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Master Degree in Geographic Information Systems and Science, with a specialization in Geospatial Data Science

CDG

Master Degree in Geographic Information Systems and Science,
with a specialization in Geospatial Data Science

The specialization in Geospatial Data Science provides the necessary skills for the analysis, modeling, and visualization of geographic information, and aims to train professionals for the role of artificial intelligence, programming, and data mining in the development of solutions to challenges and societal problems in the public and private sectors.

This program is developed in collaboration with UNIGIS, international network that brings together the best schools in Geographic Information Systems and Science and it has obtained the GEOINT (Geospatial Intelligence) accreditation by the United States Geospatial Intelligence Foundation (USGIF) and was the 1st program outside the US to be accredited by this organization.

This program is taught in b-learning or e-learning formats. It lasts 4 semesters: 2 semesters correspond to the curricular component and 2 semesters to the development of a thesis, work project or internship report, in a total of 120 ECTS. The classes (1st and 2nd semesters of the program) will start in September 2022, ending in June 2023.

The applications for this program are open between July 28th and August 18th, 2022. To apply, click here.

Accredited by

  • USGIF
    United States Geospatial Intelligence Foundation

Partner Entity

  • Unigispt
    UNIGIS
  • Vagas

    Format

    E-Learning and B-Learning

  • Media

    Length and ECTS

    4 semesters (120 ECTS)

  • Semestres (1)

    Attendance

    2 to 3 times a
    week

  • Lingua (1)

    Start Date

    September 2022

Who is it for? image

Who is it for?

The specialization in Geospatial Data Science aims to train managers and staff able to analyze, modeling, and visualize geographic information in environments with large amounts of data.

This Program is taught in Portuguese and aims at everyone from Portuguese-speaking African countries but also Portugal, Brazil, Timor, and Portuguese communities all over the world, who is interested in continuing their studies by getting a Master's Degree in a Portuguese university.

Goals

This program provides the knowledge and skills needed to:

  • Understand and contribute to the great technical and social challenges created by computing environments rich in geospatial data including its architecture, integrity and management;

  • Understand how geospatial data can be acquired and used to support various analysis, modeling, and geovisualization processes in large data environments;

  • Understand how artificial intelligence, programming and data mining can be used to intelligently enhance the typical concepts and flows of geographic information science and thus provide institution-centric solutions to a wide variety of challenges and societal problems across public and private sectors.

Study Plan

This program lasts 4 semesters: 2 correspond to the curricular component and 2 to the development of a thesis, work project or internship report, in a total of 120 ECTS.

For the conclusion of the curricular component (1st and 2nd semesters), students have to complete 60 ECTS, of which 52,5 are mandatory and 7,5 correspond to elective course units, to be chosen by the students.

Please see the study plan of the e-learning and b-learning formats below:

Fall Semester (1st  Semester)
Course Units Professor(s) ECTS
Cartographic Sciences and Data Acquisition Luísa Gonçalves 7,5
Geographic Information Systems and Science (*) (**) Marco Painho 7,5
Spatial Databases (*) André Oliveira 7,5
Spatial Data Analysis and Visualization Pedro Cabral 7,5
Geospatial Programming (*) Roberto Henriques Hugo Martins 7,5
Spatial Statistics (*) Ana Cristina Costa 7,5
Spring Semester (2nd  Semester)
Course Units Professor(s) ECTS
GIS and Modelling (*) (**) Mário Caetano 7,5
GIS in Organizations Rui Julião 7,5
Geospatial Data Mining (*) Fernando Bação 7,5
Remote Sensing (*) (**) Mário Caetano 7,5
Geospatial Intelligence (GEOINT) (**) Marco Painho Telmo Dias 7,5
Programming for Geospatial Web Services Marco Painho Hugo Martins 7,5

(*) Mandatory course unit;
(**) Mandatory course unit to earn the GEOINT: Geospatial Intelligence Program certification, to be accredited by USGIF (United States Geospatial Intelligence Foundation).

