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Educational plan


Data Science for Economics (Classe LM-data)-Enrolled from 2022/23 Academic Year
Programme description
First trimester
Courses or activities ECTS Total hours Language SSD
Compulsory
Coding for Data Science and Data Management 12 80 English INF/01 SECS-S/01
Statistical Theory and Mathematics 12 80 English MAT/08 SECS-S/01
Second trimester
Courses or activities ECTS Total hours Language SSD
Compulsory
Data-Driven Economic Analysis 12 80 English SECS-P/01 SECS-P/02 SECS-P/05
Third trimester
Courses or activities ECTS Total hours Language SSD
Compulsory
Dynamic Economic Modeling 9 60 English SECS-P/01
Machine Learning and Statistical Learning 12 80 English INF/01 SECS-S/01
be activated by the A.Y. 2023/2024
Undefined
There are no specific sessions for these activities (e.g. open online courses).
Courses or activities ECTS Total hours Language SSD
Compulsory
Cybersecurity and Protection of Personal Data: Legal and Policies 6 40 English IUS/09 IUS/20
Privacy, Data Protection, and Massive Data Analysis in Emerging 12 80 English INF/01
Optional
Advanced Multivariate Statistics 6 40 English SECS-S/01
Bayesian Analysis 6 40 English SECS-S/01
Causal Inference and Policy Evaluation** 6 40 English SECS-P/01
Experimental Methods and Behavioural Economics** 6 40 English SECS-P/01
Functional and Topological Data Analysis 6 40 English MAT/06
Marketing Analytics* 6 40 English SECS-P/08
Network Science 6 40 English INF/01
Project Management and Innovation* 6 40 English SECS-P/10
Reinforcement Learning 6 40 English INF/01
Text Mining and Sentiment Analysis 6 40 English INF/01
Time Series and Forecasting** 6 40 English SECS-P/05
Conclusive activities
There are no specific sessions for these activities (e.g. open online courses).
Courses or activities ECTS Total hours Language SSD
Compulsory
Final Exam 12 80 English
Optional activities and study plan rules
1 - 3 activities among the selected path
Total 18 credits/ects
2 - DATA SCIENCE PATH
(3 courses chosen from the following, no more than 1 among those indicated with the symbol *)
Courses or activities ECTS Total hours Language Lesson period SSD
Advanced Multivariate Statistics 6 40 English Undefined SECS-S/01
Bayesian Analysis 6 40 English Undefined SECS-S/01
Functional and Topological Data Analysis 6 40 English Undefined MAT/06
Marketing Analytics* 6 40 English Undefined SECS-P/08
Network Science 6 40 English Undefined INF/01
Project Management and Innovation* 6 40 English Undefined SECS-P/10
Reinforcement Learning 6 40 English Undefined INF/01
Text Mining and Sentiment Analysis 6 40 English Undefined INF/01
Time Series and Forecasting** 6 40 English Undefined SECS-P/05
3 - ECONOMIC DATA ANALYSIS PATH
(3 courses chosen from the following, at least 2 of those indicated with the symbol **)
Courses or activities ECTS Total hours Language Lesson period SSD
Advanced Multivariate Statistics 6 40 English Undefined SECS-S/01
Bayesian Analysis 6 40 English Undefined SECS-S/01
Causal Inference and Policy Evaluation** 6 40 English Undefined SECS-P/01
Experimental Methods and Behavioural Economics** 6 40 English Undefined SECS-P/01
Text Mining and Sentiment Analysis 6 40 English Undefined INF/01
Time Series and Forecasting** 6 40 English Undefined SECS-P/05
First semester
Courses or activities ECTS Total hours Language SSD
Optional
The Instruments of Gender Equality 3 24 Italian IUS/08
Second semester
Courses or activities ECTS Total hours Language SSD
Optional
Equal Opportunities and Scientific Careers 3 24 Italian SPS/09
Gender Based Violence: an Interdisciplinary Approach 3 20 Italian IUS/08
Laboratory: Sustainability and Sustainable Development 3 24 Italian AGR/01 AGR/13 IUS/01 SECS-P/01 SPS/04
Teaching Workshop: the Ancient Hospital of Milan. How to Lead A Guided Tour of An Historical Monument 3 20 Italian
First trimester
Courses or activities ECTS Total hours Language SSD
Optional
Laboratory: "nutritional Epidemiology: Methods and Practice" 3 20 English MED/01
Laboratory: Organized Crime and Research Methodology. 3 20 Italian SPS/09
Second trimester
Courses or activities ECTS Total hours Language SSD
Optional
Laboratory "cloud and Distributed Environments for Analytics in A Luxury Brand" 3 20 English INF/01 SECS-S/01
Laboratory "data Scientist for Business Communication" 3 20 Italian INF/01 SECS-S/01
Laboratory "official Statistics: Organization and Data of Italian National Institute of Statistics" 3 20 Italian SECS-S/01
Laboratory "reinforcement Learning" 3 20 English INF/01
Laboratory "retrieving Skills for Stem Job Description and Matching with Cvs" 3 20 English INF/01 SECS-S/01
Laboratory: Art, Culture and Organized Crime 3 20 Italian SPS/07
Third trimester
Courses or activities ECTS Total hours Language SSD
Optional
Laboratory "data Analytics and Digital Transformation" 3 20 English INF/01 SECS-S/01
Laboratory "data Solutions for Marketing" 3 20 English INF/01 SECS-S/01
Laboratory "data Valorization for Fintech" 3 20 English INF/01 SECS-S/01
Laboratory "hackathon: Deploy Machine Learning Models On Google Cloud Platform" 3 20 English INF/01 SECS-S/01
Laboratory "new Public Governance and Co-Production of Public Services" 3 20 Italian SECS-P/10
Laboratory "personalized Health Care" 3 20 English MED/01
Laboratory "text Data for Trading" 3 20 English INF/01 SECS-S/01
Laboratory:societies, Rights and Environmental Crime 3 20 Italian SPS/07
Laboratory:strategies for Managing Environmental Conflicts Through Participatory Mechanisms 3 20 Italian IUS/10
Workshop: Anti-Mafia Journalism 3 20 Italian SPS/08
Undefined
There are no specific sessions for these activities (e.g. open online courses).
Courses or activities ECTS Total hours Language SSD
Optional
Additional Language Skills: Italian (3 ECTS) 3 0 Italian
Constitution Education 3 24 Italian IUS/08
Transversal Skills 3 20 English
Conclusive activities
There are no specific sessions for these activities (e.g. open online courses).
Courses or activities ECTS Total hours Language SSD
Optional
Internship Or Stage in Companies, Public Or Private Bodies, Professional Orders 3 20 English
Training and Orientation Internships 3 20 English
Optional activities and study plan rules
4 - Students must earn 9 credits for elective activities.
5 - Students must earn 3 credits by selecting one of the following alternatives: Foreign language: advanced; Transversal Skills, Laboratory
Courses or activities ECTS Total hours Language Lesson period SSD
Additional Language Skills: Italian (3 ECTS) 3 0 Italian Undefined
Transversal Skills 3 20 English Undefined
6 - Students must earn 3 credits by selecting one of the following alternatives: Internship or Stage
Courses or activities ECTS Total hours Language Lesson period SSD
Internship Or Stage in Companies, Public Or Private Bodies, Professional Orders 3 20 English Undefined
Training and Orientation Internships 3 20 English Undefined