Business Statistics for Competitive Advantage with Excel and JMP

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Author :
Publisher : Springer Nature
ISBN 13 : 3031425553
Total Pages : 291 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Business Statistics for Competitive Advantage with Excel and JMP by : Cynthia Fraser

Download or read book Business Statistics for Competitive Advantage with Excel and JMP written by Cynthia Fraser and published by Springer Nature. This book was released on with total page 291 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Business Statistics for Competitive Advantage with Excel 2019 and JMP

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Author :
Publisher : Springer
ISBN 13 : 9783030203733
Total Pages : 417 pages
Book Rating : 4.2/5 (37 download)

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Book Synopsis Business Statistics for Competitive Advantage with Excel 2019 and JMP by : Cynthia Fraser

Download or read book Business Statistics for Competitive Advantage with Excel 2019 and JMP written by Cynthia Fraser and published by Springer. This book was released on 2019-08-13 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: The revised Fifth Edition of this popular textbook is redesigned with Excel 2019 and the new inclusion of interactive, user-friendly JMP to encourage business students to develop competitive advantages for use in their future careers. Students learn to build models, produce statistics, and translate results into implications for decision makers. The text features new and updated examples and assignments, and each chapter discusses a focal case from the business world which can be analyzed using the statistical strategies and software provided in the text. Paralleling recent interest in climate change and sustainability, new case studies concentrate on issues such as the impact of drought on business, automobile emissions, and sustainable package goods. The book continues its coverage of inference, Monte Carlo simulation, contingency analysis, and linear and nonlinear regression. A new chapter is dedicated to conjoint analysis design and analysis, including complementary use of regression and JMP.​ For access to accompanying data sets, please email author Cynthia Fraser at [email protected].

Business Statistics for Competitive Advantage with Excel 2007

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 0387744037
Total Pages : 419 pages
Book Rating : 4.3/5 (877 download)

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Book Synopsis Business Statistics for Competitive Advantage with Excel 2007 by : Cynthia Fraser

Download or read book Business Statistics for Competitive Advantage with Excel 2007 written by Cynthia Fraser and published by Springer Science & Business Media. This book was released on 2008-12-11 with total page 419 pages. Available in PDF, EPUB and Kindle. Book excerpt: Exceptional managers know that they can create competitive advantages by basing decisions on performance response under alternative scenarios. To create these advantages, managers need to understand how to use statistics to provide information on performance response under alternative scenarios. Statistics are created to make better decisions. Statistics are essential and relevant. Statistics must be easily and quickly produced using widely available software, Excel. Then results must be translated into general business language and illustrated with compelling graphics to make them understandable and usable by decision makers. This book helps students master this process of using statistics to create competitive advantages as decision makers. Statistics are essential, relevant, easy to produce, easy to understand, valuable, and fun, when used to create competitive advantage. The Examples, Assignments, And Cases Used To Illustrate Statistics For Decision Making Come From Business Problems McIntire Corporate Sponsors and Partners, such as Rolls-Royce, Procter & Gamble, and Dell, and the industries that they do business in, provide many realistic examples. The book also features a number of examples of global business problems, including those from important emerging markets in China and India. It is exciting to see how statistics are used to improve decision making in real and important business decisions. This makes it easy to see how statistics can be used to create competitive advantages in similar applications in internships and careers. Learning Is Hands On With Excel and Shortcuts

Business Statistics for Competitive Advantage with Excel 2016

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Author :
Publisher : Springer
ISBN 13 : 3319321854
Total Pages : 482 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Business Statistics for Competitive Advantage with Excel 2016 by : Cynthia Fraser