2nd  Year
Course Units ECTS
Thesis, Work Project, and Professional Internship Report 58
Thesis / Project / Internship Report Follow Up 2

B-Learning Format

Fall Semester (1st  Semester)
Course Units Teacher ECTS
Geographic Information Systems and Science (*) (**) Marco Painho 7,5
Geospatial Data Mining (**) Roberto Henriques Hugo Martins 7,5
Remote Sensing (**) Mário Caetano 7,5
Spatial Data Analysis and Visualization (**) Pedro Cabral 7,5
Spatial Statistics (**) Ana Cristina Costa 7,5

(*) Mandatory course unit
(**) Taught in English

Spring Semester (2nd  Semester)

In the Spring Semester, students may choose among the course units of the e-learning format, being also possible to enroll in the postgraduate and master program's course units (subject to approval by the Coordinator of the program).

2nd  Year

Course Units ECTS
Thesis, Work Project, and Professional Internship Report 58
Thesis / Project / Internship Report Follow Up 2

Teaching Staff

Living in Lisbon

From the beginning of history Lisbon always welcome different persons and cultures. Called the city of the seven hills it is also famous for its exceptional light that enchants visitors and residents, and provides excellent photos. History and modernity live together in a city that wants to progress and keep its traditional way of living.

In the historical quarters you can still find the “ancient Lisbon” and, if you like details, please look around and take a look at the tiles that cover some building façades and to the work in cast iron of the old balconies.

People in Lisbon are friendly and it isn’t very difficult to find someone who understands English especially among young people.

Lisbon has a good public transport network, and nearby you have the beaches of Cascais and Costa da Caparica and the lovely village of Sintra.

The city also offers a wide range of cultural activities and museums.

Lisbon and Portugal are also known for the good food. The city has lots of restaurants from traditional to international cuisine, and some are not very expensive. Going out for dinner is almost a national tradition.

People who visit Lisbon often praise the seafood dishes, the codfish (bacalhau) the sardines (sardinhas), and the famous Pastéis de Belém.

Shops are open, usually from Monday to Friday, from 9:30 a.m. to 7 p.m., but you have various shopping centers opened every day from 10 a.m. to 11 p.m. Pharmacies are also open from Monday to Friday between 9 a.m. to 7. p.m., sometimes they close at lunch time (from 1 to 3 p.m.).

On Saturdays pharmacies open from 9 a.m. to 1 p.m. Outside of these hours we have what we call Farmácias de Serviço (pharmacies that are open until 10 p.m. or during all night).

Banks are open at the weekdays from 8:30 a.m to 3 p.m., but you can easily find cash machines (ATMs) identified by MB symbol (Multibanco) where you can withdraw money or do different operations (pay bills, top up the mobile phone, charge the electronic pass Lisbon Viva).

In Lisbon besides a quiet and nice ambience for study you can also find sports, nature, leisure, culture, and beautiful places to visit and to enjoy. Be welcome!

 

Click for more information.

Life Cost in Lisbon

Monthly Expenses
Accommodation (Residences, room rental, hostels, etc) €300 - €500
Monthly Passes (Navegante Metropolitano) €40
Living costs obviously vary per person, depending on your lifestyle and other factors.  
Indicative budget average monthly €550 - €800
Other Expenses
Meal at Campus €3,50 - €5
Cinema €7,10
Bus Ticket €2
Metro Ticket €1,50

Living costs obviously vary per person, depending on your lifestyle and other factors.

Timetable

The course units operating in classroom start at 4:30  p.m. and the course units in e-Learning format have synchronous sessions (virtual classes in real time on the Internet), which always run after working hours (8 p.m. to 10 p.m. GMT).

The timetable of synchronous sessions, exams, and delivery and presentation of assignments work in e-learning formats for the academic year 2022-2023 is available here and the schedule for the b-learning format (Fall Semester) here.

The e-learning format is implemented in a way that all material is taught through synchronous and asynchronous sessions with students, followed through e-mail, chats and discussion boards that enable the quick interaction between students and the teacher. In each edition of the program, they are created classes in a virtual environment, for students to access all necessary studying material, print or digital, including notes, study guides, practice exercises and software licenses.

