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Study the Data, But Eat the Cake—Put the Human Factor Forward

.orgSource

Machine Learning, predictive modeling, and natural language processing are a few of the ways AI makes data more meaningful. Predictive modeling reveals future outcomes and trends with greater accuracy than traditional methods, enabling proactive decision-making and change management. It’s free with limited usage.

Data 221
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Nonprofit Membership Models: The What, Why, and How

Neon CRM

Check out the various nonprofit membership models that exist throughout the sector! Determining which model works best for you will then inform how your program will function and what member benefits will look like. Here are four of the most common types of membership models for nonprofits: 1.

Model 52
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3 Strategies To Elevate Your Association’s Impact in the New Year

Association Analytics

This is considered an implicit data collection method. This is considered an explicit data collection method. As you think about the current methods you’re using to ask members questions, consider one question you could add to one of those forms that would return highly valuable data. Observing is the most valuable type of data.

Impact 169
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Methods for Facilitating Innovation in Nonprofits

Beth's Blog: How Nonprofits Can Use Social Media

The curriculum was based on their “ Innovating for People ” design methods recipe book and “ taxonomy for innovation.” These are methods for developing solutions (any type) in service of people. By applying this approach to program development or strategy, your nonprofit can get more impactful results.

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Google Analytics and Benchmarks: HAWK

M+R

You can use this handy template as a model of relevant UA data to archive (monthly total visitors, organic visitors, pageviews and donations) and follow the Benchmarks instructions on how to pull this data. Instead of tracking sessions , GA4 uses an event-based data model. What does that mean? Give it a read here !

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Why nonprofits should deploy artificial intelligence to achieve fundraising success

ASU Lodestar Center

NLP is useful for an AI model to identify the intent of a person based on what they say or what they type. Since much of the work in which nonprofits engage results in subjective measures, NLP can be a method to encode the subjectivity qualitatively. Sentiment analysis. Collect rich, labeled data to train conversation models.

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Export Your Universal Analytics Data Before It’s Too Late

Forum One

One reason for this is the difference in the tool’s data models: UA relies on session-based data, while GA4 operates on an event-based model. By exporting data, users can maintain access to historical comparisons and enable future analysis. Is there a way to export UA or GA4 data?