Download or read book Business Statistics for Competitive Advantage with Excel 2016 written by Cynthia Fraser and published by Springer. This book was released on 2016-08-05 with total page 482 pages. Available in PDF, EPUB and Kindle. Book excerpt: The revised Fourth Edition of this popular textbook is redesigned with Excel 2016 to encourage business students to develop competitive advantages for use in their future careers as decision makers. Students learn to build models using logic and experience, produce statistics using Excel 2016 with shortcuts, and translate results into implications for decision makers. The textbook features new examples and assignments on global markets, including cases featuring Chipotle and Costco. A number of examples focus on business in emerging global markets with particular emphasis on emerging markets in Latin America, China, and India. Results are linked to implications for decision making with sensitivity analyses to illustrate how alternate scenarios can be compared. The author emphasises communicating results effectively in plain English and with screenshots and compelling graphics in the form of memos and PowerPoints. Chapters include screenshots to make it easy to conduct analyses in Excel 2016. PivotTables and PivotCharts, used frequently in business, are introduced from the start. The Fourth Edition features Monte Carlo simulation in four chapters, as a tool to illustrate the range of possible outcomes from decision makers’ assumptions and underlying uncertainties. Model building with regression is presented as a process, adding levels of sophistication, with chapters on multicollinearity and remedies, forecasting and model validation, auto-correlation and remedies, indicator variables to represent segment differences, and seasonality, structural shifts or shocks in time series models. Special applications in market segmentation and portfolio analysis are offered, and an introduction to conjoint analysis is included. Nonlinear models are motivated with arguments of diminishing or increasing marginal response.

Business Statistics for Competitive Advantage with Excel 2013

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 1461473810
Total Pages : 458 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Business Statistics for Competitive Advantage with Excel 2013 by : Cynthia Fraser

Download or read book Business Statistics for Competitive Advantage with Excel 2013 written by Cynthia Fraser and published by Springer Science & Business Media. This book was released on 2013-06-18 with total page 458 pages. Available in PDF, EPUB and Kindle. Book excerpt: Exceptional managers know that they can create competitive advantages by basing decisions on performance response under alternative scenarios. To create these advantages, managers need to understand how to use statistics to provide information on performance response under alternative scenarios. This updated edition of the popular text helps business students develop competitive advantages for use in their future careers as decision makers. Students learn to build models using logic and experience, produce statistics using Excel 2013 with shortcuts, and translate results into implications for decision makers. The author emphasizes communicating results effectively in plain English and with compelling graphics in the form of memos and PowerPoints. Statistics, from basics to sophisticated models, are illustrated with examples using real data such as students will encounter in their roles as managers. A number of examples focus on business in emerging global markets with particular emphasis on emerging markets in Latin America, China and India. Results are linked to implications for decision making with sensitivity analyses to illustrate how alternate scenarios can be compared. Chapters include screenshots to make it easy to conduct analyses in Excel 2013 with time-saving shortcuts expected in the business world. PivotTables and PivotCharts, used frequently in businesses, are introduced from the start. The Third Edition features Monte Carlo simulation in three chapters, as a tool to illustrate the range of possible outcomes from decision makers’ assumptions and underlying uncertainties. Model building with regression is presented as a process, adding levels of sophistication, with chapters on multicollinearity and remedies, forecasting and model validation, autocorrelation and remedies, indicator variables to represent segment differences, and seasonality, structural shifts or shocks in time series models. Special applications in market segmentation and portfolio analysis are offered, and an introduction to conjoint analysis is included. Nonlinear models are motivated with arguments of diminishing or increasing marginal response.

Business Statistics for Competitive Advantage with Excel 2010

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 1441998578
Total Pages : 470 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Business Statistics for Competitive Advantage with Excel 2010 by : Cynthia Fraser

