Data Science for Fundraising

Data Science for Fundraising PDF Author: Ashutosh R Nandeshwar
Publisher: Data Insight Partners LLC
ISBN: 9780692057841
Category : Business & Economics
Languages : en
Pages : 568

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Book Description
Although the non-profit industry has advanced using CRMs and donor databases, it has not fully explored the data stored in those databases. Data Science for Fundraising will help you generate data-driven results and effective solutions for several challenges in your non-profit. Discover the techniques used by the top R programmers.

Data Science for Fundraising

Data Science for Fundraising PDF Author: Ashutosh R Nandeshwar
Publisher: Data Insight Partners LLC
ISBN: 9780692057841
Category : Business & Economics
Languages : en
Pages : 568

Get Book Here

Book Description
Although the non-profit industry has advanced using CRMs and donor databases, it has not fully explored the data stored in those databases. Data Science for Fundraising will help you generate data-driven results and effective solutions for several challenges in your non-profit. Discover the techniques used by the top R programmers.

Fundraising Analytics

Fundraising Analytics PDF Author: Joshua M. Birkholz
Publisher: John Wiley & Sons
ISBN: 111978235X
Category : Business & Economics
Languages : en
Pages : 214

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Book Description
Fundraising Analytics: Using Data to Guide Strategy Fundraising Analytics shows you how to turn your nonprofit's organizational data—with an appropriate focus on donors—into actionable knowledge. The result—A vibrant, donor-centered nonprofit organization that makes maximum use of data to reveal the unique diversity of its donors. It provides step-by-step instructions for understanding your constituents, developing metrics to gauge and guide your success, and much more.

Data Science for Marketing Analytics

Data Science for Marketing Analytics PDF Author: Tommy Blanchard
Publisher: Packt Publishing Ltd
ISBN: 1789952107
Category : Computers
Languages : en
Pages : 420

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Book Description
Explore new and more sophisticated tools that reduce your marketing analytics efforts and give you precise results Key FeaturesStudy new techniques for marketing analyticsExplore uses of machine learning to power your marketing analysesWork through each stage of data analytics with the help of multiple examples and exercisesBook Description Data Science for Marketing Analytics covers every stage of data analytics, from working with a raw dataset to segmenting a population and modeling different parts of the population based on the segments. The book starts by teaching you how to use Python libraries, such as pandas and Matplotlib, to read data from Python, manipulate it, and create plots, using both categorical and continuous variables. Then, you'll learn how to segment a population into groups and use different clustering techniques to evaluate customer segmentation. As you make your way through the chapters, you'll explore ways to evaluate and select the best segmentation approach, and go on to create a linear regression model on customer value data to predict lifetime value. In the concluding chapters, you'll gain an understanding of regression techniques and tools for evaluating regression models, and explore ways to predict customer choice using classification algorithms. Finally, you'll apply these techniques to create a churn model for modeling customer product choices. By the end of this book, you will be able to build your own marketing reporting and interactive dashboard solutions. What you will learnAnalyze and visualize data in Python using pandas and MatplotlibStudy clustering techniques, such as hierarchical and k-means clusteringCreate customer segments based on manipulated data Predict customer lifetime value using linear regressionUse classification algorithms to understand customer choiceOptimize classification algorithms to extract maximal informationWho this book is for Data Science for Marketing Analytics is designed for developers and marketing analysts looking to use new, more sophisticated tools in their marketing analytics efforts. It'll help if you have prior experience of coding in Python and knowledge of high school level mathematics. Some experience with databases, Excel, statistics, or Tableau is useful but not necessary.

How to Write Fundraising Materials that Raise More Money

How to Write Fundraising Materials that Raise More Money PDF Author: Tom Ahern
Publisher: Emerson & Church, Publishers
ISBN: 9781889102313
Category : Business & Economics
Languages : en
Pages : 196

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Book Description
Writing to raise money takes more than a few choice words. Highly profitable communications use a wide array of "trade secrets" to boost response. Things like emotional triggers, a working knowledge of reader psychology, the discovery of eye motion studies, and donor research ? all help writing pros reap big rewards from their appeal letters, newsletters, websites, case statements, and more.Now these trade secrets are yours, collected in one easy-to-understand volume: How to Write Fundraising Materials that Raise More Money ? The Art, the Science, the Secrets. Author Tom Ahern is recognized as one of North America's leading experts on effective communications. His workshops are in hot demand. Last year he released a first-of-its-kind book on moneymaking donor newsletters.Now, in his new book, Ahern reveals all: how top fundraising writers inspire their prospects to make that first gift ? and how they keep existing donors loyal and generous.Raising more money through words, via the printed page or online, is no accident. But anyone can do it well: you don?t need special writing talent. All you need is this essential guide to best practices in the fundraising industry.

