DSE_LM_Economics and data analysis

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Economicsanddataanalysis

Masterdegree

ViadeiCaniana2,Bergamo

WhychoosingtheEDA master?

•MScEDAequipsstudentswiththetoolsnecessary toconfronttheemergingeconomicchallenges oftheinformationandbigdataera.

•EDAprovidesauniqueblendofadvanced knowledgeofeconomicsandhands-on experienceinutilizingcutting-edgestatistical methodologiestoprocessandinterpret economicdata.

•EDAcombinesthebenefitsofsmallclasssizes, fosteringrelationalandcommunicationskills,with astronginternationalorientation.

WhychoosingtheEDA master?

•ThroughEDA,studentshonecriticalanalytical abilitiestailoredtonavigatecomplexeconomic decision-makingprocessesandassessthe consequencesofeconomicchoicesand policiesacrossvarioussectors,eitherin privateenterprisesorinpublicinstitutions.

•EDAcaterstoambitiousindividualsaspiringfor distinguishedcareersaseconomists,spanning acrossaspectrumofindustriesand organizationalsettings,includingnationaland internationalinstitutions.

WhychoosingtheEDAmaster?

Careeropportunities

•Theprogramcoversadiversearrayof economicsubjects,spanningfrom advancedmicroeconomicsand macroeconomicstolaboreconomics, industrialorganization,economicgrowth, andeconomicpolicy.

•Additionally,studentsdelveinto computationalandstatisticaltechniques suchasadvancedeconometrics,data productionandanalysis,codingandmachine learning.

•Throughhands-onprojects,studentslearn howtousevariousprogramminglanguages anddatasources,rangingfromfirm financialstatementstoofficialstatisticsand bigdatasets.

•Accordingly,EDAgraduatesarefully equippedtoexcelinprestigiouscareers aseconomistsintoday'sinformation andbigdata-drivenenvironment.

•Byequippingstudentswithadvanced economicknowledgeandstate-of-theartstatisticalskills,EDApreparesthem forrolesasmanagers,economic consultants,analysts,orresearchers, inbothprivateandpublicsectors.

•Studentsalsobuildthebackgroundfor excellinginPh.D.programsin economicsworldwide.

Careeropportunities:profiles&employers

Economists

Expertsineconomics,bothatthemicroandatthemacrolevel.Theyareabletoperform empiricalanalysesusingadvancedstatisticalandeconometricmethods,andhavethe economicknowledgetointerprettheresults.Theycansupporttheeffectivedecision-making processandstrategicbusinesschoicesinallmarketsegmentsofmanufacturingand services.

Employersinclude:Largecompanies,banks,researchcenters,consultingcompanies, competitionandmarketauthorities,nationalandinternationalagencies,universities,nonprofitorganizations,economicpressagencies.

Careeropportunities:profiles&employers

Economicdataanalysts

Havethemethodologicalknowledgetodevelopandimplementstatistical,datamining andeconometricmodels,aswellasmachinelearningtechniques,fortheanalysisand predictionoffirmperformanceandmarkets.Theyarealsoproficientintheuseof mathematicalandstatisticalsoftwarefordatamanagementandalgorithm development.

Employersinclude:Companiesindataanalyticssectors,banks,insurance companies,economicconsultingcompanies,researchcentersandinternational institutionsinOfficialStatistics(Eurostat,NSI,OCDE,WB,BCE,NationalBanks,…).

Careeropportunities:profiles&employers

Businessmanagers

Inallcasesinwhichstatisticalknowledgeinhandlingandunderstandingalargeamount ofeconomicdataandinusingdataforeconomicdecisionmakingisacrucialrequirement.

Employersinclude:Large,smallandmedium-sizefirms,inprivateandpublicsectors, bothinmanufacturingandinservices;consultingcompanies;non-profitorganizations.

Topicsandsubjects

•Economics:AdvancedMicroeconomicsandMacroeconomics,AppliedEconomics (Labor,IO),ImpactEvaluation,EconomicPolicy,EconomicGrowth,…

•Econometrics-Statistics:AdvancedEconometrics,ComputationalStatistics, AppliedStatisticalModelling,…

•Dataanalysis:DataProductionandAnalysis,CodingandMachineLearning,Text MiningandSentimentAnalysis,NeuralNetworksandDeepLearning,…

Twocurricula

1.Economics

2.DataScience(DS)

-EuropeanMasterinOfficialStatistics(EMOS)

Bothtracksprovideadeepknowledgeofeconomics,alongsideexperiencewith computationalandstatisticalmethods,datamanagementandprogramming languages.

