Engaging Customers Using Big Data

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Publisher : Springer
ISBN 13 : 1137386193
Total Pages : 220 pages
Book Rating : 4.1/5 (373 download)

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Book Synopsis Engaging Customers Using Big Data by : Arvind Sathi

Download or read book Engaging Customers Using Big Data written by Arvind Sathi and published by Springer. This book was released on 2017-03-15 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data is transforming how and where we market to our customers. Using a series of case studies from pioneers, this book will describe how each marketing function is undergoing fundamental changes, and provides practical guidance about how companies can learn the tools and techniques to take advantage of marketing analytics.

Marketing Analytics

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Author :
Publisher : Kogan Page Publishers
ISBN 13 : 0749482176
Total Pages : 241 pages
Book Rating : 4.7/5 (494 download)

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Book Synopsis Marketing Analytics by : Mike Grigsby

Download or read book Marketing Analytics written by Mike Grigsby and published by Kogan Page Publishers. This book was released on 2018-04-03 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: Who is most likely to buy and what is the best way to target them? How can businesses improve strategy without identifying the key influencing factors? The second edition of Marketing Analytics enables marketers and business analysts to leverage predictive techniques to measure and improve marketing performance. By exploring real-world marketing challenges, it provides clear, jargon-free explanations on how to apply different analytical models for each purpose. From targeted list creation and data segmentation, to testing campaign effectiveness, pricing structures and forecasting demand, this book offers a welcome handbook on how statistics, consumer analytics and modelling can be put to optimal use. The fully revised second edition of Marketing Analytics includes three new chapters on big data analytics, insights and panel regression, including how to collect, separate and analyze big data. All of the advanced tools and techniques for predictive analytics have been updated, translating models such as tobit analysis for customer lifetime value into everyday use. Whether an experienced practitioner or having no prior knowledge, methodologies are simplified to ensure the more complex aspects of data and analytics are fully accessible for any level of application. Complete with downloadable data sets and test bank resources, this book supplies a concrete foundation to optimize marketing analytics for day-to-day business advantage.

Implementing Marketing Analytics

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Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (137 download)

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Book Synopsis Implementing Marketing Analytics by : Paul Farris

Download or read book Implementing Marketing Analytics written by Paul Farris and published by . This book was released on 2021 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This note supports cases used in Darden's "Marketing Analytics" course elective. Marketing analytics powered by "big data" holds the promise to transform marketing strategy from a discipline based mostly on intuition to a fact-based decision-making process. Based on interactions with more than 100 executives in conferences, executive education seminars, case study development, and consulting projects, this technical note serves as a road map for improving implementation of marketing analytics within organizations.ExcerptUVA-M-0869Rev. Oct. 11, 2019Implementing Marketing AnalyticsMarketing analytics powered by "big data" holds the promise to transform marketing strategy from a discipline based mostly on intuition to a fact-based decision-making process. Despite the potential of data analytics in marketing, its widespread adoption within organizations remains a challenge. Fewer than half the respondents in a survey conducted by Deloitte and Duke University reported being able to leverage marketing analytics for decisions. The trend, however, is positive: the percentage of survey respondents using marketing analytics for decisions increased from 30% in early 2013 to 42% in early 2018. The roadmap for improving implementation of marketing analytics shown in Figure 1 is based on interactions with more than 300 executives in conferences, executive education seminars, case-study development interviews, and consulting projects.The launching pad for implementation of marketing analytics is support from top management and the integration of the marketing analytics function in business processes. Firms must address issues related to organizational structures, analytics processes, and organizational change in order to foster implementation of analytics (Figure1). Within this framework, managers should ask seven key questions to start the journey toward a marketing analytics-driven culture.Figure 1. Roadmap for implementing marketing analytics.

