Master in
Computational Data Science2022/23
At a glance Degree class: LM-18ECTS credits: 120Duration of the course: 2 yearsCourses will be taught in EnglishPlaces available: 40 EU + 20 non-EUCampus: Bozen-BolzanoTuition fees: € 1350 per year
Course descriptionWe live in a digital society. Human and automated activities continuously generate data,storing them in digital format. These data come from everywhere: enterprise informationsystems, social media, wearable equipment, and many more.
Data are like crude oil: unrefined, they are useless.
In our programme, we teach you how to become a computational data scientist, i.e. a computerscientist specialised in the development of next-generation information systems.
Data science sits at the interface between computer science, mathematics, and applicationdomains. Our study programme covers all these areas: computer science and IT methods formanaging and engineering big and complex data, mathematical tools for data interpretationand analysis, artificial intelligence techniques to extract insights from data and supportdecision makers, and aspects of human-computer interaction. You will participate in cutting-edge research, and apply your skills to real data from actual application domains, such asbusiness information systems, travel and tourism, bioinformatics, healthcare, internet ofthings, industry 4.0, agriculture, and many more.
For your final thesis you will collaborate on research projects with major industries - such asIBM, Oracle, Siemens, and with leading research institutions, such as TU Wien, TU Münchenand Politecnico di Milano.
Structure of the courseStudents can choose between two curricula:
Data Analytics focuses on data interpretation and analysis using techniques frommathematics, statistics, and machine learning, and on the development of IT applicationsto retrieve and explore data, extract insights from data, and visualise the obtained results.Data Management deals with computer science and artificial intelligence methods for thedevelopment of IT architectures and information systems supporting data modeling,access, integration, and processing, as well as the corresponding decision making andbusiness processes.
Students who prefer not to follow one of the proposed curricula can customise their studies byselecting from the curriculum-specific courses of the two curricula.
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Study Plan - Curriculum Data Analytics1st Year
6 CP Data Management Technologies*6 CP Mathematics and Statistics for Data Science*12 CP Programming and Visualisation for Data Science*
6 CP Data Visualisation and Exploration6 CP Programming for Data Science
6 CP Information Systems Design6 CP Artificial Intelligence6 CP Machine Learning6 CP Semantic Technologies6 CP Curriculum-specific course*6 CP Curriculum-specific course*
2nd Year
12 CP Data Curation6 CP Data Preparation and Integration6 CP Data Profiling
6 CP Capstone Project6 CP Curriculum-specific course*6 CP Free Choice**4 CP Advanced English for Scientific Communication20 CP Thesis
*Curriculum-specific lectures6 CP Advanced Statistics6 CP Recommender Systems6 CP Deep Learning
** Students can advance or postpone Free Choice exams freely. Free Choice suggestion: Information Retrieval
Study Plan - Curriculum Data Management
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1st Year
6 CP Data Management Technologies*6 CP Mathematics and Statistics for Data Science*12 CP Programming and Visualisation for Data Science
6 CP Data Visualisation and Exploration6 CP Programming for Data Science
6 CP Information Systems Design6 CP Artificial Intelligence6 CP Machine Learning6 CP Semantic Technologies6 CP Curriculum-specific course6 CP Curriculum-specific course
2nd Year
12 CP Data Curation6 CP Data Preparation and Integration6 CP Data Profiling
6 CP Capstone Project6 CP Curriculum-specific course*6 CP Free Choice**4 CP Advanced English for Scientific Communication6 CP Thesis
*Curriculum-specific lectures6 CP Data and Process Modelling6 CP Human Computer Interaction6 CP Algorithms for Data Science
** Students can advance or postpone Free Choice exams freely.
Free Choice suggestion: Enterprise Digital Transformation
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Exchange programmes and internshipsCurrently we offer exchange programmes with partner universities all over the world and weare part of a large network of collaboration with employers in Italy and abroad where you canundertake an optional internship with a maximum of 300 hours.
Career opportunitiesTypical job profiles are:
Data Analysts that evaluate, interpret, and analyse large and complex data collections ofan organisation, in order to gain new insight from data;Data Engineers that design, implement, deploy, and maintain software solutions for datamanagement and analysis;Data Architects that design and manage complex IT infrastructures supporting theacquisition, maintenance, cleaning, sharing and integration of enterprise data.
On the website of AlmaLaurea you can check our outstanding statistical data about thesatisfaction of our graduates, and their employability.
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Master inComputational Data Science2022/23Application and AdmissionYou can find all you need to know in order to apply and gain admission to this studyprogramme by browsing through the information below.
