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 What is Data?

 Data is information, like facts or numbers, collected to be examined, considered, and used to help decision-making. Learning how to leverage data requires practical skills and tools required to conduct analytics, develop and test hypotheses, visualize and share results.

 Data Practices & Skills

1. Basics

Data types & format, metadata, analysis, etc.
Type of Resource	Name/Title	Organization	Contact/Link	Notes
Video	What is metadata?	University of Edinburgh	https://www.youtube.com/watch?v=96ncNPpohjo	Examples of metadata in everyday life.
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?

2. Best Practices

How to get good data, use cases, assessing data, etc.
Type of Resource	Name/Title	Organization	Contact/Link	Notes
Online course	Probability: The Science of Uncertainty and Data	Massachusetts Institute of Technology via edX	https://www.class-central.com/course/edx-probability-the-science-of-uncertainty-and-data-11480?utm_source=qz&utm_medium=web&utm_campaign=new_courses_october_2018
Online course	Data Analysis for Decision Making	University of Maryland via edX	https://www.class-central.com/course/edx-data-analysis-for-decision-making-11673?utm_source=qz&utm_medium=web&utm_campaign=new_courses_october_2018	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?

3. Data-driven culture

Data governance, data architecture, conceptual thinking, etc.
Type of Resource	Name/Title	Organization	Contact/Link	Notes
Publication	Data Ethics Framework	UK Government	https://www.gov.uk/government/publications/data-ethics-framework/data-ethics-framework	Introductory piece with many inks for depth.
Presentation slides	5 Practical Steps to a Data Driven Culture	FWD50 Conference 2018	https://www.slideshare.net/FWD50/fwd50-2018-5-pratical-steps-to-a-data-driven-culture	Presented by Shingai Manjengwa, Fireside Analytics
Presentation slides	Democratizing data	FWD50 Conference 2018	https://www.slideshare.net/FWD50/fwd50-2018-democratizing-data	Presented by Warren Perlman

4. Data Preparation

Data collection, cleaning, visualizations, etc.
Type of Resource	Name/Title	Organization	Contact/Link	Notes
Online course	Information Visualization: Foundations	New York University via Coursera	https://www.class-central.com/course/coursera-information-visualization-foundations-11819?utm_source=qz&utm_medium=web&utm_campaign=new_courses_october_2018
Online course	Information Visualization: Advanced Techniques	New York University via Coursera	https://www.class-central.com/course/coursera-information-visualization-advanced-techniques-11818?utm_source=qz&utm_medium=web&utm_campaign=new_courses_october_2018
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?

5. Data Management

Data warehousing, consolidation, storage, etc.
Type of Resource	Name/Title	Organization	Contact/Link	Notes
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?

6. Data Analysis

Natural language processing, programming languages, Excel, etc.
Type of Resource	Name/Title	Organization	Contact/Link	Notes
Online course	Introduction to R	DataCamp	https://www.datacamp.com/courses/free-introduction-to-r	Requires login.
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?
Expert, video, article, course, etc.	Name/Title	Organization	Contact/Link	Anything to add?