Protocols

  • LNEG
    Laboratório Nacional de Energia e Geologia (LNEG)

    This protocol offers special attendance conditions to LNEG staff. The students of Master degree program in Geographic Information Systems and Science are able to perform internships in this institution.

  • Anpc
    Autoridade Nacional de Proteção Civil (ANPC)

    This protocolos offers the possibility of conducting research for the thesis, work project or internship, in several fields.

  • Mundogeo
    Editora MundoGEO

    This protocol aims at cooperation and exchanges in the fields of education, training and scientific development, offering a 1-year digital signature of the bimonthly magazines InfoGEO e InfoGNSS.

Access to Software and Geographic Information

  • Esri (1)
    Esri Portugal

    Access to Esri© software and data suite:

    • ArcGIS for Desktop Advance;
    • ArcGIS Pro;
    • ArcGIS for Enterprise;
    • Esri CityEngine;
    • ArcGIS Online;
    • ArcGIS for Developers;
    • ArcGIS Living Atlas of the World;
    • ArcGIS Apps;
    • ArcGIS Training courses.
  • Hexagon (1)
    HEXAGON GEOSPATIAL

    Exclusive and free access to the software promoted by HEXAGON GEOSPATIAL, for example:

    • Desktop Educational Program: ERDAS IMAGINE Professional; IMAGINE Expansion Pack; ERDAS ER Mapper; IMAGINE Photogrammetry; IMAGINE Terrain Editor; PRO600 CART; PRO600 DTM; GeoMedia Professional; GeoMedia Transportation Manager; GeoMedia Motion Video Analyst Professional; GeoMedia Advanced Collection; ERDAS APOLLO Essentials;

     

    • Smart M.Apps for EDU: M.AppX; M.App Studio; M.App Chest; M.App Reader; Incident Analyzer; Area Analyzer; Network Analyzer; IMAGINE M.App Connect; IMAGINE Developer's Toolkit; Spatial Modeler SDK; GeoMedia Objects; GeoMedia Smart Client and Workflow Manager; Mobile SDK; API Console; Hexagon Geospatial U Community.
  • Boundless (2)
    Boundless

    Access to Boundless© Cloud-based software and services: Boundless Desktop; Boundless Server Enterprise; Boundless Exchange; Boundless Offline Tile Server; Boundless Anywhere.

  • Digitalglobe
    DigitalGlobe

    Allocation of a free account to DigitalGlobe's EarthWatch that allows students to use online (cloud access and/or API) and offline (download) high-quality satellite images and geospatial information from DigitalGlobe.

Admissions and Fees

NOVA IMS is looking for excellent students who have the potential to become good technical staff and excellent managers. Qualities such as maturity, determination and motivation, both in the academic path as well in a professional career, are some of the required attributes.

4th  Applications phase

From July 28th to August 18th, 2022 (only for Portuguese speaking applicants).

Admissions' Requirements

The applicants to the Master program in Geographic Information Systems and Science should hold a relevant bachelor's degree, or equivalent, in Statistics and Information Management, Geography, Economics, Engineering, Computer Sciences, Physics, Mathematics, Architecture, Urban and Regional Planning, or in other relevant scientific fields to be approved by the Scientific Council of NOVA IMS. We accept applications from those:

  • Holding higher education level conferred on the 1st cycle of studies (undergraduates) under the Bologna legislation, by an adherent European country;
  • Holding a foreign academic degree, approved by the Scientific Council of NOVA IMS, for achieving undergraduates' goals;
  • Holding a relevant academic, professional and scientific curriculum, approved by the Scientific Council of NOVA IMS, for being able to conduct this study program.

