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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.
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.
Author: Joshua M. Birkholz
Publisher: John Wiley & Sons
ISBN: 111978235X
Category : Business & Economics
Languages : en
Pages : 243
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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.
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.
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.
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
Author: Aaron Conley
Publisher: Springer Nature
ISBN: 3030664295
Category : Education
Languages : en
Pages : 250
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Book Description
This book includes evidence-based insights and recommendations to help academicians excel in raising philanthropic support for their institutions and units. The book provides historical and contemporary perspectives on core concepts and data, research revealing donors’ giving motivations, engagement strategies and tactics for academic units, and guidance on management challenges including strategic plans, campaigns, and measuring performance. The authors include case studies in each section as examples of successful fundraising and volunteer-driven initiatives. The final section, contributed by Dean David D. Perlmutter, reinforces the book’s many practical and theoretical approaches to the fundamental responsibilities academic leaders face in raising philanthropic support. This book is grounded in the growing academic literature on philanthropy and written by scholars who were successful higher education fundraisers.
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.
Author: Adrian Sargeant
Publisher: John Wiley & Sons
ISBN: 1119196493
Category : Business & Economics
Languages : en
Pages : 757
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Book Description
The complete guide to fundraising planning, tools, methods, and more Fundraising Principles and Practice provides a unique resource for students and professionals seeking to deepen their understanding of fundraising in the current nonprofit environment. Based on emerging research drawn from economics, psychology, social psychology, and sociology, this book provides comprehensive analysis of the nonprofit sector. The discussion delves into donor behavior, decision making, social influences, and models, then uses that context to describe today's fundraising methods, tools, and practices. A robust planning framework helps you set objectives, formulate strategies, create a budget, schedule, and monitor activities, with in-depth guidance toward assessing and fine-tuning your approach. Coverage includes online fundraising, major gifts, planned giving, direct response, grants, corporate fundraising, and donor retention, with an integrated pedagogical approach that facilitates active learning. Case studies and examples illustrate the theory and principles presented, and the companion website offers additional opportunity to deepen your learning and assess your knowledge. Fundraising has become a career specialty, and those who are successful at it are among the most in-demand in the nonprofit world. Great fundraisers make an organization's mission possible, and this book covers the essential information you need to help your organization succeed. Adopt an organized approach to fundraising planning Learn the common behaviors and motivations of donors Master the tools and practices of nonprofit fundraising Manage volunteers, monitor progress, evaluate events, and more Fundraising is the the nonprofit's powerhouse. It's the critical component that supports and maintains all activities, and forms the foundation of the organization itself. Steady management, clear organization, effective methods, and the most up-to-date tools are vital to the role, and familiarity with donor psychology is essential for using these tools to their utmost capability. Fundraising Principles and Practice provides a comprehensive guide to all aspects of the field, with in-depth coverage of today's most effective approaches.
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.
Author: Daniel M. Oppenheimer
Publisher: Psychology Press
ISBN: 1135234027
Category : Psychology
Languages : en
Pages : 470
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Book Description
Americans donate over 300 billion dollars a year to charity, but the psychological factors that govern whether to give, and how much to give, are still not well understood. Our understanding of charitable giving is based primarily upon the intuitions of fundraisers or correlational data which cannot establish causal relationships. By contrast, the chapters in this book study charity using experimental methods in which the variables of interest are experimentally manipulated. As a result, it becomes possible to identify the causal factors that underlie giving, and to design effective intervention programs that can help increase the likelihood and amount that people contribute to a cause. For charitable organizations, this book examines the efficacy of fundraising strategies commonly used by nonprofits and makes concrete recommendations about how to make capital campaigns more efficient and effective. Moreover, a number of novel factors that influence giving are identified and explored, opening the door to exciting new avenues in fundraising. For researchers, this book breaks novel theoretical ground in our understanding of how charitable decisions are made. While the chapters focus on applications to charity, the emotional, social, and cognitive mechanisms explored herein all have more general implications for the study of psychology and behavioral economics. This book highlights some of the most intriguing, surprising, and enlightening experimental studies on the topic of donation behavior, opening up exciting pathways to cross-cutting the divide between theory and practice.