R for Data Science

R for Data Science PDF Author: Hadley Wickham
Publisher: "O'Reilly Media, Inc."
ISBN: 1491910364
Category : Computers
Languages : en
Pages : 521

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Book Description
Learn how to use R to turn raw data into insight, knowledge, and understanding. This book introduces you to R, RStudio, and the tidyverse, a collection of R packages designed to work together to make data science fast, fluent, and fun. Suitable for readers with no previous programming experience, R for Data Science is designed to get you doing data science as quickly as possible. Authors Hadley Wickham and Garrett Grolemund guide you through the steps of importing, wrangling, exploring, and modeling your data and communicating the results. You'll get a complete, big-picture understanding of the data science cycle, along with basic tools you need to manage the details. Each section of the book is paired with exercises to help you practice what you've learned along the way. You'll learn how to: Wrangle—transform your datasets into a form convenient for analysis Program—learn powerful R tools for solving data problems with greater clarity and ease Explore—examine your data, generate hypotheses, and quickly test them Model—provide a low-dimensional summary that captures true "signals" in your dataset Communicate—learn R Markdown for integrating prose, code, and results

Achieving Excellence in Fundraising

Achieving Excellence in Fundraising PDF Author: Eugene R. Tempel
Publisher: John Wiley & Sons
ISBN: 1118853822
Category : Business & Economics
Languages : en
Pages : 610

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Book Description
Achieving Excellence in Fundraising is the go-to reference for fundraising principles, concepts, and techniques. With comprehensive guidance toward the fundraising role, this book reflects the latest advances in fundraising knowledge. Coverage includes evolving technologies, the importance of high net worth donors, global fundraising perspectives, results analysis and performance evaluation, accountability, and credentialing, with contributions from noted experts in the field. You'll gain essential insight into the practice of fundraising and the fundraising cycle, reinforced by ancillary discussion questions, case studies, and additional readings. With contributions from members of The Fund Raising School and the faculty of Indiana University's Lilly Family School of Philanthropy, this new edition includes detailed guidance on nonprofit accounting practices as defined by the Financial Accounting Standards Board and the American Institute of Certified Public Accountants, rounding out the complete, thorough coverage of the fundraising profession. Designed to provide both theory and practical knowledge, this book is an all-in-one resource for anyone who performs fundraising duties. Understand donor dynamics and craft an institutional development plan Explore essential marketing and solicitation techniques Learn effective volunteer recruitment, retention, and management strategies Fundraising merges a variety of fields including psychology, business management, accounting, and marketing, making it a unique role that requires a uniquely well rounded yet focused skillset. Amidst economic uncertainty and a widening wealth gap the world over, it's more important than ever for fundraisers to have a firm grasp on the tools at their disposal. Achieving Excellence in Fundraising is the ultimate guide to succeeding in this critical role.

Data Driven Nonprofits

Data Driven Nonprofits PDF Author: Steve MacLaughlin
Publisher:
ISBN: 9780988850712
Category : Big data
Languages : en
Pages : 256

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Book Description
"Data driven nonprofits is a guide book for nonprofit organizations that want to improve their performance and increase positive change in the world. Learn from industry leaders and nonprofit professionals that have unlocked the keys to becoming more data driven"--Back cover.