Note: The applicant must own a computer, with the following configuration:

  • Computer/ Processor: PC Intel / Pentium® ou similar to 2.2 GHz 2.2, multi-core processors are recommended | Intel Pentium 4, Intel Core Duo
  • Memory: 4 Gb RAM or higher
  • Operative System: Microsoft Windows 7®/Vista®/XP®/8®
  • Hard disk space: 70 Gb
  • Internet connection: 256 Kb Modem
  • Browser: Installing the latest version of the browser Mozilla Firefox is recommended
  • Additional recommendations: SCSI hard drive, video card with OpenGL support (only for ArcGIS 3D Analyst)

How to Apply and Selection Process

To complete the application, the applicant must register in NOVA IMS' Applications Portal, fill the form, upload their Curriculum Vitae, choose the program and pay the application fee in the Portal.

The selection process is based on the analysis of academic and professional curriculum. The members of the Admissions’ Jury Panel may decide to hold an interview with all or some candidates – face-to-face or videoconference.

Application Fee

The fee of the application is €51. The application can only be considered after the payment of the application fee, within the stipulated period, non-refundable in case of withdrawal or non-admission in the program.

Registration Costs

After being admitted to the program and upon confirmation of enrollment, the applicant must make a payment of pre-registration (around one week after the admission result announcement), deductible in the tuition fee, non-refundable in case of withdrawal, with the following value:

  • €1.150 for applicants from EU and Portuguese-speaking countries;
  • €2.500 for applicants from other countries, unless their registration fee is provided by an official entity.

Upon registration, students should make the following payments:

  • €35 - for enrollment fee (the value is updated annually);
  • €1,40 - for annual school insurance (the value is updated annually).

The registration fee for the 2nd year and the following years is €35 (the value is updated annually).

Tuition Fee 

The tuition fee of this master degree program is €4.200, of which €3.000 corresponds to the curricular component (1st year) of the program and €1.200 to the development of a thesis, work project or a professional internship report (2nd year).

Tuition Fee Payment Dates

The tuition fee of this program can be paid in full, two or in four installments:

  • Full payment: from September 25th to 30th, 2022.
  • Payment in two installments:
    • 1st: from September 25th to 30th, 2022 (100% of the tuition fee of the 1st year);
    • 2nd: from September 25th to 30th, 2023 (100% of the tuition fee of the 2nd year).
  • Payment in four installments:
    • 1st: from September 25th to 30th, 2022 (50% of the tuition fee of the 1st year);
    • 2nd: from February 22nd to 28th, 2023 (50% of the tuition fee of the 1st year);
    • 3rd: from September 25th to 30th, 2023 (50% of the tuition fee of the 2nd year);
    • 4th: from February 22nd to 28th, 2024 (50% of the tuition fee of the 2nd year);

Discounts

  • Financial discount:
    • Students who choose to pay the tuition fee in a single payment have a 5% discount on the payable amount;
    • Students who choose to pay the tuition fee in two installments have a 2,5% discount on the payable amount.
  • NOVA IMS' Alumni (Undergraduate, Postgraduate, Master Degree and Doctoral Programs) from a different program of the one they will attend have a 20% discount on the tuition fee, cumulative with the financial discount;
  • Companies that finance the program to 2 employees, in the same academic year, have a 10% discount on the tuition fee. This discount is not cumulative with other discounts;
  • Companies that finance the program to 3 or more employees, in the same academic year, have a 20% discount on the tuition fee. This discount is not cumulative with other discounts.

Geospatial Intelligence (GEOINT) Certificate

The Geospatial Intelligence Certificate, accredited by the United States Geospatial Intelligence Foundation (USGIF) provides education and training in scientific concepts, methods and key geospatial technologies, used in the solution of global problems of human security, including natural disasters, humanitarian crisis, environmental risks, military operations, political violence, public health and challenges in access to food.

USGIF’s purpose is to promote the geospatial intelligence tradecraft and to develop a stronger community of interest between government, industry, academia, professional organizations and individuals. USGIF is the only organization providing Higher Education accreditation in the GEOINT domain, being a world leader in this field.

USGIF

The GEOINT certificate can be awarded through completing 4 course units of the Master program in Geographic Information Systems and Science, in a total of 30 ECTS:

  • Geographic Information Systems and Science;
  • GIS Modelling;
  • Remote Sensing;
  • Geospatial Intelligence (GEOINT).

These course units can be complemented by a set of elective course units, in a total of 30 ECTS.