Deadlines and important datesEarly Bird ApplicationApplication: 01/03 - 28/04/2022 (by noon local time)Language exams: 17 - 18/03/2022 (registrations 1 - 10/03/2022) and 13 - 14 and 19 -21/04/2022 (registrations 24/03 - 05/04/2022)Admission procedure and publication of ranking lists: by 17/05/2022Payment of the 1st instalment of the tuition fees: by 27/05/2022 (by noon local time)Enrolment: 13/07 - 14/10/2022 (by noon local time)
Late Application (only for EU citizens)Application: 19/05 - 07/07/2022 (by noon local time)Language exams: 27/06 - 02/07/2022 (registrations 19/05 - 20/06/2022)Admission procedure and publication of ranking lists: by 27/07/2022Payment of the 1st instalment of the tuition fees: by 04/08/2022 (by noon local time)Enrolment: 27/07 - 14/10/2022 (by noon local time)
Preparatory courses and Freshers DaysIntensive language courses: 05 - 23/09/2022 (Monday to Friday, 8 h/day)Freshers Days: 26 - 27/09/2022
1st semesterClasses: 26/09 - 23/12/2022Exams (extraordinary session): 15 - 23/12/2022Holidays: 24/12/2022 - 08/01/2023Classes: 09/01 - 21/01/2023Exams: 23/01 - 18/02/2023
2nd semesterClasses: 27/02 - 06/04/2023Holidays: 07/04 - 10/04/2023
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Classes: 11/04 - 10/06/2023Exams (extraordinary session): 17 - 27/05/2023Exams: 12/06 - 08/07/2023
Autumn sessionExams: 28/08 - 30/09/2023
Available placesEU citizens and citizens given parity of treatment Early Bird Application: 30Late Application: 10
Non-EU citizens (living abroad)Early Bird Application: 20
The programme will only be offered if a minimum of 12 newly enrolled students is reached.
Entry requirementsIn order to gain admission to this programme you need one of the following qualifications:
a) bachelor degree in computer science (L-31 – Scienze e tecnologie informatiche) orinformation engineering (L-8 – Ingegneria dell’informazione) obtained in Italy, or equivalentqualification in the field of computer science gained abroad or obtained in Italy according to theregulation in force before M.D. 509/99
b) bachelor degree in physics (L-30 – Scienze e tecnologie fisiche), mathematics (L-35 –Scienze matematiche) or statistics (L-41 – Statistica) obtained in Italy, or equivalentqualification in the field of physics, mathematics or statistics gained abroad or obtained in Italyaccording to the regulation in force before M.D. 509/99
Qualifications listed under point a) are awarded 3 additional points.
If you have not yet graduated at the time of application:
You can apply if you have acquired at least 130 credit points (ECTS). In this case you will beadmitted conditionally submitting your diploma by the enrolment deadline.
If you graduate after the enrolment deadline:
You cannot enrol and you will lose your place, which will be offered to the subsequentapplicant in the ranking list. In this case you should not pay the tuition fees to secure youradmission. You will be able to submit a late enrolment request and, only if there still areavailable places, you can enrol by 16 December 2022.
To be admitted you must fulfil the language requirements indicated in the section “Languagerequirements”.
Concurrent enrolment at several universities or in several study programmes at the sameuniversity is not allowed.
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Language requirementsThe official teaching language is English. Therefore, the following language requirementsapply, otherwise you will be excluded from the admission procedure:
Entry level (to gain admission)English: B2
The levels of the Common European Framework of Reference apply.
You can demonstrate your language proficiency in the application portal (in the section “uploadlanguage certificates” and/or “enrol for language exams”) after you have created anapplication in the section “create/manage applications”.
In case your final certificate has been awarded by an Italian public institution, you need tosubmit a self-declaration.In case your final certificate has been awarded by a foreign public institution, you need toupload diploma scanned copy of the original.
You can demonstrate language proficiency through:
1. the main teaching language in your final high school year if English (recognised as C1)2. a bachelor or master degree in English (recognised as C1). unibz graduates must upload
the language certificates obtained and/or declare that they have passed language examsat the unibz Language Centre (B2, B2+ or C1)
3. a recognised language certificate (see the list of recognised certificates) If you cannotupload the certificates, you can send them by e-mail as PDF files or deliver them in personto the Language Centre by the application deadline (see “Deadlines” section).