1.TheEconomicscurriculumisfocusedoneconomicsandhasastrongempirical orientation.

2.TheDataSciencecurriculumplacesmoreemphasisonstatisticsanddata managementtechniquesforeconomics.

-TheEMOSlabeloffersadeeperknowledgeofmethodsforofficialstatistics;an internshipatacertificatedinstitution(ISTAT)iscompulsoryforEMOS.

CurriculumEconomics

FIRST YEAR (a.y.2025-2026)CFULEZ

ProbabilityandStatistics324

AdvancedMicroeconomics andMacroeconomics:

Advanced Microeconomics

Advanced Macroeconomics

CodingandMachineLearning: Coding for Data Science

Machine Learning for Economics

AdvancedEconometrics648

Labor Law,DigitalTechnologies andRobotization648 or

EmergingTechnologies Law636

EmpiricalMethods inImpactEvaluation648

PersonnelEconomics andHR Analytics648

IndustrialOrganization:TheoryandApplications648

Soft& ComplementarySkills3

SECOND YEAR (a.y.2026-2027)CFULEZ

FinancialInstruments andDigitalFinance1296

EuropeanEconomic Policy648

DigitalTransformationandPolicies648

Economic GrowthandSustainability or Public Policies for SustainabilityandtheEnvironment

Electivecourses12

Finaldissertation18

CurriculumDataScience

FIRSTYEAR(a.y.2025-2026)CFULEZ

ProbabilityandStatistics324

AdvancedMicroeconomicsandMacroeconomics

AdvancedMicroeconomics

AdvancedMacroeconomics

CodingandMachineLearning

CodingforDataScience MachineLearningforEconomics

AdvancedEconometrics648

LaborLaw,DigitalTechnologiesandRobotization648 or

EmergingTechnologiesLaw636

EmpiricalMethodsinImpactEvaluation648

DataProductionandAnalysis648

AppliedStatisticalModelling648

Soft&ComplementarySkills3

SECONDYEAR(a.y.2026-2027)CFULEZ

FinancialInstrumentsandDigitalFinance1296

ComputationalStatistics648

BigDataManagement or TextMiningandSentimentAnalysis

EuropeanEconomicPolicy or NeuralNetworksandDeepLearning

Electivecourses12

Finaldissertation18

EMOS

EMOSoffersauniqueeducationalenvironmentcloselylinkedwithNational StatisticalOfficesandEurostat,ensuringstudentsgaininsightsfromrealworlddatapractitionersandcutting-edgemethodologies.

EMOSincorporatesinnovativeteachingmethodsandprovidesopportunities forimmersivelearningexperiencesthroughsummerandspringschools.

Moreover,itmandatescompulsoryinternshipsatNationalStatisticalOffices, providingstudentswithinvaluablepracticalexperienceandprofessional connectionsinthefield.

ThestudentwhograduateswiththeEMOSlabelobtainstheEuropeanMaster ofOfficialStatistics,awardedonthebasisofaselectionbyEurostattoonly 33Europeanuniversitiesin17countries

…andjust6inItaly:Roma,Caserta,Pisa,Firenze,Bolognaand…BERGAMO!!!

https://ec.europa.eu/eurostat/cros/content/emos_en

FIRSTYEAR(a.y.2025-2026)CFULEZ

ProbabilityandStatistics324

AdvancedMicroeconomicsandMacroeconomics

AdvancedMicroeconomics

AdvancedMacroeconomics

CodingandMachineLearning CodingforDataScience MachineLearningforEconomics

AdvancedEconometrics648

LaborLaw,DigitalTechnologiesandRobotization648 or EmergingTechnologiesLaw636

EmpiricalMethodsinImpactEvaluation648

DataProductionandAnalysis648

AppliedStatisticalModelling648

Soft&ComplementarySkills3

SECONDYEAR(a.y.2026-2027)CFULEZ

FinancialInstrumentsandDigitalFinance1296

ComputationalStatistics648

BigDataManagement or TextMiningandSentimentAnalysis(1)