The Definitive Guide to Marketing Analytics and Metrics (Collection)

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Author :
Publisher : FT Press
ISBN 13 : 0133994775
Total Pages : 1465 pages
Book Rating : 4.1/5 (339 download)

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Book Synopsis The Definitive Guide to Marketing Analytics and Metrics (Collection) by : Cesar Brea

Download or read book The Definitive Guide to Marketing Analytics and Metrics (Collection) written by Cesar Brea and published by FT Press. This book was released on 2014-08-18 with total page 1465 pages. Available in PDF, EPUB and Kindle. Book excerpt: A brand new collection introducing today's most powerful strategies and techniques for measuring and optimizing marketing… 3 authoritative books, now in a convenient e-format, at a great price! 3 authoritative Books help you measure, analyze, and optimize every marketing investment you'll ever make Measuring and optimize your marketing investments is more crucial than ever. But, with an explosion in channels and complexity, it's also more challenging than ever. Fortunately, marketing metrics and analytics have taken giant leaps forward in recent years: techniques now exist for accurately quantifying performance and applying what you learn to improve it. In this unique 3 Book package, world-class experts present these new approaches, and show how to profit from them. In Marketing and Sales Analytics, leading consultant Cesar A. Breaexamines the experiences of 15 leaders who've built high-value analytics capabilities in multiple industries. Then, building on what they've learned, he presents a complete blueprint for succeeding with marketing analytics. You'll learn how to evaluate "ecosystemic" conditions for success, frame the right questions, and organize your people, data, and operating infrastructure to answer them. Brea helps you overcome key challenges ranging from governance to overcoming hidden biases. Along the way, he also offers specific guidance on crucial decisions such as "buy vs. build?", "centralize or decentralize?", and "hire generalists or specialists?" Next, in Cutting Edge Marketing Analytics, three pioneering experts introduce today's most valuable marketing analytics methods and tools, and offer a best-practice methodology for successful implementation. They augment this knowledge with hands on case studies, guiding you through solving key problems in resource allocation, segmentation, pricing, campaign management, firm valuation, and digital marketing strategy. All case studies are accompanied by real data used by the protagonists to make decisions. As you practice, you'll gain a deeper understanding of the value of marketing analytics, learn to integrate quantitative analysis with managerial sensibilities, master core statistical tools, and discover how to avoid crucial pitfalls. Finally, in the award-winning Marketing Metrics, Second Edition, Paul W. Farris and his colleagues show how to choose the right metrics for every marketing challenge. You'll learn how to use dashboards to view market dynamics from multiple perspectives, maximize accuracy, and "triangulate" to optimal solutions. You'll discover high-value metrics for promotional strategy, advertising, distribution, customer perceptions, market share, competitors' power, margins, pricing, products and portfolios, customer profitability, sales forces, channels, and more. This extensively updated edition introduces innovative metrics ranging from Net Promoter to social media and brand equity measurement, and shows how to build comprehensive models to optimize every marketing decision you make. If you need to measure and improve marketing performance, this 3-book package will be your most valuable resource. From world-renowned business sustainability experts Cesar A. Brea, Rajkumar Venkatesan, Paul W. Farris, Ronald T. Wilcox, Neil T. Bendle, Phillip E. Pfeifer, and David J. Reibstein

Digital Analytics for Marketing

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Author :
Publisher : Taylor & Francis
ISBN 13 : 1003821782
Total Pages : 310 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Digital Analytics for Marketing by : A. Karim Feroz

Download or read book Digital Analytics for Marketing written by A. Karim Feroz and published by Taylor & Francis. This book was released on 2024-01-25 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: This second edition of Digital Analytics for Marketing provides students with a comprehensive overview of the tools needed to measure digital activity and implement best practices when using data to inform marketing strategy. It is the first text of its kind to introduce students to analytics platforms from a practical marketing perspective. Demonstrating how to integrate large amounts of data from web, digital, social, and search platforms, this helpful guide offers actionable insights into data analysis, explaining how to "connect the dots" and "humanize" information to make effective marketing decisions. The authors cover timely topics, such as social media, web analytics, marketing analytics challenges, and dashboards, helping students to make sense of business measurement challenges, extract insights, and take effective actions. The book’s experiential approach, combined with chapter objectives, summaries, and review questions, will engage readers, deepening their learning by helping them to think outside the box. Filled with engaging, interactive exercises and interesting insights from industry experts, this book will appeal to undergraduate and postgraduate students of digital marketing, online marketing, and analytics. Online support materials for this book include an instructor’s manual, test bank, and PowerPoint slides.