4. language exams organised by the unibz Language Centre. You can register for theseexams online through the application portal (in the section “enrol for language exams”)after you have filled out your application in the section “create/manage applications”. Theregistration periods are indicated in the "Deadlines" section. If you start your applicationoutside a language exams registration period, you must return to the portal during one ofthe periods indicated above in order to register for an exam.
Information regarding the structure of the language proficiency exams, their duration, theiradministration, and typical processing time for the publication of the results can be found onthe following webpage: https://www.unibz.it/en/services/language-centre/language-exams/.
Online applicationYour application must be submitted online through the Application Portal. The deadlines areindicated in the “Deadlines” section.
You need to create an account and upload a valid ID card or passport (front/back). Pleasenote: if your document is invalid, incomplete or unreadable, you will be excluded from theadmission procedure;Fill in the online form and upload the attachments listed under “Admission procedure”;If you gained your qualification abroad, you must also upload the diploma of yourqualification: if you are not yet in possession of the diploma, you’ll need to upload it uponenrolment;
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Complete and submit the online application by the deadline. Once the application has beensent, it cannot be modified. Filled-in forms which have not been sent correctly will not betaken into consideration.
Please note: Mendacious declarations will be criminally prosecuted and will result in theautomatic exclusion from the ranking list.
EU-Citizens and equivalentYou might apply for more than one study programme. If you are excluded in the first session,you might apply again in the second one.
Considered as equivalent are:
1. Citizens from Norway, Iceland, Liechtenstein, Switzerland, San Marino and the Vatican CityState;
2. Non-EU citizens with a valid permit to stay in Italy (see article 39, paragraph 5 of decreeno. 286 of 25.07.1998: "permesso di soggiorno" (residence permit) for work, familyreasons, political or humanitarian asylum, religious reasons). In this case, you applydirectly to the University as described above and must submit a copy of your valid permitto stay. A permit to stay for study reasons or a visa for tourism is not. If the permit hasexpired, you must attach a renewal request. Please note that if you do not upload thepermit in the application portal, you will be automatically considered a non-EU citizenliving abroad and therefore subject to the admission procedure through the Italianauthorities in your country of origin.
Non-EU-Citizens (living outside of Italy)Only one application period is offered. After the deadline it is not possible to apply anymore.Application fee: € 30.
Once the ranking list has been published, if you have gained admission, secure it by paying thefirst instalment and then start your visa application on the Universitaly portal. The applicationon Universitaly is mandatory, otherwise you will not be allowed to enrol. On Universitaly youcan apply for one study programme only.
Admission procedureThe admission procedure is based on the evaluation of your study curriculum.
1. General information on your bachelor degree
Please download the excel file from the application portal. Fill it in and upload it in theportal as an excel file.If you graduated in Italy, you must self-declare the exams passed, otherwise you will beexcluded.If you graduated abroad, you must upload your academic transcript, otherwise you will beexcluded.
2. Further experience in the field of computer science
Please submit up to a maximum of 2 significant experiences of extracurricular education
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or work in the field of IT by filling in the downloadable form. For each experience, you mustprovide a brief description of the activity carried out and a contact for verification.
To be admitted you must also certify adequate language skills in English (see section“Language requirements).
Please note: mendacious declarations will be sanctioned by criminal law and will result in yourautomatic exclusion.
The evaluation criteria are:
qualifications listed under point a) of the paragraph “Entry Requirements” are awarded 3additional points;the study curriculum is scored up to 10 points based on the grade average obtained at thetime of application;the score awarded for the study curriculum is weighed on the basis of the "WebometricsRanking of World Universities", proceeding as follows: 3 points for universities in positionfrom 1 to 1000 in the ranking; 2 points for universities in position from 1001 to 2000; 1point for universities in position from 2001 to 3000 in the ranking; 0 points for universitiesin position from 3001 onwards;
the "Further experience in the field of computer science" is weighed with a score of either0 or 1 points each;the certificate of English language proficiency does not give a score but is an admissionprerequisite.
Ranking listsThe Admission Committee will only evaluate the documents uploaded in the portal by theapplication deadline. The ranking lists will be published here and are only valid for therespective academic year.
Secure your admission and enrolmentIf you have been admitted to more than one study programme, you can only secure youradmission in one of them. Doing so you refrain from the admission to other programmes.
1. Choose the study programme and pay the fees (to secure your admission) in the applicationportal.
The deadlines are indicated in the “Deadlines” section.
If you do not meet this deadline, you will automatically be excluded and the next applicant inthe ranking list will be admitted.
For EU citizens and citizens given parity of treatment only: any remaining places of the earlybird application, will be offered in the late application.