EuropeanEconomicPolicy(2) or NeuralNetworksandDeepLearning

Electivecourses(3)12

(1)149011-ENGTextMiningandSentimentAnalysisiscompulsoryforLABELEMOS6 (2)149006-ENGEuropeanEconomicPolicyiscompulsoryforLABELEMOS6 (3)CompulsoryforLABELEMOS: 134005-ENGStatisticsforManagement6 110020-ENGInternshipOfficialStatistics(internshipatNSI)6

THESISPACKAGESforLABELEMOS(tot.42cfu):yearCFU

SECS-S/01

SECS-S/06 110021-ENGNNThematicActivitiesOfficialStatistics123 110022-ENGNNThematicActivitiesOfficialStatistics223 110020-ENGNNInternshipOfficialStatistics(internshipatNSI)26 110100-ENGProvafinale-FinaldissertationonOfficialStatisticsissues218 CodingandMachine 110026-ENGLearning112

EMOS

Internshipwiththesis(“thesispackage”)

•compulsoryfortheprogram

•correspondsto6CFU

•ispartofthethesispackage,whichcomprisesaseriesofactivitiesaimedattraining studentstothepurposeofwritingthethesis

•hostedbyNationalStatisticalInstitutes(ISTAT),cross-borderinternships,or participationinspecificinternationalprograms(theMasterad-hocCommissionshould evaluateandapprove)

Thematicactivities

•6CFU:secondacademicyear

•Rollingactivities:timetableandlistoftheeventstobepublished

Learningactivities(1)

EDAoffersacomprehensiveeducationalexperiencethatextendsbeyondtraditional classroomlearning.

•SeminarsofferedbytheDepartmentgivenbyscholarswithinternationalstanding.

•Workshops.Examples:

•WorkshoponAutomation,ProductivityandtheLaborMarket

•WorkshoponAdvancesinIndustrialOrganization

•Crashcoursestohelpstudentswithdifficultiesattendmoreadvancedclasses:

•IntroductoryEconomics

•MathforEconomics

•Econometrics

Theprogram'sextensivearrayofseminarsandworkshopsprovidesinvaluable insightsintotheforefrontofresearchineconomicsanddatascience.

Byengagingwithcutting-edgetopicsandmethodologies,studentsgainadeeper understandingofemergingtrendsanddevelopments,enhancingtheiracademicand professionalgrowth.

Learningactivities(2):softskills

TeachingQualityProgram

Theprogramdevelopscompetences,viaeducationalactivitiesinsideandoutsidethe classroom,thatpromoteteamworkskills,abilitytopresentanddiscusstheresults ofone’sworkeffectively.

Theprogramoffersshortcoursesaimedatdelvingdeeperintospecifictopicsof significantsocio-economicrelevance.

•AdvancedReportWriting

•PublicSpeaking

•Stat-Hackaton

•EntrepreneurialSkills

•AdvancedProgramminginStata,RandPython

Thesecoursesprovidestudentswithopportunitiestoaddresschallengingissues, servingastrainingsessionstoequipthemforproblem-solvingintheirfuture professionalendeavors.

Opportunities:internships

•Thelearningprocesscanbeenhanced bythedirectinvolvementofstudents inaninternship.

•Thisopportunityallowsthestudentto acquirefirst-handexperienceinthe jobmarketandprovidesachanceto practicallyapplywhatisbeinglearned withinuniversitycourses.

•Italsohelpsstudentsorient themselvestowardchoosinga professionalpathandacquiredeeper knowledgeofthejobmarket.

•PrivateSector:IntesaSanpaolo,inTwig, GEFRANspa,Wurth,CompassLexecon, Mediolanum,SEAMilano,…

•PublicSector:ISTAT,Istitutoperla RicercaSociale(IRS),REF,Confindustria BG,…

•InternationalInstitutions:WorldBank, IMF,InterAmericanDevelopmentBank,

Internationalopportunities(1)

DoubleDegreewithMScEconomics-EuropeanEconomicIntegration(TrierUniversity)

2yearsofstudy(fourterms)=120CFU

•1styearatBergamoUniversityEDA,curriculumEconomics:60CFU

•2ndyearatTrierUniversity(Germany):30CFUexams+30CFUfinaldissertation

Max5studentsoftheEDAprogrampera.y.,subjecttoselection.

Requirements:Atleast12CFUatthemomentofsubmittingtheapplicationand60CFU beforeSeptember2026.ApplicationsinSpring2026.