Download or read book Business Statistics for Competitive Advantage with Excel 2010 written by Cynthia Fraser and published by Springer Science & Business Media. This book was released on 2012-02-09 with total page 470 pages. Available in PDF, EPUB and Kindle. Book excerpt: Exceptional managers know that they can create competitive advantages by basing decisions on performance response under alternative scenarios. To create these advantages, managers need to understand how to use statistics to provide information on performance response under alternative scenarios. This updated edition of the popular text helps business students develop competitive advantages for use in their future careers as decision makers. Students learn to build models using logic and experience, produce statistics using Excel 2010 with shortcuts, and translate results into implications for decision makers. The author emphasizes communicating results effectively in plain English and with compelling graphics in the form of memos and PowerPoints. Statistics, from basics to sophisticated models, are illustrated with examples using real data such as students will encounter in their roles as managers. A number of examples focus on business in emerging global markets with particular emphasis on China and India. Results are linked to implications for decision making with sensitivity analyses to illustrate how alternate scenarios can be compared. Chapters include screenshots to make it easy to conduct analyses in Excel 2010 with time-saving shortcuts expected in the business world. PivotTables and PivotCharts, used frequently in businesses, are introduced from the start. Monte Carlo simulation is introduced early, as a tool to illustrate the range of possible outcomes from decision makers’ assumptions and underlying uncertainties. Model building with regression is presented as a process, adding levels of sophistication, with chapters on multicollinearity and remedies, forecasting and model validation, autocorrelation and remedies, indicator variables to represent segment differences, and seasonality, structural shifts or shocks in time series models. Special applications in market segmentation and portfolio analysis are offered, and an introduction to conjoint analysis is included. Nonlinear models are motivated with arguments of diminishing or increasing marginal response, and a chapter on logit regression models introduces models of market share or proportions. The Second Edition includes more explanation of hypothesis tests and confidence intervals, how t, F, and chi square distributions behave. The Data Files, Solution Files, and Chapter PowerPoints: The data files for text examples, cases, lab problems and assignments are stored on Blackboard and may be accessed using this link: https://blackboard.comm.virginia.edu/webapps/portal/frameset.jsp Instructors can gain access to the files, as well as solution files and chapter PowerPoints by registering on the Springer site: http://www.springer.com/statistics/business%2C+economics+%26+finance/book/978-1-4419-9856-9?changeHeader Business people can gain access to the files by emailing the author [email protected]. https://blackboard.comm.virginia.edu/webapps/portal/frameset.jsp Instructors can gain access to the files, as well as solution files and chapter PowerPoints by registering on the Springer site: http://www.springer.com/statistics/business%2C+economics+%26+finance/book/978-1-4419-9856-9?changeHeader Business people can gain access to the files by emailing the author [email protected].

Business Statistics for Competitive Advantage with Excel 2016

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Author :
Publisher : Createspace Independent Publishing Platform
ISBN 13 : 9781548155827
Total Pages : 454 pages
Book Rating : 4.1/5 (558 download)

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Book Synopsis Business Statistics for Competitive Advantage with Excel 2016 by : Daniel Anthony

Download or read book Business Statistics for Competitive Advantage with Excel 2016 written by Daniel Anthony and published by Createspace Independent Publishing Platform. This book was released on 2017-02-14 with total page 454 pages. Available in PDF, EPUB and Kindle. Book excerpt: This popular textbook is redesigned with Excel 2016 to encourage business students to develop competitive advantages for use in their future careers as decision makers. Students learn to build models using logic and experience, produce statistics using Excel 2016 with shortcuts, and translate results into implications for decision makers. The textbook features new examples and assignments on global markets, including cases featuring Chipotle and Costco. A number of examples focus on business in emerging global markets with particular emphasis on emerging markets in Latin America, China, and India. Results are linked to implications for decision making with sensitivity analyses to illustrate how alternate scenarios can be compared. The author emphasises communicating results effectively in plain English and with screenshots and compelling graphics in the form of memos and PowerPoints. Chapters include screenshots to make it easy to conduct analyses in Excel 2016. PivotTables and PivotCharts, used frequently in business, are introduced from the start. The Fourth Edition features Monte Carlo simulation in four chapters, as a tool to illustrate the range of possible outcomes from decision makers' assumptions and underlying uncertainties. Model building with regression is presented as a process, adding levels of sophistication, with chapters on multicollinearity and remedies, forecasting and model validation, auto-correlation and remedies, indicator variables to represent segment differences, and seasonality, structural shifts or shocks in time series models. Special applications in market segmentation and portfolio analysis are offered, and an introduction to conjoint analysis is included. Nonlinear models are motivated with arguments of diminishing or increasing marginal response.

Business Statistics for Competitive Advantage with Excel 2010

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 144199856X
Total Pages : 470 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Business Statistics for Competitive Advantage with Excel 2010 by : Cynthia Fraser

Download or read book Business Statistics for Competitive Advantage with Excel 2010 written by Cynthia Fraser and published by Springer Science & Business Media. This book was released on 2012-02-22 with total page 470 pages. Available in PDF, EPUB and Kindle. Book excerpt: In a revised and updated edition, this popular book shows readers how to build models using logic and experience, offers shortcuts for producing statistics using Excel 2010, and provides many real-world examples focused on business in emerging global markets.