Please note that you do not gain full student status by only paying the tuition fees. This statuswill only be acquired upon enrolment. If you have secured your admission, there will be norefund of the tuition fees unless you do not pass your secondary school final exam or, in theevent of non-EU applicants living abroad, you do not receive the documents necessary for
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enrolment from the Italian authorities in your country.
2. Enrol online in the application portal.
The deadlines are indicated in the “Deadlines” section.
Enrolment is recommended as early as possible, so you have the possibility to uploadincomplete documents before the deadline.
If you do not meet the enrolment deadline, you will be excluded and the next applicant in theranking list will be admitted.
Admission with reservation:
If you do not have the required academic qualification, you will be given a conditional offer for astudy place and you must submit your qualification upon enrolment. If you achieve yourqualification after the enrolment deadline, you cannot enrol, and you will lose your place whichwill be offered to the subsequent applicant in the ranking list. Advice: If you achieve yourqualification after the enrolment deadline, you should not pay the tuition fees to confirm thestudy place. You will be able to submit a late enrolment request and, only if there are studyplaces still available, you can enrol by 16 December 2022.
If you have gained your qualification abroad, you must certify that at the universities in thecountry where you gained your qualification, you can access to a study programme similar tothat chosen at unibz. Therefore you must upload (if not uploaded upon application):
diploma of your qualificationofficial translation of your diploma into Italian (translation is not necessary if it has beenissued in German or English)
and one of the following:
the Diploma supplement, where it must be indicated: that you have achieved at least 180credit points (ECTS) and that the study title gives access to a Master course. In case ofdoubt, unibz reserves the right to request the Statement of comparabilityStatement of comparability of your qualification, issued by the Italian Information Centreon Academic Mobility and Equivalence (CIMEA), in the case the Diploma supplement ismissingdeclaration of equivalent value of your qualification, issued by the Italian consulate orembassy abroad, as an alternative to the Statement of comparability
Please note that if you do not possess a valid admission qualification, you could be excludedwith Rector’s decree even after enrolment.
If you are a non-EU citizen living abroad:
If you are eligible for admission (check the ranking lists) and have also applied on Universitaly,the Italian Authorities in your own country will issue you the entry visa for studies/university.
This will allow you to arrive in Italy to enrol for the study programme that you have applied for,after passing the admission procedure.
According to Italian law, within 8 working days of your arrival in Italy, you must have applied forthe residence permit: as soon as you arrive, get in touch with the Advisory Service and you will
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be given the necessary information for starting the procedure.
Once you will obtain your residence permit (permesso di soggiorno), you have to hand it in atthe Student Secretariat personally or via e-mail.
Students intending to transfer from another Italian University to unibz must submit to theStudent Secretariat - at the beginning of the academic year - a copy of the transfer applicationpresented at the university of provenance.
Tuition feesFees amount to € 1348.50
1st instalment (€ 748.50)*: includes the provincial tax for the right to study of € 148.50 anda revenue stamp of € 16.2nd instalment (€ 600): must be paid by 31 March 2023.
Delayed payment of the second instalment will result in a fine being levied. If you have not paidthe tuition fees, you will be unable to take exams and will not be able to transfer to otheruniversities or other study programmes.
If you drop out of a programme, interrupt your studies or are excluded from studies, you arenot entitled to reimbursement of the fees.
Exemption from the tuition fees (and the provincial tax) is granted to:
Students with a disability recognized under article 3, paragraph 1, of Law No 104/1992, orwith a disability up to or exceeding 66%: the disability certificate, issued by the healthauthorities, must be handed in at the beginning of the academic year.Foreign students who have been granted a scholarship from the Italian government.
Students who benefit from a scholarship granted by the Autonomous Province of Bozen-Bolzano are entitled to receive a refund of the tuition fees.
Recognition of credit points from previous studiesCredit points from previous university studies can only be recognised after enrolment if theexams taken at the university of provenance are equivalent in content to those offered at unibz.You can fill out the application after enrolment.
The Advisory Service provides support regarding your choice of study. In many cases a simplecall or a short request is enough to get the relevant information (Tel. +39 0471 012100).
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Advisory ServiceUniversitätsplatz 1 - piazzaUniversità, 1Italy - 39100, Bozen-BolzanoTel +39 0471 012100Fax +39 0471 [email protected]
Opening HoursAt present only via telephoneMonday through Thursday:08:30-12:30 and 14:00-17:00Friday: 08:30-12:30
Alternatively, you may book an onlineappointment
Subject to change.Latest update: 13.12.2021
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