Selection:BasedonnumberofCFU,averagemark,CV,motivationletterandinterview.

Internationalopportunities(2)

Erasmus+program.Examples:

UE

MaastrichtUniversity(TheNetherlands)

FreieBerlinUniversitat(Germany)

ESCClermont,GraduateSchoolofManagement(France)

MoldeUniversityCollege(Norway)

CracowUniversityofEconomics(Poland)

UniversityofExeter(UnitedKingdom)

GenevaSchoolofEconomicsandManagement(Switzerland)

EXTRA-UE

UniversityofTechnologySydney(Australia)

PekingUniversityHSBCBusinessSchool(China)

FairleighDickinsonUniversity–Madison,NJ(USA)

Erasmus+Traineeships

https://en.unibg.it/global/going-abroad/erasmus

Visitingprofessors

EveryyearEDAhostsinternationalvisitingprofessorsfromallovertheworld.

Examples:

•ChristianBontemps,ToulouseSchoolofEconomics(TSE)

•InmaculadaCebrianLopez,UniversidaddeAlcaladeHenares

•StevenFazzari,WashingtonUniversityinSt.Louis

•RobertoGalbiati,SciencesPoandCNRS

•VirgilioGomezRubio,UniversityofCastilla-LaMancha

•OriettaMarsili,UniversityofBath

•YevaNersisyan,Franklin&MarshallCollege

•AlainPirotte,CRED-UniversityofParisIIandTEPP

•L.RandallWray,LevyEconomicsInstituteofBardCollege

•ThomasZwick,UniversityofJulius-MaximiliansUniversitätWürzburg(JMU)

Howtoapply:admissionrequirements(1)

StudentsholdinganItalianbachelordegreeinclassesL-18orL-33:

•directadmissionifthefinalmarkattheBachelorisatleast81/110;

•aninterviewifthefinalmarkattheBachelorisbelow81/110.

StudentsholdinganItalianbachelordegreeinclassesotherthanL-18orL-33:

•aminimumof48ECTSinoneormoreofthefollowingareas:Economics,Business andManagement,Statistics,Mathematics,Law,Sociology;

•then:

•directadmissionifthefinalmarkattheBachelorisatleast81/110;

•aninterviewifthefinalmarkattheBachelorisbelow81/110.

Howtoapply:admissionrequirements(2)

•Forallapplicants:knowledgeofEnglishlanguagecorrespondingtolevelB2, accordingtotheCommonEuropeanFrameworkofReferenceforLanguages (CEFR).

•StudentsnotyetgraduatedinOctober,butscheduledforgraduationintheSpring session,canenroll,underreserve,ifthemissingexamsdonotexceed24CFU.

•Forstudentsnotyetgraduatedatthetimeofpre-enrollment,theaboveadmission criteriaholdiftheweightedaverageofthemarksattheBachelor'sisatleast22/30.

•Moreinfoavailableat:https://ls-eda.unibg.it/en/how/how-enroll

Applicationproceduresanddeadlines

ApplicationproceduresanddeadlinesareavailableonEDA’swebsite.

Toreachthepertinentpage,theselectionmenuisthefollowing:

Howtoenroll|UniBGECONOMICSANDDATAANALYSIS

Atthelink:

https://ls-eda.unibg.it/en/how/how-enroll

Scholarships

TheUniversityofBergamosupportsstudentsthroughscholarships,international mobilitycontributions,graduationawardsandspecialcontributions.

https://en.unibg.it/study/enrollment/foreign-students-join-us/fees-grants-andscholarships

Noticesforopenrankingscanbefoundat:https://en.unibg.it/life-at-unibg/studentsoffice/scholarships

Applicationscanbemadeonline:foranyotherinformationpleasecontactdirectlythe RighttoEducationService.

Contacts

Forfurtherinformation

ROSARIOCRINO’

ProgramDirector rosario.crino@unibg.it

ANNAMARIABIANCHI

Vice-DirectorandCoordinatorofEMOS annamaria.bianchi@unibg.itt

ALESSANDROVAGLIO

StudyAdvisoryCoordinator alessandro.vaglio@unibg.it economia@unibg.it

Websites

www.unibg.it

https://dse.unibg.it

https://ls-eda.unibg.it/en

https://www.unibg.it/studiare/corsi/offerta formativa/economics-and-data-analysis

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