Business Statistics for Competitive Advantage with Excel 2010

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Author :
Publisher :
ISBN 13 : 9781441998583
Total Pages : 488 pages
Book Rating : 4.9/5 (985 download)

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Book Synopsis Business Statistics for Competitive Advantage with Excel 2010 by :

Download or read book Business Statistics for Competitive Advantage with Excel 2010 written by and published by . This book was released on 2012-02-01 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Business Statistics Using EXCEL and SPSS

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Author :
Publisher : SAGE
ISBN 13 : 1473943884
Total Pages : 886 pages
Book Rating : 4.4/5 (739 download)

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Book Synopsis Business Statistics Using EXCEL and SPSS by : Nick Lee

Download or read book Business Statistics Using EXCEL and SPSS written by Nick Lee and published by SAGE. This book was released on 2015-12-16 with total page 886 pages. Available in PDF, EPUB and Kindle. Book excerpt: Takes the challenging and makes it understandable. The book contains useful advice on the application of statistics to a variety of contexts and shows how statistics can be used by managers in their work.′ - Dr Terri Byers, Assistant Professor, University Of New Brunswick, Canada A book about introductory quantitative analysis, the authors show both how and why quantitative analysis is useful in the context of business and management studies, encouraging readers to not only memorise the content but to apply learning to typical problems. Fully up-to-date with comprehensive coverage of IBM SPSS and Microsoft Excel software, the tailored examples illustrate how the programmes can be used, and include step-by-step figures and tables throughout. A range of ‘real world’ and fictional examples, including "The Ballad of Eddie the Easily Distracted" and "Esha′s Story" help bring the study of statistics alive. A number of in-text boxouts can be found throughout the book aimed at readers at varying levels of study and understanding Back to Basics for those struggling to understand, explain concepts in the most basic way possible - often relating to interesting or humorous examples Above and Beyond for those racing ahead and who want to be introduced to more interesting or advanced concepts that are a little bit outside of what they may need to know Think it over get students to stop, engage and reflect upon the different connections between topics A range of online resources including a set of data files and templates for the reader following in-text examples, downloadable worksheets and instructor materials, answers to in-text exercises and video content compliment the book. An ideal resource for undergraduates taking introductory statistics for business, or for anyone daunted by the prospect of tackling quantitative analysis for the first time.

Learning Business Statistics with Microsoft Excel 97

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Author :
Publisher :
ISBN 13 :
Total Pages : 454 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Learning Business Statistics with Microsoft Excel 97 by : John L. Neufeld

Download or read book Learning Business Statistics with Microsoft Excel 97 written by John L. Neufeld and published by . This book was released on 1998 with total page 454 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is a supplemental text intended to accompany an introductory statistics textbook. Each chapter is organized around a particular statistical concept or technique. Some of the chapters contain experiments designed to permit students to explore statistical concepts by using the computer to perform experiments. The use of Excel to conduct established analytical procedures is fully covered.

Statistical Analysis for Business Using JMP

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Publisher :
ISBN 13 : 9781607644767
Total Pages : 0 pages
Book Rating : 4.6/5 (447 download)

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Book Synopsis Statistical Analysis for Business Using JMP by : Willbann D. Terpening

Download or read book Statistical Analysis for Business Using JMP written by Willbann D. Terpening and published by . This book was released on 2011 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Statistical Analysis for Business Using JMP: A Student's Guide by Willbann D. Terpening is a complete and thorough introduction to business statistics using JMP. While designed for introductory business statistics courses at the undergraduate or MBA level, industry professionals wanting to brush up on their knowledge of statistics and those wanting an introduction to using JMP for statistical analysis will also find the book useful. The book starts with an introduction to using JMP in statistical analysis, basic descriptive statistics and graphical analysis, and the fundamentals of inferential statistics. The book then covers more advanced topics in inferential statistics organized around the analysis platforms of JMP. Topics include the effects of a qualitative variable on a quantitative variable (two group tests and analysis of variance), the effects of a qualitative variable on a qualitative variable (chi-square and contingency tables), the effects of a quantitative variable on a quantitative variable (simple regression and correlation), and the effects of a quantitative variable on a qualitative variable (logistic and multinomial regression). The final chapter provides an introduction to multivariate statistics and multiple regression.

