynamicsbasedonthebioeconomy
promotion.Thestakeholders’involvementincollaborativeR&Dandlearningshedslightonefforts
relatedtoSTIthatultimatelyimpactonthebioeconomytransition.
Theresearchwascarriedoutbetween2022and2024.Themethodusedwasqualitativeresearch
basedoninterviews.Qualitativeinterviewsarethemethodthatallowforunderstandingand
meaningtobeexploredindepthbecauseithelpsexaminethecontext[51].Interviewingisapowerful
wayofhelpingpeopletomakeexplicitthingsthathavehithertobeenimplicit,toarticulatetheirtacit
perceptions,feelingsandunderstanding(p.32).Giventhequalitativenatureofthisresearch,there
wasnoneedtoestablisharepresentativesampleofstakholdersforwhichstatisticalanalysiswould
notbeappropriate.Thisprovidedflexibilityintermsofstakeholderstolookat.Thepurposeofthis
wasforparticipantstoacknowledgethemselvesasastakeholder.Thisinvolvedinitialinformal
discussionstoestablishabaselineandidentifycriticalparticipantsandtheirlevelofinvolvement.
3.2.DataCollectionandAnalysis
WeconductedinterviewsbyimplementingsurveysbyusingthevirtualtoolʺGoogleFormsʺ.
Thefirstsurveywascarriedoutin2022,weinvited172stakeholders,outofwhich40participated.
Thesecondsurveyin2024,inviting226stakeholders,with29responding(seeTable1).The
questionnaireofthesurveycombinedthetheoreticalelementsdiscussedinsection2,tookabout40
minutestoanswergiventheopen‐endedquestionsandwasconductedwithowners,managing
directorandwhenexisting,thedirectorofresearchatthestakeholder’splaceofwork.The
questionnairealsoconstructedthebaselineforaqualitativemappingoutofthestakeholderswiththe
validationofotherstakeholdersinthesector.
Table1.ProfileofStakeholdersinthestudy.
SectorDivisionNamePercentage%
PublicDepartmentalGovernmentofCaldas8
SecretaryofTechnologyTICʹs
Academy
UniversityofManizales
25
UniversityofCaldas
AutonomousUniversityofManizales
NationalUniversityofColombia
CatholicUniversityofManizales
LuisAmigoUniversity
NationalLearningServiceSENA‐SENNOVA
Research
ResearchCenterCINDE
25
EnvironmentalStudiesInstitute
BiotechnologicalDevelopmentCenterʺBIOSʺ
EconomiesResearchCenterʺCRECEʺ
ResearchCenterofCoffeeʺCenicaféʺ
BiotechnologyandAgroindustryInstitute‐UNAL
BioprocessPlantofCaldasUniversity
BusinessChambers
Chamberofcommerce
25ProgramʺManizalescomovamosʺ
HydroelectricCaldasCompany
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ManizalesWaterCompany
NationalAssociationofIndustriesʺANDIʺ
University‐Company‐StateFoundationFUEEC
InterUnionCommitteeofCaldas
AgribusinessComitédeCafeterosdeCaldas3
Environment
ʺVivoCuencaʺCorporationʺ 7
EnvironmentalAuthorityCorpocaldas
EntrepreneurshipOrganizationofentrepreunershipʺIncubarʺ 7
EntrepeunershipCenterʺManizales+ʺ
Source:Ownelaboration.
Priortosendingthequestionnaire,weapproachedstakeholdersviaemailandphonecall.This
approachprovedtobeappropriateandenhancedprofessionalismonoursideasresearchersgave
thelevelofassurancethestakeholderneeded.Thisalsoallowedustobuilduprapportaswe
explainedmoreabouttheproject,makingitclearwewerenotinterestedinfinancialinformation,
prices,customersandthelike.Inbothemailandphonecalls,weprovidedparticipantinformation
andenclosedinformedconsent.Abriefleafletwaselaboratedandalsoenclosed;onphonecallsit
wasbrieflyintroduced,containinginformationontheresearchi.e.objectives,thefocusofthe
research,andanexplanationonwhytheirparticipationwasimportant.Itexplainedthetopicsthat
wouldandwouldnotbecoveredi.e.money,financialstatementsandnegotiationarrangements.We
explainedthedatahandlingandprivacyissuesandreassuredthemtheycouldwithdrawfromthe
researchatanytime.