The certificate will only be awarded by USGIF to students with an average grade equal or higher than 14 points (out of 20) in the total required 60 ECTS.

UNIGIS Certification

Under the International network UNIGIS, the students who complete the Master program in Geographic Information Systems and Science (90 ECTS) can earn the European Master's diploma in GI Science, Project 29320-IC-3-98-1-AT-ERASMUS -CDA-1 (EuroMaster GI Certificate) as a complement to their degree, by performing:

  • A minimum of 12 ECTS obtained in a foreign language (other than the language of the course or the national language);
  • Course unit "EuroGIS" 6 ECTS - Dipl. Forstwirt Nikolaus Strobl - Universität Salzburg;
  • Dissertation, Work Project or Professional Internship written in English;
  • An international learning experience (eg. International UNIGIS Summer School) with a minimum of 2 ECTS, these have to be performed in classroom (the courses are excluded in e-Learning format).

UNIGIS is an international network of Universities that, through e-learning program, offers a postgraduate diploma and a Master's degree in Geographical Sciences and Information Systems. This international consortium was founded in 1990 and today is formed by a network of universities.

The planning and the structure of the program result of close cooperation between the members of UNIGIS, which cooperate in the development of program's curriculum to adapt to different national realities.

Certificado UNIGIS

FAQ

  • Applications

    When can I apply?

    It is only possible to submit the application during its applications phase. The date of the call for applications is available in the Admissions and Fees page of each program. However, you can fill the application form at any time, submitting it when the applications phase starts.

    How can I apply?

    The applications are submitted online, in
    NOVA IMS’ Applications Portal.

    To submit their application, the applicants must register in the Portal, fill the form, upload your Curriculum Vitae, choose the program and pay the application fee in the Portal. The application process is the same for all the applicants, national or international.

    Which documents are required?

    The only mandatory document during the application process is the Curriculum Vitae (in .doc or .pdf format). The applicant can upload other documents such as diploma or other certificate of their qualifications.

    How do I convert a file to .PDF?

    Here is a list of websites where you can convert files to the pdf format, as a reference:

    Is there an application fee?

    The application fee is €51 in the academic year 2022-2023. The payment of the application fee will be made during the application process in the Applications’ Portal, through bank transfer/ATM reference, MBWay, PayPal or Visa. The application will only be considered successfully submitted after the payment of the application fee, within the stipulated time. It’s non-refundable in case of withdrawal or non-admission in the program.

    Can I apply to more than one program?

    You can apply to a maximum of 2 programs per application phase, by paying the application fee for each program, that is, the application to 1 program equals the payment of 1 application fee, the application to 2 programs equals the payment of 2 application fees.

    I'm a bachelor's degree senior student. Can I apply?

    Yes. If you are a final year student and you graduate until September 2023, you can apply and you must deliver an authenticated copy of your degree certificate or diploma until the beginning of the academic year, until September 2023.

    In the application form, a Tax Identification Number is requested. What is Tax Identification Number? I don’t have one, what should I put in that blank field?

    In Portugal, the Tax Identification Number is required to identify a taxable entity or person, in tax declarations or financial transactions. If you don’t have a Tax ID Number or similar, please put “999999999” in that field of the application form.

    What should I write in the field: “Goals/motivation to apply to this program”?

    In this field, please mention:

    • In which way your background (academic and professional) fits the program;
    • What are your short-term professional goals;
    • What are your expectations with the attendance of this program.
  • Admission

    How does the selection process work?

    The selection process is based on the analysis of the academic and professional curriculum. The members of the Admissions’ Jury Panel may decide to hold an interview with all or some candidates – face-to-face or videoconference).

    In case I am contacted for an interview, can it be held at distance?

    Yes, the interview can be held at distance, preferably by Skype.

    When will I know the result of the application?

    The result of the application will be known, through email, in the date to be announced in the confirmation of submitted application email and/or by the Admissions’ Jury/Programs Manager.

    I was admitted in the program. What’s the next step?

