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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 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 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 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 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 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 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 How to Write Fundraising Materials that Raise More Money

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 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 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 Effective Fundraising

Download or read book Effective Fundraising written by F. Warren McFarlan and published by John Wiley & Sons. This book was released on 2021-03-03 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: Create a sustainable revenue model that can propel your mission-driven organization into the future Effective Fund Raising: The Trustee's Role and Beyond is the result of author F. Warren McFarlan’s two decades of research at Harvard Business School, along with over forty years of active social enterprise board service. This book offers a depth of knowledge and insight that will prove invaluable for trustees, donors, and others related to and responsible for the success of social enterprise. Social enterprise organizations have played a vibrant and important role in the USA for the past century. And yet, the business of fundraising has not become any easier or more elegant. In this book, you will discover how to help raise the financial resources that your organization needs to perform its good deeds. This book focuses on the steps and strategies you need to know to secure funding to fulfill your mission. Development is the lifeblood of most social enterprises, be they large or small. You’ll also discover how to harness the energies of the right people to ensure the long-term success of your development efforts. Learn why an effective, sustainable revenue model is critical to the success of even the most exciting mission-driven organization Understand the core elements of the revenue model, including governance, fees, the annual fund, capital fundraising campaigns, planned gifts, and more Develop a strong plan for sustaining your organization’s revenue, regardless of organization size Build the skill of asking for money and lead your organization to a revenue and philanthropy orientation Many social enterprise CEOs spend over half of their time on fundraising. Why? Simply put: without a sustainable revenue model, even the most exciting mission-driven organization will collapse. The dirty truth is that, with no fund raising, there is no social enterprise or enduring mission. This book will help you shoulder the burden of fundraising and ensure the long-term success of your venture.

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 The New Fundraisers

Download or read book The New Fundraisers written by Beth Breeze and published by Policy Press. This book was released on 2017-10-30 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: Charitable fundraising has become ever more urgent in a time of extensive public spending cuts. However, while the identity and motivation of those who donate comes under increasingly close scrutiny, little is known about the motivation and characteristics of the ‘askers’, despite almost every donation being solicited or prompted in some way. This is the first empirically-grounded and theorised account of the identity, characteristics and motivation of fundraisers in the UK. Based on original data collected during a 3-year study of over 1,200 fundraisers, the book argues that it is not possible to understand charitable giving without accounting for the role of fundraising.

Book The Five Strategies for Fundraising Success  A Mission Based Guide to Achieving Your Goals

Download or read book The Five Strategies for Fundraising Success A Mission Based Guide to Achieving Your Goals written by Mal Warwick and published by Jossey-Bass. This book was released on 1999-11-02 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this practical and engaging guide, top fundraising consultantMal Warwick introduces an entirely new and revolutionary approachto fundraising strategy and planning. He shows nonprofitorganizations how to set fundraising goals based on mission and howto select, implement, and stay with the right strategies to meetthose goals. His five fundamental fundraising strategies areGrowth, Involvement, Visibility, Efficiency, and Stability (GIVES),all of which link directly to specific and appropriate fundraisinggoals. The decision as to which strategy to use springs from theorganization's mission, and all fundraising activities are focusedon fulfilling that mission. Through real-world examples, Warwick shows readers how to choosea primary strategy that will drive both long-term fundraisingplanning and day-to-day fundraising activities. He then takes themstep by step through the process of integrating the strategy intocurrent operations, evaluating its progress, and sticking to thechosen strategy while facing the inevitable changes, obstacles, andsetbacks that nonprofits encounter every day. He also providesself-tests to help readers determine which strategy and tacticswill be most effective for their organizations. The FiveStrategies for Fundraising Success ensures that organizationsmake informed, productive decisions about their futures.