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Book Data Science for Fundraising

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 Fundraising Analytics

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 Data Driven Nonprofits

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 Data Science for Marketing Analytics

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 Becoming a Fundraiser

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 R for Data Science

    Book Details:
  • Author : Hadley Wickham
  • Publisher : "O'Reilly Media, Inc."
  • Release : 2016-12-12
  • ISBN : 1491910364
  • Pages : 521 pages

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 Prospect Research for Fundraisers

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 The Science of Giving

    Book Details:
  • Author : Daniel M. Oppenheimer
  • Publisher : Psychology Press
  • Release : 2011-01-19
  • ISBN : 1135234027
  • Pages : 470 pages

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 The Life Science Executive s Fundraising Manifesto

Download or read book The Life Science Executive s Fundraising Manifesto written by Dennis Ford and published by Life Science Nation. This book was released on 2014-07-01 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: A primary objective for life science executives is raising capital. Very often, however, a lack of marketing and sales skills impedes their efforts. Focusing regionally, rather than globally, only compounds the challenge. "The Life Science Executive's Fundraising Manifesto" helps scientists understand the fundamental skills needed to brand and market their companies. It discusses how to use a consistent message to achieve compelling results from a fundraising campaign, and it teaches you how to aggregate a list of potential global investors that are a fit for your company's products and services. The book also explains how to efficiently and effectively reach out to potential investor targets, start a dialogue that fosters a relationship, and ultimately secure capital allocations. Raising capital is not a one-time event. It must be an ongoing part of your business strategy. This book reveals the expertise required to continually fundraise and bring your ideas to market. For more information about the book, please visit www.fundraisingmanifesto.com.

Book Teaching Data Analytics

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 An Executive s Guide to Fundraising Operations

Download or read book An Executive s Guide to Fundraising Operations written by Christopher M. Cannon and published by John Wiley & Sons. This book was released on 2011-02-23 with total page 262 pages. Available in PDF, EPUB and Kindle. Book excerpt: A straightforward guide to the principles of effective fundraising operations An Executive Guide to Fundraising Operations provides fundraisers with easy-to-understand approaches to evaluate and address fundraising operations needs and opportunities. This guide simplifies and focuses on the analysis of problems and needs, allowing a quick return to fundraising. Provides the essential framework to improve and innovate development operations Includes dozens of practical tools, including sample policies for data, database, reporting, and business processes Offers sample workflow illustrations for gift processing and acknowledgment, report specification, and other processes Features sample reports for campaign management, performance management, and exception management Delivers effective calculators for operational rules of thumb No matter what the department is called, most fundraisers struggle with evaluating operational issues. This guide leads you through principles of effective fundraising operations, simplifies complicated topics, and offers solutions to some of the most vexing operations dilemmas.

Book The Complete Guide to Fundraising Management

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 352 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 Fundraising Principles for Faculty and Academic Leaders

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 The Digital Fundraising Book

Download or read book The Digital Fundraising Book written by Matt Howarth and published by . This book was released on 2016-03-31 with total page 186 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the guide for charities and nonprofits to help you learn all you need to know about digital fundraising. It covers everything from the very basics, right up to the tricky stuff, like maximising conversion rates. A must-read for anyone wanting to develop their digital fundraising strategy.

Book Applied Predictive Modeling

    Book Details:
  • Author : Max Kuhn
  • Publisher : Springer Science & Business Media
  • Release : 2013-05-17
  • ISBN : 1461468493
  • Pages : 600 pages

Download or read book Applied Predictive Modeling written by Max Kuhn and published by Springer Science & Business Media. This book was released on 2013-05-17 with total page 600 pages. Available in PDF, EPUB and Kindle. Book excerpt: Applied Predictive Modeling covers the overall predictive modeling process, beginning with the crucial steps of data preprocessing, data splitting and foundations of model tuning. The text then provides intuitive explanations of numerous common and modern regression and classification techniques, always with an emphasis on illustrating and solving real data problems. The text illustrates all parts of the modeling process through many hands-on, real-life examples, and every chapter contains extensive R code for each step of the process. This multi-purpose text can be used as an introduction to predictive models and the overall modeling process, a practitioner’s reference handbook, or as a text for advanced undergraduate or graduate level predictive modeling courses. To that end, each chapter contains problem sets to help solidify the covered concepts and uses data available in the book’s R package. This text is intended for a broad audience as both an introduction to predictive models as well as a guide to applying them. Non-mathematical readers will appreciate the intuitive explanations of the techniques while an emphasis on problem-solving with real data across a wide variety of applications will aid practitioners who wish to extend their expertise. Readers should have knowledge of basic statistical ideas, such as correlation and linear regression analysis. While the text is biased against complex equations, a mathematical background is needed for advanced topics.

Book Achieving Excellence in Fundraising

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 Successful Fundraising for the Academic Library

Download or read book Successful Fundraising for the Academic Library written by Kathryn Dilworth and published by Chandos Publishing. This book was released on 2016-10-07 with total page 198 pages. Available in PDF, EPUB and Kindle. Book excerpt: Successful Fundraising for the Academic Library: Philanthropy in Higher Education covers fundraising, a task that is often grouped into a combination role that may include, for example, the university museum or performance venue, thus diluting the opportunity for successful fundraising. Because the traditional model for higher education fundraising entails the cultivation of alumni from specific departments and colleges, the library is traditionally left out, often becoming a low-performing development area with smaller appropriations for fundraising positions. Most higher education development professionals consider the library fundraising position a stepping stone into another position with higher pay and more potential for professional advancement down the road rather than as a focus for their career. However, for universities that invest in development professionals who know how to leverage the mission of libraries to the larger alumni and friend community, the results include innovative and successful approaches to messaging that resonates with donors. This book provides information that applies to all fundraising professionals and academic leaders looking to strengthen their programs with philanthropic support, even those beyond university libraries. Makes the case for university libraries as a viable avenue for donor engagement that translates to all academic areas of higher education fundraising Highlights the importance of collaborative relationships and fundraising strategies with academic leaders, donors, and fundraising staff Outlines strategies that have resulted in fundraising success for academic and research libraries at universities of varying size and culture