TheThematicAnalysisApproach(TA)wasutilisedgiventhatitensuredtherobustnessofthe
methodsusedandthequalitativenatureofthisresearchandprovidedtransparencyinrelationtothe
analyticalprocess[52,53].WereadallanswersandthenusedNvivosoftwaretocreatelabels
(indexing)andhaveamanageablewayoflookingatthedata.Thenextstagethenconsistedof
transformingthelabelsintocodes,accordingtoconceptsofliteraturesuchasTIS,andthreeemerging
categories:Importance,InfluenceandInterest.ByusingtheTA,weorganisedanalysistothe
systematicrequirementsofthismethod.Itprovidedwiththepossibilitytotracethe
interconnectednessstagesandlinksbetweenaccountstoexplainandconstructathoroughaccount
ofthecase.TAenablesthedescriptionofaanalysisfrominitialmanagementofdatathroughthe
developmentofdescriptivetoexplanatoryaccounts[52](p.55).Finally,aspartoftheconstructionof
thestakeholdermap,threeexpertsratedthestakeholdersinthreecategoriesthatexplainedthe
interactionstakingplacesintheTSI:Interest,Importance,andInfluenceonascalefrom1(verylow)
to5(veryhigh).Wethenassessedtherelativeweightofeachcategorywithinthenetworkasfollows:
45%(Importance),30%(Influence),and25%(Interest),andrecalculatedtheratingsaccordingly.
Duringthisstepweranamultivariateanalysisusingtheprincipalcomponenttechniquetoexamine
thedataexportedtothestatisticalprogramSPSS(StatisticalPackageforSocialScience).
Subsequently,weperformedclusteranalysisandusedadendrogramtogroupstakeholders
accordingtotheirinterests,importance,andinfluence.Then,thestakeholdersmapwasconstructed,
andeachresultinggroupwascharacterisedandtypified.
4.Results
Inthissection,wepresentourfindingsfromtheempiricalanalysisandshedlightontheresearch
question:
Why,despitecriticalstakeholdersʹ awarenessoftheimportanceofabioeconomyforthe
sustainabilityofCaldasʹeconomyandtheexistenceofinstitutionsintheformoflocalandnational
laws,doesalackofeffectivetransitionfromafossilfueleconomytoabioeconomyexist?
TheexaminationofdynamicsofstakeholdersinthebiotechnologysectorofCaldas,hasshown
substantialpublicinvestmentalongwithprivateefforts.Theinvestmentdoneduringthepast25
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yearshasgearedtowardsthecreationoftheclusterwithstakeholders(companiesandpublic
organistions)andclearperceptionofwhatbioeconomyandtransitiontoitentail.Error!Reference
sourcenotfound.illustratesthecomplexinterplaybetweenstakeholdersofthebiotechnologysector
inCaldas.Actinguponthenetwork,R&Dcollaborationamongstakeholdersisrecurrent,showing
activitiesbasedonSTI.Thesecollaborationscreateaknowledgepoolwithpotentialforinnovation.
Inthisline,theinstitutionalinfrastructureallowsthecreationofstrategicalliancesthataffects
positivelythenetworkintermsofblocksofstakeholders.WhenlookingatthearticulationofthisTIS,
thedynamicsofstakeholdershavedevelopedbasedontheirImportance,InfluenceandInterests,
whichneverthelesspointtoacluster,itislessrelatedinnovationandmoretoapromotionof
bioeconomy.Likewise,theinstitutionalinfrastructureissupportiveofformalarrangements,it
overlooksotherpossibilitiesthatcantranslateintoinnovation.Furthermore,moststakeholders
understandinnovationandbioeconomy,butonlyfewreallyembarkintherisk‐takingaspectof
innovation.Inthefollowingsub‐sections,wepresentthefindingsinmoredetail.