The New Marketing Analytics

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Author :
Publisher : Createspace Independent Publishing Platform
ISBN 13 : 9781536909197
Total Pages : pages
Book Rating : 4.9/5 (91 download)

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Book Synopsis The New Marketing Analytics by : David E Dirks

Download or read book The New Marketing Analytics written by David E Dirks and published by Createspace Independent Publishing Platform. This book was released on 2016-10-14 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: THE NEW MARKETING ANALYTICS A clear, common sense guide for implementing an effective data analytics strategy. In today's world, no matter the industry, businesses and organizations are competing in an information-based marketplace. To effectively compete, marketing leaders are tasked with timely analysis of mountains of customer and market information to make faster and better marketing decisions. It's not just the task of collecting information. It's the development of new insights and the ability to implement this new found knowledge to drive more profitable marketing - that's what counts. Marketers get paid to produce results. From chief marketing officers to independent small business owners, success is defined as growing a business, increasing profitability, having a better understanding of customers or being a market leader. This book will demonstrate how the degree of success is in direct proportion to the ability to successfully analyze both traditional and big data. The information and wisdom derived from data is the ultimate competitive advantage. Welcome to the New Marketing Analytics.

The AI Marketing Canvas

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Publisher : Stanford University Press
ISBN 13 : 1503628043
Total Pages : 295 pages
Book Rating : 4.5/5 (36 download)

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Book Synopsis The AI Marketing Canvas by : Raj Venkatesan

Download or read book The AI Marketing Canvas written by Raj Venkatesan and published by Stanford University Press. This book was released on 2021-05-18 with total page 295 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers a direct, actionable plan CMOs can use to map out initiatives that are properly sequenced and designed for success—regardless of where their marketing organization is in the process. The authors pose the following critical questions to marketers: (1) How should modern marketers be thinking about artificial intelligence and machine learning? and (2) How should marketers be developing a strategy and plan to implement AI into their marketing toolkit? The opening chapters provide marketing leaders with an overview of what exactly AI is and how is it different than traditional computer science approaches. Venkatesan and Lecinski, then, propose a best-practice, five-stage framework for implementing what they term the "AI Marketing Canvas." Their approach is based on research and interviews they conducted with leading marketers, and offers many tangible examples of what brands are doing at each stage of the AI Marketing Canvas. By way of guidance, Venkatesan and Lecinski provide examples of brands—including Google, Lyft, Ancestry.com, and Coca-Cola—that have successfully woven AI into their marketing strategies. The book concludes with a discussion of important implications for marketing leaders—for your team and culture.

Cutting-edge Marketing Analytics

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Publisher : Pearson Education
ISBN 13 : 0133552527
Total Pages : 321 pages
Book Rating : 4.1/5 (335 download)

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Book Synopsis Cutting-edge Marketing Analytics by : Rajkumar Venkatesan

Download or read book Cutting-edge Marketing Analytics written by Rajkumar Venkatesan and published by Pearson Education. This book was released on 2015 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master practical strategic marketing analysis through real-life case studies and hands-on examples. In Cutting Edge Marketing Analytics, three pioneering experts integrate all three core areas of marketing analytics: statistical analysis, experiments, and managerial intuition. They fully detail a best-practice marketing analytics methodology, augmenting it with case studies that illustrate the quantitative and data analysis tools you'll need to allocate resources, define optimal marketing mixes; perform effective analysis of customers and digital marketing campaigns, and create high-value dashboards and metrics. For each marketing problem, the authors help you: Identify the right data and analytics techniques Conduct the analysis and obtain insights from it Outline what-if scenarios and define optimal solutions Connect your insights to strategic decision-making Each chapter contains technical notes, statistical knowledge, case studies, and real data you can use to perform the analysis yourself. As you proceed, you'll gain an in-depth understanding of: The real value of marketing analytics How to integrate quantitative analysis with managerial sensibility How to apply linear regression, logistic regression, cluster analysis, and Anova models The crucial role of careful experimental design For all marketing professionals specializing in marketing analytics and/or business intelligence; and for students and faculty in all graduate-level business courses covering Marketing Analytics, Marketing Effectiveness, or Marketing Metrics

Marketing Analytics: A Practitioner's Guide To Marketing Analytics And Research Methods

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Publisher : World Scientific Publishing Company
ISBN 13 : 9814641383
Total Pages : 720 pages
Book Rating : 4.8/5 (146 download)

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Book Synopsis Marketing Analytics: A Practitioner's Guide To Marketing Analytics And Research Methods by : Ashok Charan

