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Data Science For Fundraising
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Book Synopsis Data Science for Fundraising by : Ashutosh R Nandeshwar
Download or read book Data Science for Fundraising written by Ashutosh R Nandeshwar and published by Data Insight Partners LLC. This book was released on 2018-02-14 with total page 568 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Fundraising Analytics by : Joshua M. Birkholz
Download or read book Fundraising Analytics written by Joshua M. Birkholz and published by John Wiley & Sons. This book was released on 2020-09-01 with total page 243 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Data Driven Nonprofits by : Steve MacLaughlin
Download or read book Data Driven Nonprofits written by Steve MacLaughlin and published by . This book was released on 2016-08-03 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: "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.
Book Synopsis Data Science for Marketing Analytics by : Tommy Blanchard
Download or read book Data Science for Marketing Analytics written by Tommy Blanchard and published by Packt Publishing Ltd. This book was released on 2019-03-30 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis R for Data Science by : Hadley Wickham
Download or read book R for Data Science written by Hadley Wickham and published by "O'Reilly Media, Inc.". This book was released on 2016-12-12 with total page 521 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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
Book Synopsis Fundraising Principles for Faculty and Academic Leaders by : Aaron Conley
Download or read book Fundraising Principles for Faculty and Academic Leaders written by Aaron Conley and published by Springer Nature. This book was released on 2021-03-17 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Becoming a Fundraiser by : Victoria Steele
Download or read book Becoming a Fundraiser written by Victoria Steele and published by American Library Association. This book was released on 2000 with total page 151 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written by a librarian who has also been a professional fundraiser and by a library fundraiser who is also a public relations professional, this revised and updated book offers an original perspective on the neglected subject of raising money for libraries.
Book Synopsis Teaching Data Analytics by : Susan A Vowels
Download or read book Teaching Data Analytics written by Susan A Vowels and published by CRC Press. This book was released on 2019-06-17 with total page 202 pages. Available in PDF, EPUB and Kindle. Book excerpt: The need for analytics skills is a source of the burgeoning growth in the number of analytics and decision science programs in higher education developed to feed the need for capable employees in this area. The very size and continuing growth of this need means that there is still space for new program development. Schools wishing to pursue business analytics programs intentionally assess the maturity level of their programs and take steps to close the gap. Teaching Data Analytics: Pedagogy and Program Design is a reference for faculty and administrators seeking direction about adding or enhancing analytics offerings at their institutions. It provides guidance by examining best practices from the perspectives of faculty and practitioners. By emphasizing the connection of data analytics to organizational success, it reviews the position of analytics and decision science programs in higher education, and to review the critical connection between this area of study and career opportunities. The book features: A variety of perspectives ranging from the scholarly theoretical to the practitioner applied An in-depth look into a wide breadth of skills from closely technology-focused to robustly soft human connection skills Resources for existing faculty to acquire and maintain additional analytics-relevant skills that can enrich their current course offerings. Acknowledging the dichotomy between data analytics and data science, this book emphasizes data analytics rather than data science, although the book does touch upon the data science realm. Starting with industry perspectives, the book covers the applied world of data analytics, covering necessary skills and applications, as well as developing compelling visualizations. It then dives into pedagogical and program design approaches in data analytics education and concludes with ideas for program design tactics. This reference is a launching point for discussions about how to connect industry’s need for skilled data analysts to higher education’s need to design a rigorous curriculum that promotes student critical thinking, communication, and ethical skills. It also provides insight into adding new elements to existing data analytics courses and for taking the next step in adding data analytics offerings, whether it be incorporating additional analytics assignments into existing courses, offering one course designed for undergraduates, or an integrated program designed for graduate students.
Book Synopsis Prospect Research for Fundraisers by : Jennifer J. Filla
Download or read book Prospect Research for Fundraisers written by Jennifer J. Filla and published by John Wiley & Sons. This book was released on 2013-03-18 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Achieving Excellence in Fundraising by : Eugene R. Tempel
Download or read book Achieving Excellence in Fundraising written by Eugene R. Tempel and published by John Wiley & Sons. This book was released on 2016-01-19 with total page 610 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis How to Write Fundraising Materials that Raise More Money by : Tom Ahern
Download or read book How to Write Fundraising Materials that Raise More Money written by Tom Ahern and published by Emerson & Church, Publishers. This book was released on 2007 with total page 196 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis The Complete Guide to Fundraising Management by : Stanley Weinstein
Download or read book The Complete Guide to Fundraising Management written by Stanley Weinstein and published by John Wiley & Sons. This book was released on 2017-02-28 with total page 311 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Fundraising Analytics by : Arnaud De Bruyn 19..-.....
