Data science perspectives on pandemic management
Keep adding new skills with 10,000+ programs for $239 (usually $399). Save now.
Data science perspectives on pandemic management
Instructor: Marco Brambilla
Included with
Learn more
Ask Coursera
Recommended experience
Recommended experience
Skills you'll gain
- Policy Analysis, Research, and Development
- Data Literacy
- Emergency Response
- Socioeconomics
- Spatial Data Analysis
- Health Policy
- Infectious Diseases
- Data Science
- Financial Systems
- Financial Modeling
- Infection Control
- Environmental Monitoring
- Public Health and Disease Prevention
- Geospatial Information and Technology
- Economics, Policy, and Social Studies
- Epidemiology
- Crisis Management
- Public Health
- Finance
Tools you'll learn
Details to know
11 assignments
See how employees at top companies are mastering in-demand skills
There are 7 modules in this course
The COVID-19 pandemic is one of the first world-wide scenarios where data made a difference in capturing and analyzing the diffusion and impact of the disease.
We offer an introductory course for decision makers, policy makers, public bodies, NGOs, and private organizations about methods, tools, and experiences on the use of data for managing current and future pandemic scenarios. This course describes modern methods for data-driven policy making in the context of pandemics. Discussed methods include policy making, innovation, and technology governance; data collection from citizens, crowdsourcing, gamification, and game with a purpose (GWAP); crowd monitoring and sensing; mobility and traffic analysis; disinformation and fake news impacts; and economical and financial impacts and sustainability models. Methods, tools, and analyses are presented to demonstrate how data can help in designing better solutions to pandemics and world-wide critical events. In this course you will discover the role of policy making and technology governance for managing pandemics. You will learn about methods like crowdsourcing, gamification, sensing of crowds and built environments, and contact tracing for understanding the dynamics of the pandemic. You will understand the risk of disinformation and its impact on people perception and decisions. The course also covers the financial models that describe the pandemic monetary impact on individuals and organizations, as well as the financial sustainability models that can be defined. Thanks to this course you will get a deeper understanding of motivations, perceptions, choices, and actions of individuals in a pandemic setting, and you will be able to start defining appropriate mitigation actions. This course was developed by a set of European research and education institutions as part of the research project 'Pan-European Response to the Impacts of the COVID-19 and future Pandemics and Epidemics' (PERISCOPE, https://www.periscopeproject.eu/). Funded by the European Commission Research Funding programme Horizon 2020 under the Grant Agreement number 101016233, PERISCOPE investigates the broad socio-economic and behavioural impacts of the COVID-19 pandemic, to make Europe more resilient and prepared for future large-scale risks.
This module introduces the course. It describes the structure of the course and proposes a first overview on the role of policies and technologies in the context of pandemic management.
What's included
3 videos1 assignment
3 videosβ’Total 23 minutes
- Welcome and introductionβ’3 minutes
- Policies and technologies for pandemics - Part 1β’13 minutes
- Policies and technologies for pandemics - Part 2β’7 minutes
1 assignmentβ’Total 30 minutes
- Quiz on policies and technologiesβ’30 minutes
This module presents the concepts of crowdsourcing and gamification. It features some methods and examples and describes the advantages of the various approaches.
What's included
2 videos1 assignment
2 videosβ’Total 16 minutes
- Crowdsourcing lessonβ’8 minutes
- Gamification lessonβ’9 minutes
1 assignmentβ’Total 15 minutes
- Crowdsourcing and Gamification Quizβ’15 minutes
This module discusses a specific gamification approach called COCTEAU, which aims at involving participants in a game for creating subjective perceptions of the pandemic and visions for the future.
What's included
3 videos1 assignment
3 videosβ’Total 11 minutes
- The COCTEAU Methodology and Toolβ’4 minutes
- COCTEAU in Practice: Application to Post-pandemic Analysis Scenariosβ’3 minutes
- Detailed Guidance on How to Use COCTEAUβ’4 minutes
1 assignmentβ’Total 5 minutes
- Quizβ’5 minutes
In this Module, we will focus on crowdsourcing and crowdsensing of the built environment. More specifically, you will become familiar with OpenStreetMap β a prominent source of crowdsourced map data that is nowadays used by professionals, governments, and communities worldwide and forms the basis of an endless list of applications and services around different aspects of our living environments. You will also become acquainted with rudimentary procedures for querying and making sense of data derived from OpenStreetMap, using visualization techniques. The Module consists of three Lessons. This Module is organized by the Urban Analytics group of Delft University of Technology.
What's included
4 videos2 readings1 assignment
4 videosβ’Total 22 minutes
- Introductionβ’2 minutes
- Fundamentals of OpenStreetMapβ’7 minutes
- Querying OSM dataβ’8 minutes
- Sensemaking of OSM dataβ’6 minutes
2 readingsβ’Total 110 minutes
- Reading Materialsβ’100 minutes
- Tutorials and Toolsβ’10 minutes
1 assignmentβ’Total 10 minutes
- Quiz on Crowdsensing of the Built Environmentβ’10 minutes
This module discusses the different methods and data sources that can be exploited for the traceability of human movements and social contacts. This has been an important contribution to the understanding of the dynamics of the pandemic.
What's included
3 videos
3 videosβ’Total 15 minutes
- New Videoβ’7 minutes
- New Videoβ’5 minutes
- SARS-CoV-2 epidemic control with digital contact tracingβ’4 minutes
This module presents the problem of disinformation and fake news that are shared online and discusses the impact that this phenomenon can have on the life and decision of citizens, with particular emphasis on the reactions to the pandemic and to the different sensibilization campaigns.
What's included
1 video1 assignment
1 videoβ’Total 5 minutes
- New Videoβ’5 minutes
1 assignmentβ’Total 30 minutes
- Quiz on Disinformationβ’30 minutes
This module studies the financial aspects related to COVID. It shows how it can generate financial impacts on the population and how one can design specific sustainability models in response to the issue.
What's included
7 videos7 readings6 assignments
7 videosβ’Total 31 minutes
- General Introductionβ’9 minutes
- Bayesian merging of ratingsβ’5 minutes
- Network models for lockdown policiesβ’3 minutes
- Network models for credit ratingβ’5 minutes
- Merging of ESG ratingsβ’4 minutes
- Macroeconomic rating for financial stabilityβ’2 minutes
- Explainable AI methods for Financial inclusionβ’3 minutes
7 readingsβ’Total 70 minutes
- Reading on General Introductionβ’10 minutes
- Reading on Bayesian merging of ratingsβ’10 minutes
- Reading on Network models for lockdown policiesβ’10 minutes
- Reading on Network models for credit ratingβ’10 minutes
- Reading on Merging of ESG ratingsβ’10 minutes
- Reading on Macroeconomic rating for financial stabilityβ’10 minutes
- Reading on Explainable AI methods for Financial inclusionβ’10 minutes
6 assignmentsβ’Total 180 minutes
- Quiz on Bayesian merging of ratingsβ’30 minutes
- Quiz on Network models for lockdown policiesβ’30 minutes
- Quiz on Network models for credit ratingβ’30 minutes
- Quiz on Merging of ESG ratingsβ’30 minutes
- Quiz on Macroeconomic rating for financial stabilityβ’30 minutes
- Quiz on Explainable AI methods for Financial inclusionβ’30 minutes
Instructor
Offered by
Why people choose Coursera for their career
Frequently asked questions
To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.
When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.
Yes. In select learning programs, you can apply for financial aid or a scholarship if you canβt afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, youβll find a link to apply on the description page.
More questions
Financial aid available,