Download or read book Marketing Analytics: A Practitioner's Guide To Marketing Analytics And Research Methods written by Ashok Charan and published by World Scientific Publishing Company. This book was released on 2015-05-20 with total page 720 pages. Available in PDF, EPUB and Kindle. Book excerpt: The digital age has transformed the very nature of marketing. Armed with smartphones, tablets, PCs and smart TVs, consumers are increasingly hanging out on the internet. Cyberspace has changed the way they communicate, and the way they shop and buy. This fluid, de-centralized and multidirectional medium is changing the way brands engage with consumers.At the same time, technology and innovation, coupled with the explosion of business data, has fundamentally altered the manner we collect, process, analyse and disseminate market intelligence. The increased volume, variety and velocity of information enables marketers to respond with much greater speed, to changes in the marketplace. Market intelligence is timelier, less expensive, and more accurate and actionable.Anchored in this age of transformations, Marketing Analytics is a practitioner's guide to marketing management in the 21st century. The text devotes considerable attention to the way market analytic techniques and market research processes are being refined and re-engineered. Written by a marketing veteran, it is intended to guide marketers as they craft market strategies, and execute their day to day tasks.

Applied Marketing Analytics Using R

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Publisher : SAGE Publications Limited
ISBN 13 : 1529613426
Total Pages : 485 pages
Book Rating : 4.5/5 (296 download)

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Book Synopsis Applied Marketing Analytics Using R by : Gokhan Yildirim

Download or read book Applied Marketing Analytics Using R written by Gokhan Yildirim and published by SAGE Publications Limited. This book was released on 2023-08-02 with total page 485 pages. Available in PDF, EPUB and Kindle. Book excerpt: Marketing has become increasingly data-driven in recent years as a result of new emerging technologies such as AI, granular data availability and ever-growing analytics tools. With this trend only set to continue, it’s vital for marketers today to be comfortable in their use of data and quantitative approaches and have a thorough grounding in understanding and using marketing analytics in order to gain insights, support strategic decision-making, solve marketing problems, maximise value and achieve success. Taking a very hands-on approach with the use of real-world datasets, case studies and R (a free statistical package), this book supports students and practitioners to explore a range of marketing phenomena using various applied analytics tools, with a balanced mix of technical coverage alongside marketing theory and frameworks. Chapters include learning objectives, figures, tables and questions to help facilitate learning. Also included online with the datasets are software codes and solutions (R Markdowns, HTML files) to use with the book, as well as PowerPoint slides, a teaching guide and a testbank for instructors teaching a marketing analytics course. This book is essential reading for advanced level marketing students and marketing practitioners who want to become cutting-edge marketers. Dr. Gokhan Yildirim is an Associate Professor of Marketing at Imperial College Business School, London. Dr. Raoul V. Kübler is an Associate Professor of Marketing at ESSEC Business School, Paris.

Digital Analytics for Marketing

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Author :
Publisher : Routledge
ISBN 13 : 1317278437
Total Pages : 452 pages
Book Rating : 4.3/5 (172 download)

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Book Synopsis Digital Analytics for Marketing by : Gohar F. Khan

Download or read book Digital Analytics for Marketing written by Gohar F. Khan and published by Routledge. This book was released on 2017-10-05 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: This comprehensive book provides students with a "grand tour" of the tools needed to measure digital activity and implement best practices for using data to inform marketing strategy. It is the first text of its kind to introduce students to analytics platforms from a practical marketing perspective. Demonstrating how to integrate large amounts of data from web, digital, social, and search platforms, this helpful guide offers actionable insights into data analysis, explaining how to "connect the dots" and "humanize" information to make effective marketing decisions. The author covers timely topics, such as social media, web analytics, marketing analytics challenges, and dashboards, helping students to make sense of business measurement challenges, extract insights, and take effective actions. The book’s experiential approach, combined with chapter objectives, summaries, and review questions, will engage readers, deepening learning by helping them to think outside the box. Filled with engaging, interactive exercises, and interesting insights from an industry expert, this book will appeal to students of digital marketing, online marketing, and analytics. A companion website features an instructor’s manual, test bank, and PowerPoint slides.