IntensityColour
Low
Media
High
Belongsto
Typeofinteraction
Academy
Business
Entrepreneurship
Environmental
Farmer
Publicsector
Research
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4.1.NetworksofResearch
Ouranalysisfrominterviewsindicatesthatprojectmanagementforresearchstandsoutasthe
mostprevalentamongthevariousformsofengagement.Stakeholderspointoutthatresearchisof
greatimportance.Themapsshowsthatcluster1,moststakeholdersareuniversities,andonlythree
NGOsarededicatedtotheinterestsofbusinesses.Themapshowsstakeholdersarehighlyinterested
inconductingscientificresearch.Thisisespeciallyevidentwhenstakeholdersrequirecontext‐based
solutionswhichconsiderthelocalnaturalendowmentandthesectorʹsrequirements.Stakeholders
alsoassertthatthebiotechnologysectorneedstoshowvisionandimaginationregardingthe
developmentofwasteutilisationalternatives,asstrategiestoaddressenvironmentalandclimate
changechallenges.Mostviewshighlighttheimportanceofuniversitiesandbusinesschambers
advancingthesectortowardbioeconomy.
Dataindicatesthatnationalandlocalgovernmentadministrationspromotecallsforfunding
variousbioeconomyresearchprojects.Universitiesengagewiththeproductivesectorinputting
togetherbidsforfunding.Thisrecurrentengagementinvolvessupplementingscientificresearch
capabilities,dividingworkpackagesbasedoninstitutionalexpertise,anddeliveringreports,
scientificarticles,andpatents.Oneclearexampleofresearchfundingisthearticulationofseveral
highereducationinstitutionsengagedinbiotechnologyandenvironmentalresearchand
developmentsuchasʺImplementationofacomprehensivestrategythroughbiotechnological
innovationfortheutilisationofwasteintheDepartmentofCaldas,ʺexecutedbetween2013and2019.
Scientificinfrastructureforprojectexecutionstillneedsimprovement,beingofmedium
importancetotheoutcomesoftheseresearchprojects.Thelowinfluencestakeholderscanexerteven
thoughpublicuniversitiestypicallypossessthemostinfrastructure,theirdecreasedinfluenceposes
challengesrelatedtofinancialresources.Inthislineofargumentstakeholdersidentifiedtwo
structuralissues.Researchersreportedhinderingfactorsforinnovation.Forexample,thelackoftime
tocarryoutsignificantresearchbyreducingteachinghoursandallowingacademicsgreater
flexibilitytomanagetheirschedules.Withthis,researcherscanworkmoreeffectivelytowardspatent
production,innovation,andtechnologicaldevelopment.
Researchersandbusinessassociationsalsostatethatprojectsareameansoffunding.This
fundingisasurvivalmechanismnecessarytocomplywithacademicperformanceindicators.
Generally,universitiesdedicatesignificanttimeandhumanresourcestocomplywithpublications
andformalcollaborationswithotheruniversitiesandresearchcentres.Theseindicatorsarebasedon
thecontractualarrangementsuniversitieshaveasaneffectofparticipatinginresearchprojects.
4.2.TheFormalandInformalInstitutionalInfrastructure
Researchprojectsencompasspracticalsolutionsandinterventionsforthebiotechnologysector
inCaldas.Forinstance,theUniversityofCaldashousestheTechnologicalDevelopmentCentrein
BioprocessandtheAgroindustryPlant,recognisedbytheMinistryofScience(Minciencias).Sinceits
inceptionin2012,thisresearchcentrehasexecutednumerousresearchprojectsandcurrently
possessesvariousbioproductsandprocessesrangingfromthreetonineintermsofTechnology
ReadinessLevels(TRL).Examplesincludetheproductionanddistributionofmushroomseedsof
severalmacrofungalspecieswithmedicinalattributesandnutritionalpropertiestomushroom
growers.
However,whenwefurtherexploredinterestswithstakeholdersregardingresearchandinnovation,
althoughtheycategoricallystateditasnecessaryforthetransitionofthesectortobioeconomy,
stakeholdersrepeatedlyarguedthatalongsideformalresearch,contractualmechanismsand
relationships,theʺrealʺinnovationhasarobustinformalcomponent.Oneuniversitystakeholdersaid:
…ʺAlongsidethe(research)projectwearecurrentlyundertaking,wehavehadseveralinformal
meetingsthathavearisenspontaneouslytodiscussspecificmattersofvariousissues.Itturnedout
thatasaresultoftheseinformalinteractions,excitingideasemerged,anditiswhatwehavebeen
concurrentlyworkingonʺ(StakeholderA,Nov2023)
Theparticipationofuniversitiesandbusinessesinresearchbidsisinlinewithcallstotackle
issueswhichmayormaynotentirelyaddressthecontextualissuesofCaldas.Theseformal
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mechanismsencouragethesestakeholderstogathertothinkabouttheissuesathand.Inthisregard,
stakeholdersacttacticallyratherthancriticallytoobtainfundingandsubsequentlycomply.