Prospect Research for Fundraisers

Prospect Research for Fundraisers PDF Author: Jennifer J. Filla
Publisher: John Wiley & Sons
ISBN: 1118421574
Category : Business & Economics
Languages : en
Pages : 245

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Book Description
Essential tools for implementing right-sized prospect research techniques that help nonprofit organizations reach their fundraising goals Written especially for front-line fundraisers, Prospect Research for Fundraisers presents a practical understanding of prospect research, prospect management, and fundraising analytics, demonstrating how research can be used to raise more money. Filled with examples, case studies, interviews, and stories, this unique book is structured around the fundraising cycle and illustrates the myriad of current and ever-changing prospect research tools and techniques available to boost an organization's fundraising effectiveness. From essential overviews to how-to-search skills, this practical book gives development officers the tools to understand how to use prospect research in ways that best fit their goals for each stage of the fundraising cycle. Provides practical insight to understand the best use of each prospect research tool and technique Features a companion website with a variety of online tools to help readers implement key concepts Part of the AFP Fund Development Series Prospect Research for Fundraisers provides fundraisers with an understanding of what prospect research is and which resources are available to small organizations that have limited internal capacity, medium-sized organizations building capacity, and large organizations wanting to maximize their strengths. It offers a practical understanding of the relevant tools at the disposal of development officers and managers responsible for hiring, outsourcing, purchasing, managing, and implementing prospect research within their organizations.

The Complete Guide to Fundraising Management

The Complete Guide to Fundraising Management PDF Author: Stanley Weinstein
Publisher: John Wiley & Sons
ISBN: 111928936X
Category : Business & Economics
Languages : en
Pages : 311

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Book Description
The real-world guide to successfully funding your nonprofit program The Complete Guide to Fundraising Management is the comprehensive handbook for successful fundraising, with a practical focus that applies across the nonprofit sector. With a focus on planning, self-assessment, continual improvement, and high-payoff strategies, this book provides more than just ideas—it shows you the concrete, real-world actions that make it all happen, and gives you the tools you need to bring these concepts to life. This new fourth edition features the latest information about social media campaigning, internet fundraising, crowdfunding, and more. Timelines, checklists, and forms help you streamline management tasks to focus on effective development, and updated sample reports and budget information help you begin implementing these approaches quickly. The nonprofit world is becoming increasingly competitive in terms of funding, and fundraisers are being asked to perform miracles more than ever before. This book offers a time-tested framework for fundraising success, with step-by-step guidance through the entire process from prospect to program. Understand and apply the major principles and best practices of fundraising Manage information, resources, development, and volunteers Adopt new approaches to relationship-building and prospect identification Write grants and fundraising materials that make a rock-solid case for support There is never enough funding to go around. To survive and thrive, nonprofits must revitalize interest and generate more support. Gone are the days of door-knocking and bake sales; strategy is critical, and execution must be top-notch. The Complete Guide to Fundraising Management shows you the real-world strategies that get your programs funded.

Donor Retention

Donor Retention PDF Author: Roger M. Craver
Publisher:
ISBN: 9781889102535
Category : Charities
Languages : en
Pages : 171

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Book Description
There are eight main reasons why donors stop supporting organizations. Do you know them? You will after reading Retention Fundraising: The New Art and Science of Keeping Your Donors for Life. For three years, pioneering fundraiser Roger Craver immersed himself in a study of nonprofits in the U.S. and the U.K. His singular aim was to uncover why donors quit an organization and what can be done to make them stay. Some quick figures show why Craver's book on donor retention is timely: -If yours is a typical organization, you have a 60 to 70 percent chance of obtaining an additional gift from an existing donor. -You have a 20 to 40 percent chance of obtaining an additional gift from a recently lapsed donor. -But you have less than a 2 percent chance of obtaining a gift from a prospect. That bears repeating: The average organization has less than a 2 percent chance of securing a gift from a prospect. So one thing is glaringly obvious. The bulk of an organization's fundraising expenditures should be aimed at strengthening relationships with existing donors, not in acquiring new givers (though there's still a role for that, of course). Through painstaking research, Craver has singled out the exact ways an organization can deepen donor commitment. There are, he learned, seven key "drivers" that matter most to donors. These "drivers" - ranging from meaningful appreciation to opportunities for authentic involvement - have a direct cause-and- effect relationship. Move your donors from low to high commitment, and their giving will increase dramatically. Best of all, responding to what your donors want isn't costly, as Craver shows in real-life examples. There's gold in your current donors waiting to be mined. And in Retention Fundraising, Roger Craver has drawn a detailed map to those riches.