    In case of admission, the applicant must make the payment of the pre-registration fee (around 1 week after the result announcement), until its deadline, in NOVA IMS’ Applications Portal and upload the diploma or other certificate of his latest qualification (example: Bachelor’s degree, Master’s degree or PhD).

    Can I attend more than one program by academic year?

    Yes, you may attend two programs per school year, although it’s not recommended. Please pay attention to the fact that there may be overlap of the Mandatory Course Units of each program, as well as the overlap of the exams.

    I was admitted in two programs, but I only intend to attend one. What should I do?

    In case of admission to two programs, the candidate will have to choose, in the Application Portal, the program in which they intend to attend. After choosing the desired program and paying the pre-registration fee, you must select the option "Withdrawal" in the 2nd program in which you do not intend to attend. Thus, your vacancy is available to a candidate on the Waiting List.

    I'm on the Waiting List. Can I still be admitted?

    Since it is possible for candidates to apply for two programs per application phase, there will be cases where the same candidate has been admitted to both programs, but intends to join only one. In these cases and if the limit number of vacancies is not completed, the remaining vacancy will be assigned to a candidate on the Waiting List.

    I intend the invoice for the payment of the application / pre-registration fees.

    The Invoice-Receipt will be available in this Applications’ Portal up to 2 business days after the payment, in the tab "Billing/Treasury".

    I was admitted in the program, but I need visa. What should I do?

    NOVA IMS can issue a document that proves admission in the program, that will be sent to the student and the Embassy. The document will only be issued or provided after the payment of the pre-registration fee. Regardless of issuance the document, the student must contact the Portuguese Embassy or Consulate in their country to get more information.

  • Other Informations

    Is this program taught in Portuguese or English?

    In the e-learning format, most course units are taught in Portuguese. In the b-learning format, the classes will be taught in English and Portuguese (if the students attend course units of the e-learning format).

    Are there scholarships?

    NOVA IMS does not award scholarships. However, you can apply to Universidade Nova de Lisboa’ scholarships and financial support, provided by the university’s Social Welfare Services. You can learn more at https://sas.unl.pt/en/scholarships-2/scholarships_/ or contact them directly to bolsas@unl.pt. We don’t hold information about other scholarships.

    Is it possible to park on campus?

    The students can park their vehicles on campus, if they have the access card. There are several parking areas on campus and near to NOVA IMS. The request for access of vehicles to Campus de Campolide is made through registration or renewal of registration and subsequent payment. To do this, the interested parties should register in the system and select the type of access. Afterwards, they will receive all the data for the payment. It should be noted that the management of parking spaces is the exclusive responsibility of the NOVA’s Rectory. For more information, please visit the webpage https://www.unl.pt/en/nova/parking-campus

    Is there accommodation on campus?

    The Social Welfare Services of Universidade Nova has ties with three student residences (one of them in Campus de Campolide) for Portuguese scholarship student and international students. The capacity of accommodation at school residences is limited. We can’t, in any way, guarantee you a room and we can only put your name on a waiting list, only after confirmation of admission. You will find more information about the residences at https://sas.unl.pt/en/accommodation/.
    In case you are admitted to the program and want accommodation in one of the University’s residences, please contact adnovaims@novaims.unl.pt.

    Does the University offer a Portuguese course for international students?

    Yes, there is a Course of Portuguese as Foreign Language. This course is available in 4 types of classes:

    1. Individual lessons (the student arranges the schedule with the teacher according to their availability);
    2. Semester Group lessons (56 study classes + 8 hours for other activities);
    3. 30 hours intensive course(2 weeks);
    4. Online summer course (month of July).

    If you have any questions about this course, please contact: cursoportugues@fcsh.unl.pt.

Achievement Awards

All students that stand out, during their academic path, for their academic excellence in the different course units and programs are celebrated. These awards are given by Members of AD NOVA IMS and/or other supportive entities.

AD NOVA IMS Member

  • ESRI
    Best Student

    €750

Supportive Entity

  • Governodeportugal (1)
    Best Student of Undergraduate/ Postgraduate/ Master Degree Programs

    Scholarship with Value to be Defined