Gestion de l’analyse des données from Coursera

Ce cours d’une semaine décrit le processus d’analyse des données ainsi que la manière de gérer ce processus. Nous décrivons la nature répétitive de l’analyse des données et le rôle de la formulation d’une question précise, l’analyse exploratoire des données, l’inférence, la modélisation statistique formelle, l’interprétation et la communication. De plus, nous décrirons la façon d’orienter les activités analytiques au sein d’une équipe et de conduire le processus d’analyse des données vers des résultats cohérents et utiles.

Ce cours est conçu de manière à vous former rapidement au processus de l’analyse des données et à la manière dont il peut être géré. Notre objectif est de faire en sorte que cette formation soit aussi pratique que possible pour vous, sans pour autant sacrifier le contenu essentiel. Nous avons laissé les informations techniques de côté afin que vous puissiez vous concentrer sur l'encadrement et la progression de votre équipe.

Après avoir terminé ce cours, vous saurez comment...

1. Décrire la répétition de base de l’analyse des données

2. Identifier les différents types de questions et les traduire en ensembles de données spécifiques

3. Décrire les différents types d’extraction des données

4. Étudier les ensembles de données afin de déterminer si les données sont appropriées pour une question particulière

5. Orienter les initiatives de construction des modèles dans les analyses des données communes

6. Interpréter les résultats issus des analyses des données communes

7. Intégrer les résultats statistiques afin de créer des présentations d’analyse des données cohérentes

Engagement : 1 semaine de formation, 4 à 6 heures de cours

Image de couverture du cours par fdecomite. Creative Commons BY https://flic.kr/p/4HjmvD

What's inside

Syllabus

Traffic lights

Read about what's good

what should give you pause

and possible dealbreakers

Le cours couvre les bases de l'analyse des données et guide les étudiants dans le processus

Les instructeurs sont des experts reconnus dans le domaine de l'analyse des données

Le cours est pratique et met l'accent sur l'application des concepts

Le cours est conçu pour les débutants et couvre les bases de l'analyse des données

Le cours est enseigné par des experts reconnus dans leurs domaines

Le cours est pratique et met l'accent sur l'application des concepts

Reviews summary

Gestion de l'analyse pour managers

Selon les apprenants, ce cours est un excellent aperçu non technique de la gestion de l'analyse des données, idéalement conçu pour les managers et les chefs de projet. Les étudiants apprécient sa clarté et sa concision, permettant une compréhension rapide du cycle de vie des données et des étapes clés du processus d'analyse. Il aide à mieux communiquer avec les équipes techniques. Cependant, certains avertissent que le contenu est très général et manque de profondeur technique, ce qui le rend moins adapté aux data scientists ou aux professionnels cherchant des outils pratiques avancés. C'est un cours court et ciblé sur les aspects managériaux.

Bref et efficace, parfait pour un apprentissage rapide.

"C'est une bonne introduction ; le cours est concis et bien structuré."

"J'ai trouvé ce cours un peu court, mais très efficace pour ce qu'il propose."

"La durée est parfaite pour moi, il m'a donné un aperçu rapide et utile."

Facilite l'interaction avec les équipes de data.

"Il m'a aidé à mieux communiquer avec mon équipe de data scientists."

"Le focus sur la communication est très précieux, cela m'a vraiment aidé à orienter les activités."

"J'ai apprécié que le cours mette en évidence l'importance de la formulation de questions claires et l'interprétation des résultats."

Fournit une compréhension non technique du processus.

"Il fournit une excellente vue d'ensemble du processus sans s'embourber dans les détails techniques."

"Il m'a aidé à comprendre les étapes clés du processus d'analyse. C'est un excellent aperçu non technique."

"J'ai apprécié la clarté des explications et la manière dont il se concentre sur la gestion de projet."

Idéal pour les professionnels supervisant l'analyse.

"Ce cours est parfait pour les managers ou ceux qui supervisent des équipes d'analyse de données."

"J'ai trouvé ce cours extrêmement pertinent pour mon rôle de chef de projet."

"Je l'ai trouvé idéal pour évoluer vers un rôle de gestion et mieux interagir avec les équipes de données."