Business Statistics Using Excel

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Author :
Publisher : Oxford University Press
ISBN 13 : 0199659516
Total Pages : 505 pages
Book Rating : 4.1/5 (996 download)

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Book Synopsis Business Statistics Using Excel by : Glyn Davis

Download or read book Business Statistics Using Excel written by Glyn Davis and published by Oxford University Press. This book was released on 2013-02-28 with total page 505 pages. Available in PDF, EPUB and Kindle. Book excerpt: Offering a comprehensive, "step-by-step" approach to the subject, Business Statistics Using Excel, Second Edition, gives students the tools and skills they need to succeed in their coursework. FEATURES - "Techniques in Practice" exercises at the end of each chapter encourage self-assessment - Excel screenshots provide clear and helpful examples that illustrate how to apply Excel skills to business statistics - Full integration of Excel exercises and applications--both in the textbook and on the Companion Website--enable both classroom-led learning or self-directed study NEW TO THIS EDITION - Expanded coverage of probability and probability distributions - Updated checklists help students to link the skills to their own development portfolios - All chapters have been fully revised and updated to include additional examples, explanations, and discussion questions - Greater emphasis on employability skills, which enables students to contextualize their learning and also helps them to identify how these skills can be applied and valued in real business environments The accompanying Companion Website offers a variety of features: For students: - Introduction to Microsoft Excel 2010 - Self-test multiple-choice questions - Data from the exercises in the book - Links to key websites - Online glossary - Revision tips - Visual walk-throughs - Numerical-skills workbook: New to the second edition, this online refresher course covering basic math and Microsoft Excel helps reinforce students' confidence in their mathematical ability For instructors: - Instructor's Manual containing a guide to structuring lectures and worked-out answers to exercises in the book - PowerPoint slides - A Testbank with thirty questions per chapter

Applied Statistics for Business and Management using Microsoft Excel

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 1461484235
Total Pages : 426 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Applied Statistics for Business and Management using Microsoft Excel by : Linda Herkenhoff

Download or read book Applied Statistics for Business and Management using Microsoft Excel written by Linda Herkenhoff and published by Springer Science & Business Media. This book was released on 2013-11-26 with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt: Applied Business Statistics for Business and Management using Microsoft Excel is the first book to illustrate the capabilities of Microsoft Excel to teach applied statistics effectively. It is a step-by-step exercise-driven guide for students and practitioners who need to master Excel to solve practical statistical problems in industry. If understanding statistics isn’t your strongest suit, you are not especially mathematically-inclined, or if you are wary of computers, this is the right book for you. Excel, a widely available computer program for students and managers, is also an effective teaching and learning tool for quantitative analyses in statistics courses. Its powerful computational ability and graphical functions make learning statistics much easier than in years past. However, Applied Business Statistics for Business and Management capitalizes on these improvements by teaching students and practitioners how to apply Excel to statistical techniques necessary in their courses and workplace. Each chapter explains statistical formulas and directs the reader to use Excel commands to solve specific, easy-to-understand business problems. Practice problems are provided at the end of each chapter with their solutions.

Predictive Analytics

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Publisher : Que Publishing
ISBN 13 : 0132967251
Total Pages : 302 pages
Book Rating : 4.1/5 (329 download)

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Book Synopsis Predictive Analytics by : Conrad Carlberg