Marketing and Sales Analytics

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Author :
Publisher : Pearson Education
ISBN 13 : 0133592928
Total Pages : 250 pages
Book Rating : 4.1/5 (335 download)

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Book Synopsis Marketing and Sales Analytics by : Cesar A. Brea

Download or read book Marketing and Sales Analytics written by Cesar A. Brea and published by Pearson Education. This book was released on 2014 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: Today, an effective marketing analytics executive is even more important than a brilliant data scientist. That's because successful analytics investments now require managerial orchestration of many elements that go far beyond conventional definitions of analytics. Marketing and Sales Analytics examines the experiences of sales and marketing leaders and practitioners who have successfully built high value analytics capabilities in multiple industries. Then, drawing on their experiences, top analytics consultant Cesar Brea introduces overarching frameworks and specific tools that can help you achieve the same levels of success in your own organization. Brea shows how to: Establish the "ecosystemic" conditions for analytic success Reconcile the diverse perspectives that impact analytics initiatives ("Business v. IT," "Sales v. Marketing," "Analysts v. Creatives v. Managers," and "Everyone v. Finance") Decide what success will "look like" Agree on the questions to ask Organize both internal and external data Establish operational flexibility, and balance flexibility with efficiency Recruit the right people and organize them optimally Intelligently decide what to do yourself, and what to hire vendors for Balance research, analytics, and testing Implement proven research, analytics, and testing strategies Deliver results through storytelling (and recognize its limitations) Control the biases that creep into analytics research Maintain momentum, implement governance, and "keep score"

Marketing Analytics

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Author :
Publisher : University of Virginia Press
ISBN 13 : 081394516X
Total Pages : 278 pages
Book Rating : 4.8/5 (139 download)

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Book Synopsis Marketing Analytics by : Rajkumar Venkatesan

Download or read book Marketing Analytics written by Rajkumar Venkatesan and published by University of Virginia Press. This book was released on 2021-01-13 with total page 278 pages. Available in PDF, EPUB and Kindle. Book excerpt: The authors of the pioneering Cutting-Edge Marketing Analytics return to the vital conversation of leveraging big data with Marketing Analytics: Essential Tools for Data-Driven Decisions, which updates and expands on the earlier book as we enter the 2020s. As they illustrate, big data analytics is the engine that drives marketing, providing a forward-looking, predictive perspective for marketing decision-making. The book presents actual cases and data, giving readers invaluable real-world instruction. The cases show how to identify relevant data, choose the best analytics technique, and investigate the link between marketing plans and customer behavior. These actual scenarios shed light on the most pressing marketing questions, such as setting the optimal price for one’s product or designing effective digital marketing campaigns. Big data is currently the most powerful resource to the marketing professional, and this book illustrates how to fully harness that power to effectively maximize marketing efforts.

Marketing Analytics Roadmap

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Author :
Publisher : Apress
ISBN 13 : 1484202597
Total Pages : 159 pages
Book Rating : 4.4/5 (842 download)

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Book Synopsis Marketing Analytics Roadmap by : Jerry Rackley

Download or read book Marketing Analytics Roadmap written by Jerry Rackley and published by Apress. This book was released on 2015-05-30 with total page 159 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many managers view marketing as a creative endeavor, not something that is measurable or manageable by numbers. But today’s leaders in the C-suite demand greater accountability. They want to know that they are getting a return on their marketing investment. And to get that ROI number, you need analytics. This expectation is intimidating for the many sales and marketing managers who rely on marketing instincts, not metrics, to do their work. But Marketing Analytics Roadmap: Methods, Metrics, and Tools demonstrates that employing analytics isn't just a way to keep the CEO off your back. It improves marketing results and ensures marketers a seat at the table where big decisions get made. In this book, analytics expert Jerry Rackley shows you how to understand and implement a sound marketing analytics process that helps eliminate the guesswork about the results produced by your marketing efforts. The result? You will acquire—and keep—more customers. Even better, you'll find that an analytics process helps the entire organization make better decisions, and not just marketers. Marketing Analytics Roadmap explains: How to use analytics to create marketing and sales metrics that guide your actions and provide valuable feedback on your efforts How to structure and use dashboards to report marketing results How to put industry-leading analytics software and other tools to good use How Big Data is shaping the marketing analytics landscape Sales and marketing teams that master marketing analytics will find them a powerful servant that enables agility, raises effectiveness, and creates confidence. Marketing Analytics Roadmap shows you how to build a well-planned and executed marketing analytics strategy that will enhance the credibility of your marketing team and help you not only get a seat at the big-decisions table, but keep it once there.

