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Data science perspectives on pandemic management · LearnSpace
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Data science perspectives on pandemic management

Курс от Politecnico di Milano
Начальный≈ 9.6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

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.

Навыки, которые вы освоите

Financial ModelingGeospatial Information and TechnologyData LiteracyEpidemiologyFinancial SystemsInfection ControlPolicy Analysis, Research, and DevelopmentEmergency ResponseSpatial Data AnalysisEconomics, Policy, and Social StudiesCrisis ManagementGeographic Information SystemsPublic Health and Disease PreventionPublic HealthSocioeconomicsInfectious DiseasesEnvironmental MonitoringData ScienceFinanceHealth Policy

Программа курса

7 модулей · 43 учебных материалов

01Introduction and Policies4 материалов

Welcome

Welcome and introductionВидео

Policies and technologies for pandemics

Policies and technologies for pandemics - Part 1ВидеоPolicies and technologies for pandemics - Part 2ВидеоQuiz on policies and technologiesЗадание
02

Учитесь у экспертов

Marco Brambilla

Professor

Data science perspectives on pandemic management
В каталоге вашей программы

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Новые знания — в удобное для вас время.

Начать на Coursera

Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 9.6 ч

7 модулей

Язык: Английский

Часть программы вашего университета
Crowdsourcing and Gamification
3 материалов

Crowdsourcing

Crowdsourcing lessonВидео

Gamification

Gamification lessonВидео

Quiz on Crowdsourcing and Gamification

Crowdsourcing and Gamification QuizЗадание
03The COCTEAU tool4 материалов

The COCTEAU Methodology and Tool

The COCTEAU Methodology and ToolВидео

COCTEAU in Practice: Application to Post-pandemic Analysis Scenarios

COCTEAU in Practice: Application to Post-pandemic Analysis ScenariosВидео

Detailed Guidance on How to Use COCTEAU

Detailed Guidance on How to Use COCTEAUВидео

Quiz on COCTEAU

QuizЗадание
04Crowdsourcing and Crowdsensing of the Built Environment7 материалов

Introduction

IntroductionВидео

Fundamentals of OpenStreetMap

Fundamentals of OpenStreetMapВидео

Querying OSM data

Querying OSM dataВидео

Sensemaking of OSM data

Sensemaking of OSM dataВидео

Quiz on Crowdsourcing and Crowdsensing of the Built Environment

Quiz on Crowdsensing of the Built EnvironmentЗадание

Reading Material and Tutorials

Reading MaterialsЧтениеTutorials and ToolsЧтение
05Contact Tracing 3 материалов

Proximity networks and contact tracing

New VideoВидео

Contact tracing in schools: an experiment

New VideoВидео

SARS-CoV-2 epidemic control with digital contact tracing

SARS-CoV-2 epidemic control with digital contact tracingВидео
06Disinformation and social media analytics2 материалов

Disinformation in the COVID era

New VideoВидео

Quiz on disinformation in the COVID era

Quiz on DisinformationЗадание
07Financial impacts of COVID20 материалов

General Introduction

General IntroductionВидеоReading on General IntroductionЧтение

Bayesian merging of ratings

Bayesian merging of ratingsВидеоReading on Bayesian merging of ratingsЧтениеQuiz on Bayesian merging of ratingsЗадание

Network models for lockdown policies

Network models for lockdown policiesВидеоReading on Network models for lockdown policiesЧтениеQuiz on Network models for lockdown policiesЗадание

Network models for credit rating

Network models for credit ratingВидеоReading on Network models for credit ratingЧтениеQuiz on Network models for credit ratingЗадание

Merging of ESG ratings

Merging of ESG ratingsВидеоReading on Merging of ESG ratingsЧтениеQuiz on Merging of ESG ratingsЗадание

Macroeconomic rating for financial stability

Macroeconomic rating for financial stabilityВидеоReading on Macroeconomic rating for financial stabilityЧтениеQuiz on Macroeconomic rating for financial stabilityЗадание

Explainable AI methods for Financial inclusion

Explainable AI methods for Financial inclusionВидеоReading on Explainable AI methods for Financial inclusionЧтениеQuiz on Explainable AI methods for Financial inclusionЗадание