Accordingtoourinterviewees,ʺinnovationencountersʺintheformofinformalmeetingsshouldbe
encouragedasameansforpromotinginnovationthroughresearch,andinfactsuchencounters
alreadytakeplace,withentrepreneursandbusinesspeoplefromacrossCaldas,andfromvarious
valuechainsparticipating.Thistypeofcollaborationwithresearchgroupsatuniversitiesshould
furtherexplorehowcurrentresearchcentrescanbeusedtodevelop,enhance,orsolvecurrentvalue
chain‐relatedissues.Whatisclearisthatinformalinteractionwithentrepreneurs,somefinancial
entities,andgovernmentbodiescouldallowamoreflexiblespacefordiscussingissuesand
developingideastoprovidecomprehensiveandinnovativesolutions.Therefore,thesesignificant
interestsgiverisetoexplorationandasearchforalternativesthatcanacceleratesolutionsandthe
transitiontoabioeconomy.
4.3.ForgingStrategicAlliances
Oneofthemostinterestingfindingswasthecrosscuttingnatureofreplicatingtrending
discoursessuchasinnovation,bioeconomy,andsustainability.Inthemap,Cluster2illustratesa
structurewhichispredominantlycomprisedofprivateorganisationsorientedtowardssupporting
biotechnologycompanies.Stakeholdersbelieveitisvitaltoidentifyothercompaniesinvolvedin
processingfoodandagriculture.Whenstakeholderswereaskedwhattheirunderstandingof
bioeconomyandsustainabilitywas.Whatwasapparentfromtheresponseswasarepeateddiscourse
ofwantingtosoundandappearconcernedaboutthefutureofthebiotechnologysectorand
sustainability,asillustratedbysomeoftherespondentsbelow:
ʺWhendiscussingwithourcounterpartsinBogota,wearealwaystoldthatwedressupand
smellverynicewhenwetalkaboutthistypeofissue(biotechnology,bioeconomyandsustainability),
butwedoverylittlewhenitcomestotransformingthesectorʺ(StakeholderB,Nov2023)
Furthermore,thereisinterestfromthestakeholdersinbeginningtomobilisetowardsa
bioeconomy.Thesignificanceofthesestakeholdersliesintheireffortstoforgealliancesor
agreementswithresearchcentres,companies,andbusinessorganisationsforcooperationintraining,
mentoring,andresearchprojectsfacilitatedbylocalanddepartmentalgovernmentintervention.
However,basedonthestatementabove,thisinterestdoesnottranslateintorealactionwithregards
totransformingthesectorintoabioeconomy.
Thereareotherspecificexampleswherestrategicallianceshaveforgedbenefitsbetween
companiesinthebiotechnologysector.Forinstance,BilröstCraftBeer,acraftbeerproduction
company,suppliesliquidyeasts,aby‐productofbeerbrewing,toAnkor,specialisinginplant
nutrition.TheseliquidyeastsarevitalforAnkorʹsproductionoforganicacidproducts,aminoacids,
fulvicacids,solublecrystals,andplantextracts.Inseekingtounderstandtheinfluenceofthiscluster,
onekeystakeholderexplainedthatwhenestablishingstrategicalliancesthatpromotethevaluechain
intoabioeconomy,thetopmanagementoforganisationsmustaddressandsupporttheseinitiatives.
Itshouldnotsolelyoriginatefromanengineeringdepartment,academics,oraninnovation
department,astheseinitiativesrequireresourcesandafullunderstandingfromtopmanagement.
Moreover,stakeholdersviewtheirrelationshipswithprivatecompanies,NGOs,research
centres,anduniversities(bothpublicandprivate)asfavourably,characterisedbybilateral
communicationfacilitatingtheexchangeofideasandprojects.Duetotheirperceivedimportance,
thisfavourableviewextendstodepartmentalandmunicipalgovernmentlevels.Notably,despitethe
privatenatureofthesestakeholders,relationshipswithfinancialsourcessuchasprivatebankshave
littleinfluence,withstakeholdersprioritisingstrengtheningtheirtieswithuniversities,research
institutions,andgovernmententitiesatvariouslevels.Lessfrequentareinformative,strategic
alliances,andorganisationalrelationships.Nonetheless,itisnoteworthythatstrategicrelationships
betweensectorcompaniescanimpactvalue‐addedprocesses,despitetheirinfrequency.
