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Driven by Data Blog

How Nonprofits Can and Should Approach Machine Learning and AI

5/26/2020

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By - Drew Page at Siege Media

​Nonprofits can learn a lot about technology, operations, and more from companies in the for-profit sector. 
 
One technology that has been gaining popularity among c-level executives is machine learning and its contributions to modern Artificial Intelligence (AI). Since true AI — the ability for computers to process unstructured data, form conclusions, and take action — is not yet on the horizon of possibilities, machine learning models have become synonymous with AI.


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Are Patents Worth Our Time?

6/7/2016

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In a world where wealth now includes mining rights, fracking revenue, and other intangible assets like patents, copyrights, and trademarks, it can be confusing to figure out whether some assets add value to a prospect’s capacity rating. Here, we'll explore the intrinsic value of patents and how to include them in a prospect’s profile.


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Lifetime Value, Single Gift, and Movement: A Review of Dependent Variables in Giving

4/20/2016

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Most data mining and donor modeling projects include one dependent variable compared to several independent variables. Let’s review these concepts briefly before we get into the meat of this article.


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Using Giving Variables in Data Mining

2/15/2016

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In fundraising, we seek charitable gifts. When we model prospects, we hope to find those who will give at a certain level. Because of that, we often debate whether it is valid to use a prospect’s giving history in a major gifts model, since doing so might be what we call, “co-linear”, or comparing oranges to oranges, so to speak.
There are two reasons to use giving variables in a prospect model. First, unlike any other part of a fundraising shop, gift records are audited. That means that they are the cleanest and most consistent of all the data you would use. Second, past behavior often indicates future behavior – past giving can show the pattern of future giving. Using giving history judiciously can improve your major gifts model well.

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RFM And Major Gift Modeling

12/14/2015

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This blog post explores using a popular measure, RFM (explained below), as a modeling tool. There is some debate about its use in modeling major gifts, and so I share my thoughts here. If you have used RFM to measure your prospect giving behaviors, let us know at marianne@staupell.com.


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    Authors

    Marianne Pelletier has more than 30 years of experience in fundraising, with the majority in prospect research and prospecting.

    Greg Duke helps Raiser’s Edge clients to optimize their database by implementing data clean-up techniques and creating reporting structures, including dashboards and SQL queries.  He also facilitates data imports into Raiser’s Edge and database administration.

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  • Home
  • About
    • Staupell Team
    • Testimonials
    • Partnerships >
      • Prospect Research Institute
      • Lityx
      • TouchPoints
      • Gravyty
  • Services
    • Fundraising Analytics
    • Prospect Development
    • Business Intelligence
    • Database Administration
    • Fundraising Optimization Solution
  • Training
    • Analytics Machine Learning Artificial Intelligence
    • Business Intelligence Visualization Reporting
    • Prospect Research and Management
    • Webinars
    • Classes >
      • Beginner Analytics Using R
      • Analytics Classes
      • Skill Builder Series
    • Workbooks
  • Blog
  • Events
    • Water Cooler Chats
    • Video Replays
  • Contact
  • Product