Download or read book Predictive Analytics written by Conrad Carlberg and published by Que Publishing. This book was released on 2012-07-02 with total page 302 pages. Available in PDF, EPUB and Kindle. Book excerpt: Excel predictive analytics for serious data crunchers! The movie Moneyball made predictive analytics famous: Now you can apply the same techniques to help your business win. You don’t need multimillion-dollar software: All the tools you need are available in Microsoft Excel, and all the knowledge and skills are right here, in this book! Microsoft Excel MVP Conrad Carlberg shows you how to use Excel predictive analytics to solve real-world problems in areas ranging from sales and marketing to operations. Carlberg offers unprecedented insight into building powerful, credible, and reliable forecasts, showing how to gain deep insights from Excel that would be difficult to uncover with costly tools such as SAS or SPSS. You’ll get an extensive collection of downloadable Excel workbooks you can easily adapt to your own unique requirements, plus VBA code—much of it open-source—to streamline several of this book’s most complex techniques. Step by step, you’ll build on Excel skills you already have, learning advanced techniques that can help you increase revenue, reduce costs, and improve productivity. By mastering predictive analytics, you’ll gain a powerful competitive advantage for your company and yourself. • Learn both the “how” and “why” of using data to make better tactical decisions • Choose the right analytics technique for each problem • Use Excel to capture live real-time data from diverse sources, including third-party websites • Use logistic regression to predict behaviors such as “will buy” versus “won’t buy” • Distinguish random data bounces from real, fundamental changes • Forecast time series with smoothing and regression • Construct more accurate predictions by using Solver to find maximum likelihood estimates • Manage huge numbers of variables and enormous datasets with principal components analysis and Varimax factor rotation • Apply ARIMA (Box-Jenkins) techniques to build better forecasts and understand their meaning

Microsoft Excel Data Analysis and Business Modeling

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Author :
Publisher : Microsoft Press
ISBN 13 : 1509304223
Total Pages : 1241 pages
Book Rating : 4.5/5 (93 download)

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Book Synopsis Microsoft Excel Data Analysis and Business Modeling by : Wayne Winston

Download or read book Microsoft Excel Data Analysis and Business Modeling written by Wayne Winston and published by Microsoft Press. This book was released on 2016-11-29 with total page 1241 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the eBook of the printed book and may not include any media, website access codes, or print supplements that may come packaged with the bound book. Master business modeling and analysis techniques with Microsoft Excel 2016, and transform data into bottom-line results. Written by award-winning educator Wayne Winston, this hands on, scenario-focused guide helps you use Excel’s newest tools to ask the right questions and get accurate, actionable answers. This edition adds 150+ new problems with solutions, plus a chapter of basic spreadsheet models to make sure you’re fully up to speed. Solve real business problems with Excel–and build your competitive advantage Quickly transition from Excel basics to sophisticated analytics Summarize data by using PivotTables and Descriptive Statistics Use Excel trend curves, multiple regression, and exponential smoothing Master advanced functions such as OFFSET and INDIRECT Delve into key financial, statistical, and time functions Leverage the new charts in Excel 2016 (including box and whisker and waterfall charts) Make charts more effective by using Power View Tame complex optimizations by using Excel Solver Run Monte Carlo simulations on stock prices and bidding models Work with the AGGREGATE function and table slicers Create PivotTables from data in different worksheets or workbooks Learn about basic probability and Bayes’ Theorem Automate repetitive tasks by using macros

Learning Business Statistics with Microsoft Excel 2000

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Author :
Publisher :
ISBN 13 :
Total Pages : 494 pages
Book Rating : 4.0/5 ( download)

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Book Synopsis Learning Business Statistics with Microsoft Excel 2000 by : John L. Neufeld

Download or read book Learning Business Statistics with Microsoft Excel 2000 written by John L. Neufeld and published by . This book was released on 2001 with total page 494 pages. Available in PDF, EPUB and Kindle. Book excerpt: Business statistics students at both the undergraduate and MBA level who are not experts in the use of Excel. This text is designed to reflect the important changes in the teaching of statistics brought about by the usage of computers. It takes advantage of the ability of computers to help students understand statistical methods. It uses a straightforward, step-by-step approach, and uses the computer both as a tool for solving statistical problems and as pedagogical device to help students understand difficult concepts. *Excel usage has been simplified: Less emphasis on formatting. More emphasis on helping students get the 'big picture'. *Excel is used more as a scratch pad: In the revision the approach has moved from creating worksheets which automatically solve problems to using Excel as a scratch pad for each problem that arises. *All screen captures updated to Excel 2000 and all the material has been tested on Excel 2000. *Step-by-step instructions: Detailed instructions are given as each new topic is introduced. As students become more familiar with the topics less coaching is provided. *Computer demonstrations reinforce student understanding: Students are directed to use Exce