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4.4.RiskinInnovationandDevelopmentBlocks
Giventhecrosscuttinganduncertainnatureofinnovation,itisunsurprisingthatallstakeholders
haveanaversiveviewtowardsembracingandinvestingininnovation.Inresponsetothisquestion,
stakeholdershighlightedhowacutelyawaretheyareoftheneedtoinvestinnewtechnologies.This
isespeciallyhighlightedamongstyoungergenerationsofleadingcompanies.Forexample,therehas
beenaslowgrowthofcriticalvoicesadvocatingfortheacquisitionanddevelopmentoftechnologies
totackleissuessuchasnatureconservationandwaterstewardship.Thisnewwaveofyoungadults
ispartofthegenerationofentrepreneurswhoarebeginningtotakeontheleadershipofmany
prominentandinfluentialcompanies.Manyofthemhavepursuededucationopportunitiesabroad.
Thistrendispartlyfacilitatingachange,givenwhatittakestotransitiontowardsabioeconomyand
thussetanagendawhichrespondstoterritorialneeds.
Weexploredvariousquestionsontheissueofriskmanagement.Lookingspecificallyat
generationalchange,seniormanagementweredeemedtohavealessforward‐lookingperspectivein
regardtodecision‐making.Mostmanagersstillrequireatleastabasicgraspof,orbetterstill,a
completeunderstandingofinnovation.Thedominantviewisoneofwantingimmediatereturnson
anyinvestmentininnovation,withinnovationatthecoreoftheterritorialagenda.Overwhelmingly,
allstakeholdersareunitedinstatingthatifinnovationwereaccessibleand“easytodo”,itwouldnot
beinnovation.
Itisessentialfortheterritorythatbusinessleaderscomprehendtheimplicationsofinnovation
andunderstandwhatinnovationscouldhelptobolsterabiotechnologysector.Linkingbacktoour
earlierdiscussion,cluster3holdssignificantswayoveritsrelationshipswithotherbiotechnology
companiesandgovernmentagenciesatdepartmentandmunicipallevelsinthatitcanpavetheway
tomanageriskamongstakeholders.TheinfluenceoftheFederaciónNacionaldeCafeteros(FNC)is
significantinsettingtheprogressiveuseofgreentechnologiesforcoffeeproduction.Alongwith
coffeeproduction,thisgroupʹsinfluenceoveruniversities(bothprivateandpublic)andscientific
researchorganisationsisconsiderable.ApartfromtheinfluenceofFNCstakeholders,itsimportance
residesinshapinghowpotentialinnovationprototypesandideasarepresented.Accordingtothem,
adjustingbusinesslanguageispartoftheneedforagreateradoptionofinnovation.
Asimilartrendisdiscernibleintherelationshipsbetweennationalandlocalgovernments,
whereininfluenceisgenerallyhigh.Thisinfluenceisperceivedassomethingwhichchangesthe
survivalpatternofotherstakeholders,includingresearchinstitutions,aligningresourceswith
scientificprojects,shiftingthefocustowardstheterritorialagenda,andtacklingissuesbydeveloping
actions,activities,orprogrammes.Stakeholderswithincluster3endeavourtocultivatemore
extensiveconnectionswithintheprivatesector,particularlywithinternationalcorporations,
universities,foundations,andresearchbodies.Forexample,stakeholdersassociatedwithAguasde
Manizales(waterutilitycompany),arenotablyprominentwithinthebiotechnologycluster,capable
ofassumingriskandinfluencingrisk‐relatedpolicies.