Trop superficiel pour les experts techniques ou praticiens.

"En tant que data scientist, j'ai trouvé le cours trop basique, sans outils pratiques."

"Bien que le contenu soit clair, il reste très superficiel. Je n'apprendrai pas grand-chose de nouveau."

"Je cherchais des compétences techniques concrètes, et ce n'était pas le bon endroit pour moi."

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Gestion de l’analyse des données with these activities:

Review Descriptive Statistics

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Reviewing descriptive statistics formulas, vocabulary, and concepts will set you up for success in the course.

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Review notes and assignments from previous courses on statistics
Practice solving problems involving mean, median, mode, range, variance, and standard deviation

Attend a Data Analysis Workshop

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Attend workshops to learn new data analysis techniques and best practices from industry experts.

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Research data analysis workshops offered by universities, professional organizations, or online platforms
Identify workshops that align with your interests and skill level
Register and attend the workshop

Analyze Data Sets

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Hands-on practice will improve your ability to think critically about data and draw meaningful conclusions.

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Find a publicly available data set related to a topic of interest
Use statistical software to explore the data, identify patterns, and draw conclusions
Present your findings

Four other activities

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Participate in Peer Review

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Get feedback from peers on your work and provide feedback to others, which will enhance critical thinking and writing skills.

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Join a peer review group
Submit your work for review
Provide constructive feedback to others

Develop an Analysis Plan

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This activity will help you plan and execute a comprehensive data analysis project from start to finish.

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Define your research question and objectives
Determine the appropriate data analysis methods
Collect and prepare the necessary data
Conduct the data analysis
Interpret and communicate your results

Volunteer for a Research Project

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Gain hands-on experience with data analysis and contribute to real-world research.

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Identify research projects that align with your interests
Contact the researchers and express your interest in volunteering
Assist with data collection, analysis, or interpretation of results

Contribute to an Open-Source Data Analysis Project

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By contributing to open-source projects, you will gain practical experience and connect with a community of data enthusiasts.

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Identify open-source data analysis projects that interest you
Join the project community and learn about their needs
Contribute code, documentation, or other resources

Career center

Learners who complete Gestion de l’analyse des données will develop knowledge and skills that may be useful to these careers:

Data Analyst

Data Analysts are responsible for collecting, cleaning, and analyzing data to help businesses make informed decisions. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Data Analyst

Data Scientist

Data Scientists use their knowledge of data analysis to solve business problems. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Data Scientist

Business Analyst

Business Analysts use data analysis to help businesses improve their operations. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Business Analyst

Market Researcher

Market Researchers use data analysis to help businesses understand their customers. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Market Researcher

Financial Analyst

Financial Analysts use data analysis to help businesses make informed financial decisions. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Financial Analyst

Operations Research Analyst

Operations Research Analysts use data analysis to help businesses improve their efficiency and effectiveness. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Operations Research Analyst

Data Engineer

Data Engineers are responsible for building and maintaining the infrastructure that is used to store and process data. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Data Engineer

Database Administrator

Database Administrators are responsible for managing and maintaining databases. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Database Administrator

Statistician

Statisticians use data analysis to help businesses make informed decisions. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Statistician

Quantitative Analyst

Quantitative Analysts use data analysis to help businesses make informed financial decisions. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Quantitative Analyst

Actuary

Actuaries use data analysis to help businesses manage risk. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Actuary

Software Engineer

Software Engineers use data analysis to help businesses develop and maintain software applications. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Software Engineer

Computer Scientist

Computer Scientists use data analysis to help businesses develop and maintain computer systems. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Computer Scientist

Data Warehouse Architect

Data Warehouse Architects are responsible for designing and building data warehouses. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Data Warehouse Architect

Database Designer

Database Designers are responsible for designing and building databases. This course can help you develop the skills you need to succeed in this role by providing you with a strong foundation in data analysis techniques. You will learn how to identify different types of questions and translate them into specific data sets, explore data to determine if it is appropriate for a particular question, and interpret the results of data analysis. This course can help you build the skills you need to be successful in this role.

See salaries and explore the career path for Database Designer