English | MP4 | AVC 1280×720 | AAC 48KHz 2ch | 1h 08m | 138 MB
Learn how to use data science to do good. Data science can be a huge help to nonprofits that are struggling to identify donors, understand their communities, evaluate their impact, and be more productive. In this course, instructor, data scientist, and entrepreneur Barton Poulson discusses how some of the common concerns of nonprofit service organizations can be addressed using new sources of data—including social media and web analytics—and how methods like predictive analytics, machine learning, and data visualization can make organizations more productive and efficient. He also covers career opportunities for data scientists who want to put their civic-minded ambitions to the best use.
Table of Contents
Introduction
1 Data science and nonprofit service organizations
Applying Data Science
2 Overcoming the data-free environment
3 Data sources for nonprofits
4 Web analytics for nonprofits
5 New methods for evaluating impact
6 New methods for identifying donors
7 New methods for assessing need
8 Improving organization productivity and efficiency
9 Ethical issues surrounding data in nonprofit organizations
10 Careers for data scientists in nonprofits
Conclusion
11 Next steps
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