5.Discussion
5.1.IntegrationofStakeholdersandTheirImportance,InfluenceandInterestinTIS
Atthetheoreticallevel,ourframeworkaddressesanimportantgapthatISliteratureoverlooks
atthemicrolevel.Byaddressingstakeholdersratherthanagentsandintegratingtheagencyas
Importance,InfluenceandInterestsofstakeholders,weofferanewbottom‐upperspectiveon
innovationsystems.TheattentiononISresearchhasbeenpaidtosystemsfailure[54].Incontextsuch
Latam,thereexistapolicyframeworkanddiscourse[11]specificallyinColombia’scase.Ourresults
highlightthatnetworksshowdynamismamongstakeholderswiththepurposeofcreating
knowledgeforinnovation,stakeholders’interactionsconsidertheirimportance,influenceand
interest.Inthissense,byincorporatingourframeworkallowstopointoutwhatstakeholdersactually
haveatstakeinlightofbelongingtoasector(networks)thatiscrucialforthesustainabilityofthe
departmentandconnectinginnovationresearchonbioeconomy.
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Interactionpatternsbetweenstakeholdershaverevealedseveralkeyinsightsregardingcomplex
dynamics.Despitethediscourseontheimportanceofbioeconomy,stakeholderscarryoutactivities
inlinewithabioeconomytransition.Thestructureofthebiotechnologysectorrequireschangeto
achieveaneffectivetransitiontowardsabioeconomy.Thebiotechnologysectorremindsusitisnot
onlyappropriate,butfundamentaltodesignterritorialagendas.Caldasshowsthatstakeholdersare
settingapathwayatadiscourselevel.Thishasmovedfinancial,technology,andknowledge
resourcesproducingfurtherscientificknowledgeanddataasrepositoryforpotentialinnovations.
Contrarytowhatresearchexaminedinemergingeconomies,whichwasthatColombiahasadopted
asectoralandmorecomprehensivenationalbioeconomystrategy,theanalysisindicatesthatsucha
strategyhasbeeninsufficienttomoveforward,andplacestheemphasisintheneedforamore
territorialstrategy[27].
5.2.ImplicationsforTISforTransitioningtoBioeconomy
Empiricalresultsshedlightontheimplicationsofincludingthesethreeemergingcategoriesfor
explainingtheinnovationopportunitiesthatrequiremodernisationofmaterial,producttesting
processesandstandards,amongothers[35].Thedepartmentalandterritorialfocuswasreflectedby
stakeholdershighlightingthehinderingfactorsaffectingthetransitiontoabioeconomy.Drawing
fromtheexperiencesofdevelopedeconomies,thereisconsistencyintheideaofsettingupterritorial
strategiesaddressingtheneedsandtacklingthelocalissuesofBiotechnologysectorofCaldas.There
arestudiesthatindicatetheimportanceofaddressingsectoralissuesforsettingupbioeconomy
agendas[55].
Otherstudiesshedlightontheessentialityofhavingregionalperspectivesandthusfocusing
stakeholdersonidentifyingthechallengesandtakingontheopportunitiesassociatedwith
technologicaldevelopments[56].
Theterritorialagendacouldcatalysetheimplementationofsustainablebioeconomyregionsby
diversification.ResearchinEuropeancontextssuchasdiscussesthecaseofFinlandwhichillustrates
aregionalperspectivewheretheforestrysectorindicatescompaniesmustdiversifytheircurrent
networkstructureandcreatenewopportunitiesforsmaller‐scaleenterprises[23].Thus,thisnetwork
structurewillopennewopportunitiesforʺnicheʺsmall‐scalecompanies.InCaldas,however,biotech
companiesandorganisationspositionthemselvesinrelativelycomfortableactivitieswithinthevalue
chain,whichposeslessrisk.Theeconomicrenewaloradaptationoftheregionandthecreationof
newdevelopmentalpathwayscanbeseenasacombinationofenterpriseandsystemagency[57].
Suchagencyincorporatesperspectivesonenterprisedynamicsandinteractionswithinthe
productiveandresearchsystems,governmentalentities,civilsociety,andotherpublicandprivate
institutions.