Download or read book Fundraising Analytics written by Arnaud De Bruyn 19..-..... and published by . This book was released on 2024 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Customer data is becoming the new currency. It enables and fosters efficient customer relationship management, customer intimacy, and marketing performance. Yet, in a world where every news article boasts about the promises of artificial intelligence, advanced marketing analytics, and real-time optimization, fundraisers often find themselves years behind the curve. This book takes a no-nonsense approach to fundraising analytics. It lays out the essential toolbox a fundraiser should understand and master to move forward: fundamental concepts, segmentation, predictive scoring techniques, and customer lifetime value, as well as a few miscellaneous topics. The motto “let the data talk” is misguided. Data does not talk--data answers. And the first step to a more efficient, data-driven fundraising strategy is to understand which questions to ask and which matter the most. This book has been written to help you along your journey.
Book Synopsis The Science of Giving by : Daniel M. Oppenheimer
Download or read book The Science of Giving written by Daniel M. Oppenheimer and published by Psychology Press. This book was released on 2011-01-19 with total page 470 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Analytics Stories by : Wayne L. Winston
Download or read book Analytics Stories written by Wayne L. Winston and published by John Wiley & Sons. This book was released on 2020-09-02 with total page 535 pages. Available in PDF, EPUB and Kindle. Book excerpt: Inform your own analyses by seeing how one of the best data analysts in the world approaches analytics problems Analytics Stories: How to Make Good Things Happen is a thoughtful, incisive, and entertaining exploration of the application of analytics to real-world problems and situations. Covering fields as diverse as sports, finance, politics, healthcare, and business, Analytics Stories bridges the gap between the oft inscrutable world of data analytics and the concrete problems it solves. Distinguished professor and author Wayne L. Winston answers questions like: Was Liverpool over Barcelona the greatest upset in sports history? Was Derek Jeter a great infielder What's wrong with the NFL QB rating? How did Madoff keep his fund going? Does a mutual fund’s past performance predict future performance? What caused the Crash of 2008? Can we predict where crimes are likely to occur? Is the lot of the American worker improving? How can analytics save the US Republic? The birth of evidence-based medicine: How did James Lind know citrus fruits cured scurvy? How can I objectively compare hospitals? How can we predict heart attacks in real time? How does a retail store know if you're pregnant? How can I use A/B testing to improve sales from my website? How can analytics help me write a hit song? Perfect for anyone with the word “analyst” in their job title, Analytics Stories illuminates the process of applying analytic principles to practical problems and highlights the potential pitfalls that await careless analysts.
Book Synopsis Fundraising and the Next Generation by : Emily Davis
Download or read book Fundraising and the Next Generation written by Emily Davis and published by John Wiley & Sons. This book was released on 2012-02-10 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Step-by-step guidance to key fundraising methods to attract, engage, and retain donors of all ages Fundraising and the Next Generation brings readers up to date on cases, research, opportunities, and challenges regarding philanthropy's next generation. Readers will learn practical strategies for cultivation, solicitation, and stewardship of Gen X and Y philanthropists using new technologies and traditional tools. Fundraising and the Next Generation covers the behaviors, key characteristics, and approaches for working with philanthropists under the age of forty. In addition, other age cohorts will be discussed to provide perspective, comparison, and related strategies. Includes step-by-step tools for setting up next gen technology in your organization and engaging Gen X and Y as donors Features a glossary of social media terms, a list of academic resources for development and professional advancement, and an assessment toolkit Defines the key characteristics of the four current generations, their habits for charitable giving, and how every development office can successfully engage them in philanthropy Provides a website with additional information beyond the book Savvy fundraising leaders understand that successful and sustained philanthropy is not just an issue for today. Long-term planning and diversified strategies allow fundraisers to access every prospective contribution possible. Timely and relevant, Fundraising and the Next Generation brings readers up to date on cases, research, opportunities, and challenges regarding philanthropy's next generation.
Download or read book Fundraising written by Michael J. Worth and published by SAGE Publications. This book was released on 2015-07-21 with total page 699 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fundraising: Principles and Practice provides readers with a comprehensive introduction to fundraising. Taking a balanced perspective, bestselling author Michael J. Worth offers insights on the practical application of relevant theory. The text is designed to engage readers in thinking critically about issues in fundraising and philanthropy to prepare them for careers in the nonprofit sector. Worth explores donor motivations and fundraising techniques for annual giving programs, major gift programs, planned giving, and corporate and foundation giving and campaigns. Traditional methods, including direct mail and personal solicitations, are discussed as well as new tools and practices, including online fundraising, crowd-funding and social networks, analytics, and predictive modeling. Written specifically for nonprofit career-oriented individuals, this book helps readers become successful fundraisers.