R for Marketing Research and Analytics

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Author :
Publisher : Springer
ISBN 13 : 9783319144351
Total Pages : 0 pages
Book Rating : 4.1/5 (443 download)

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Book Synopsis R for Marketing Research and Analytics by : Chris Chapman

Download or read book R for Marketing Research and Analytics written by Chris Chapman and published by Springer. This book was released on 2015-03-25 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a complete introduction to the power of R for marketing research practitioners. The text describes statistical models from a conceptual point of view with a minimal amount of mathematics, presuming only an introductory knowledge of statistics. Hands-on chapters accelerate the learning curve by asking readers to interact with R from the beginning. Core topics include the R language, basic statistics, linear modeling, and data visualization, which is presented throughout as an integral part of analysis. Later chapters cover more advanced topics yet are intended to be approachable for all analysts. These sections examine logistic regression, customer segmentation, hierarchical linear modeling, market basket analysis, structural equation modeling, and conjoint analysis in R. The text uniquely presents Bayesian models with a minimally complex approach, demonstrating and explaining Bayesian methods alongside traditional analyses for analysis of variance, linear models, and metric and choice-based conjoint analysis. With its emphasis on data visualization, model assessment, and development of statistical intuition, this book provides guidance for any analyst looking to develop or improve skills in R for marketing applications.

Marketing Analytics

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Author :
Publisher : Darden Business
ISBN 13 : 9780813945156
Total Pages : 336 pages
Book Rating : 4.9/5 (451 download)

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Book Synopsis Marketing Analytics by : Rajkumar Venkatesan

Download or read book Marketing Analytics written by Rajkumar Venkatesan and published by Darden Business. This book was released on 2021-01-08 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: "A textbook on marketing analytics, this book provides practical predictive models in marketing. It strives to strike a balance between highly sophisticated models and managerial relevance. Through the diverse business cases in the book, readers learn how to connect marketing inputs to customer behavior and how to use historic information, experiments, or heuristics to develop forward-looking what-if scenarios and predictive models. The real-life cases include real data, enabling readers to take a hands-on approach to the analysis"--

Data Science for Marketing Analytics

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Author :
Publisher : Packt Publishing Ltd
ISBN 13 : 1800563884
Total Pages : 637 pages
Book Rating : 4.8/5 (5 download)

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Book Synopsis Data Science for Marketing Analytics by : Mirza Rahim Baig

Download or read book Data Science for Marketing Analytics written by Mirza Rahim Baig and published by Packt Publishing Ltd. This book was released on 2021-09-07 with total page 637 pages. Available in PDF, EPUB and Kindle. Book excerpt: Turbocharge your marketing plans by making the leap from simple descriptive statistics in Excel to sophisticated predictive analytics with the Python programming language Key FeaturesUse data analytics and machine learning in a sales and marketing contextGain insights from data to make better business decisionsBuild your experience and confidence with realistic hands-on practiceBook Description Unleash the power of data to reach your marketing goals with this practical guide to data science for business. This book will help you get started on your journey to becoming a master of marketing analytics with Python. You'll work with relevant datasets and build your practical skills by tackling engaging exercises and activities that simulate real-world market analysis projects. You'll learn to think like a data scientist, build your problem-solving skills, and discover how to look at data in new ways to deliver business insights and make intelligent data-driven decisions. As well as learning how to clean, explore, and visualize data, you'll implement machine learning algorithms and build models to make predictions. As you work through the book, you'll use Python tools to analyze sales, visualize advertising data, predict revenue, address customer churn, and implement customer segmentation to understand behavior. By the end of this book, you'll have the knowledge, skills, and confidence to implement data science and machine learning techniques to better understand your marketing data and improve your decision-making. What you will learnLoad, clean, and explore sales and marketing data using pandasForm and test hypotheses using real data sets and analytics toolsVisualize patterns in customer behavior using MatplotlibUse advanced machine learning models like random forest and SVMUse various unsupervised learning algorithms for customer segmentationUse supervised learning techniques for sales predictionEvaluate and compare different models to get the best outcomesOptimize models with hyperparameter tuning and SMOTEWho this book is for This marketing book is for anyone who wants to learn how to use Python for cutting-edge marketing analytics. Whether you're a developer who wants to move into marketing, or a marketing analyst who wants to learn more sophisticated tools and techniques, this book will get you on the right path. Basic prior knowledge of Python and experience working with data will help you access this book more easily.