Caldasalsoindicatesthatterritorialagendasareneededtosolveissuessuchas(i)resistanceto
risk‐takingandinnovation,(ii)limitedinter‐stakeholdercoordinationandalignment,and(iii)the
prevalenceofashort‐termfocusonimmediatereturnsratherthanlong‐termsustainable
development.Theoreticalandpracticalnotionssuggestinvestigatingthedynamiccapabilitiesof
variousstakeholderstosensechange,seizeopportunities,restructureorganisations,andexaminethe
coherenceofregionaldynamiccapabilitiestoforgenewdevelopmentpaths[58].However,our
analysisillustratesthatmoststakeholdersfeelconstrainedbyriskaversion,preferringproven,
incrementalinnovationsovermoredisruptiveapproaches.Thebioeconomyendeavournecessitates
thoroughresearchintothecapacitiesofbusinessorganisations,publicinstitutions,andsupporting
bodies.Itseekstoidentifyspecificlearningneedsandnewknowledgetoacquirecompetencies,
definingneworganisationalandinstitutionalrolesinresponsetothecomplexchallengesofa
knowledge‐basedBioeconomy.
Additionally,ouranalysissuggeststhatmanystakeholdersareconcernedwithshort‐term
financialgainsratherthansocietalandenvironmentalbenefitsofbioeconomy[59].Greeninnovations
aremorecomplexthantraditionalinnovations,involvingabroaderrangeofstakeholdersand
exhibitingmoresignificantambiguity,withstakeholdersfrequentlypresentingconflictingdemands
[60].Thisreflectsaneedforashared,long‐termvision,andcommitmenttoabioeconomy
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developmentagenda.Inthisregard,thereareexcellentexamplesofhowstakeholdersaresupporting
deepercollaboration,andnewknowledgedisseminationthatcoulddecreaseriskaversion[61].A
territorialbioeconomystrategywhichengagesallrelevantstakeholders,alignstheirinterestsand
encouragescollaborationandrisk‐takingiscrucialtoenhancecollaborationandknowledge
dissemination.Inprocesses,regionsprovideresourcesandaccesstolocalandnon‐localinformation,
influencingtheaccumulation,reproduction,andrecombinationofresources(especiallytacit
knowledge)andcapabilitiesthroughtheactionsandinteractionsoflocalagents[62].Suchastrategy
shouldbetailoredtothespecificcontextandresourcesoftheCaldasregion,drawingonitsunique
strengthsandopportunities[63,64].
Aredirectionoffocus,influence,andprioritiesisrequiredtopromoteinnovationinsupportof
thetransitionanddevelopmentofbioeconomy[23].Participationindecision‐makingandinteraction
betweendiversestakeholdersbecomenecessarypreconditionsforrisk‐takingandsharingintheend
result.Additionally,researchsuggeststhatfomentingaterritorialapproachwhichfacilitatessocial
learning,andthegenerationofsharedvisionsiscriticalforthesustainabilitytransition.Thecaseof
Caldasindicatesthattransitioningtowardsasustainablebioeconomyrequiressectoralstrategiesand
concertedterritorialeffortstoalignstakeholderinterests,fostercollaboration,andpromotelong‐
term,sustainabledevelopment.Thisissupportedbystudiesinwhichmultipleinteractiveaimsand
stakeholdergroupscanbeassociatedwithconsiderableuncertainty[65].
Unlikethetransitioncasestowardsbioeconomy,particularlyinLatinAmerica,orlikethoseseen
inBrazilandThailand[61,66–69].Colombialacksthepresenceofdominantstakeholderswithlarge
landholdingsorapredominanteconomicpresencedominatetechnologicalinnovationsuchasthe
casepalmoilplantationsinBrazil[70].However,whenincorporatingstakeholdersintoacallfor
proposals,thematrixofdominantpowermayincludestakeholderswhocontrolanddominate
economicresourcessuchasloansorgovernmentsupport,publicpolicy,whoseinfluenceisso
significantthatallpublicinvestmentisdirectedtowardsthesestakeholders.Thisisanissuethat
requiresgovernance[71].
Finally,thebiotechnologysectorinCaldashasadoptedatransitiontobioeconomynotmuch
differentofothercasesinLatinAmericainthatit’sconservativeinnatureandgenerallyreproducing
unsustainableoftendisguiseunderthesustainablelabel.Theevolvingdynamicsofstakeholder
interests,influence,andimportancearecriticalconsiderations.Overtime,stakeholdersʹ rolesand
interactionswithintheprocessescantransform.Futureresearchmustexaminetheshiftof
stakeholders’interests,influence,andimportance.
6.Conclusions
OurstudyexploredthedynamicsofstakeholdersinthebiotechnologysectorinCaldas.Inthese
interactions,weexaminedthecreationofknowledgeforinnovationtotransittobioeconomy.Inthe
theoreticalframework,weintroducedthreeemergingcategories:Importance,InfluenceandInterests
andreframedagentsforstakeholders.ThestudytakesISanalysisbeyonditsfocus,predominantly
failures,byconsideringstakeholder’svestedagencywhenitcomestoknowledgecreation,
innovationandthusimpactsontransitiontowardsbioeconomy.
Fromourempiricalresultsitbecomesclearthatstakeholdersrevealacomplexinterplaybetween
stakeholdersʹ importance,influence,andinterests.ThedevelopmentofaTISinthebiotechnology
clusterofCaldasshedslightontheinterventionanddisequilibriumcreatedbystakeholderssuchas
National,DepartmentalandMunicipalitygovernmentlevels.Furthermore,puttingtogether
companies,publicandprivateorganisationsproofsthatstakeholderscanbegintocreate
developmentblocks.OuranalysisshowsthatstakeholdersareonthepathwaytoBioeconomyatthe
discursivelevel.Inlinewithliterature,thesedynamicsresultinminimumstructuralchangetoallow
tangibletransitionforthesectortobioeconomy.Theanalysishighlightstheneedforamorecohesive
andcooperativeenvironmenttofostersustainablebioeconomicdevelopment.Somestakeholdersare
dedicatedtotheformulationandmanagementofresearchprojectsmainlyforthepurposeof
generatingflowofincome,veeringofffromcarryingoutresearchthatresultininnovationsthat
enhancedevelopmentofthebiotechnologysectorandboostproductivity.
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Ourstudyalsoshowsthatfewstakeholdershavearealcommitmenttoforgingstrategic
alliancestoenhanceinnovativecapabilitiesandtransformthecurrentsocio‐ecologicalstructurethat
leadstobioeconomy.Wearguethatthereisaneedtoconfigureagovernancesystem,i.e.anew
institutionalarrangement(institutionalinfrastructure)thatplacesscience,technologyand
innovation,civilsocietyandaterritorialagendawithbioprospectiveatitscoretosetthepathway
forbioeconomy.Itisevident,thatstakeholdersshowacomplexinteractionbasedontheframework
withemergingcategoriesofImportance,influenceandInterest.Theseinteractionsshowlittle
cohesivenessandcooperationthatcanresultininnovationinaccordancewithalong‐termvision,
neededforbioeconomy.
Finally,weobservethatCaldasDepartmenthasformulatedinitiatives,developedpolicies,and
constructedinstitutionsandorganisationsintheregion.Despitethis,thereremainsanabsenceofa
strategicplatform,i.e.,aterritorialagendaintegratingallstakeholders,includinggenuine
incorporationandparticipationofcivilsociety.Thisinclusioncanchangethecurrentdynamic
structureofstakeholdersandtherebyenhanceproductionprocessestowardsabioeconomy.
AuthorContributions:Conceptualization,CHGE,JCGTandAOVR;methodology,CHGE,JCGTandAOVR;
software,JCGT;validation,CHGE,JCGTandAOVR;formalanalysis,CHGE,JCGTandAOVR.;investigation,
CHGE,JCGTandAOVR.;resources,CHGEandJCGT;datacuration,JCGT.;writing—originaldraftpreparation
CHGE,JCGTandAOVR.;writing—CHGE,JCGTandAOVR,;visualizationCHGE,JCGTandAOVR.;
supervision,CHGE;projectadministration,CHGE.;Allauthorshavereadandagreedtothepublishedversion
ofthemanuscript.
Funding:ThisresearchwasfundedbyMINCIENCIAS(MinisteriodeCiencia,TecnologíaeInnovación)and
UniversityofManizales,grantnumber903
InformedConsentStatement:Informedconsentwasobtainedfromallsubjectsinvolvedinthestudy
DataAvailabilityStatement:Duetoprivacyrestrictionsresearchdatacannotbeshared.
Acknowledgments:TheauthorswanttothankPaulaAndreaSalazarSánchez,AnaMaríaDurangoGómezand
OscarFernandoGómezMoralesfortheirinvaluablecollaborationindatacollectionandreachingout
participants.
ConflictsofInterest:Theauthorsdeclarenoconflictsofinterest/
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