Data For Pivot Table Practice

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  data for pivot table practice: Microsoft Excel Pivot Table Data Crunching (Office 2021 and Microsoft 365) Bill Jelen, 2021-12-21 Use Microsoft 365 Excel and Excel 2021 pivot tables and pivot charts to produce powerful, dynamic reports in minutes: take control of your data and your business! Even if you've never created a pivot table before, this book will help you leverage all their flexibility and analytical power— including important recent improvements in Microsoft 365 Excel. Drawing on more than 30 years of cutting-edge Excel experience, MVP Bill Jelen (“MrExcel”) shares practical “recipes” for solving real business problems, expert insights for avoiding mistakes, and advanced tips and tricks you'll find nowhere else. By reading this book, you will: Master easy, powerful ways to create, customize, change, and control pivot tables Transform huge datasets into clear summary reports Instantly highlight your most profitable customers, products, or regions Use the data model and Power Query to quickly analyze disparate data sources Create powerful crosstab reports with new dynamic arrays and Power Query Build geographical pivot tables with 3D Maps Construct and share state-of-the-art dynamic dashboards Revamp analyses on the fly by dragging and dropping fi elds Build dynamic self-service reporting systems Share your pivot tables with colleagues Create data mashups using the full Power Pivot capabilities in modern Excel versions Generate pivot tables using either VBA on the Desktop or Typescript in Excel Online Save time and avoid formatting problems by adapting reports with GetPivotData Unpivot source data so it's easier to work with Use new Analyze Data artificial intelligence to create pivot tables
  data for pivot table practice: 101 Best Excel Tips & Tricks Bryan Hong, John Michaloudis, 2021-03-19 Learn the Best Excel Tips & Tricks Ever: FORMULAS, MACROS, PIVOT TABLES, FORMATTING, DATA, MICROSOFT OFFICE 365 plus Many More! With this book, you'll learn to apply the must know Excel features and tricks to make your data analysis & reporting easier and will save time in the process. With this book you get the following: ✔ 101 Best Excel Tips & Tricks To Advance Your Excel Skills & Save You Hours ✔ New Excel Tips & Tricks for Microsoft Office 365 ✔ Easy to Read Step by Step Guide with Screenshots ✔ Downloadable Practice Excel Workbooks for each Tip & Trick ✔ You also get a FREE BONUS downloadable PDF version of this book! This book is a MUST-HAVE for Beginner to Intermediate Excel users who want to learn Microsoft Excel FAST & stand out from the crowd!
  data for pivot table practice: Pivot Table Data Crunching Bill Jelen, Michael Alexander, 2010-10-20 PivotTables may be Excel's most powerful feature, but Microsoft has estimated that only 15% of Excel users take advantage of them. That's because PivotTables (and their companion feature, PivotCharts) have a reputation for being difficult to learn. Not any more! In this book, Excel legends Bill Jelen (MrExcel) and Michael Alexander teach PivotTables and PivotCharts step-by-step, using realistic business scenarios that any Excel user can intuitively understand. Jelen and Alexander go far beyond merely explaining PivotTables and PivotCharts: they present practical recipes for solving a wide range of business problems. Drawing on more than 30 combined years of Excel experience, they provide tips and tricks you won't find anywhere else, and show exactly how to sidestep common mistakes. Coverage includes: Creating PivotTables, customizing them, and changing the way you view them Performing calculations within PivotTables Using PivotCharts and other visualizations Analyzing multiple data sources with PivotTables Sharing PivotTables with others Working with and analyzing OLAP data Making the most of Excel 2010's powerful new PowerPivot feature Using Excel 2010's Slicer to dynamically filter PivotTables Enhancing PivotTables with macros and VBA code This book is part of the new MrExcel Library series, edited by Bill Jelen, world-renowned Excel expert and host of the enormously popular Excel help site, MrExcel.com. Teaches PivotTables, PivotCharts, and Excel 2010's new PowerPivot feature through real-world scenarios that make intuitive sense to users at all levels Includes proven PivotTable recipes for instant on-the-job results Helps Excel users avoid common pitfalls and mistakes Part of the brand-new MrExcel Library series, edited by Excel legend Bill Jelen
  data for pivot table practice: Microsoft Excel 2019 Pivot Table Data Crunching Bill Jelen, Michael Alexander, 2018-12-27 Renowned Excel experts Bill Jelen (MrExcel) and Michael Alexander help you crunch data from any source with Excel 2019 pivot tables. Use Excel 2019 pivot tables and pivot charts to produce powerful, dynamic reports in minutes instead of hours, to take control of your data and your business. Even if you’ve never created a pivot table before, this book will help you leverage all their remarkable flexibility and analytical power–including valuable improvements in Excel 2019 and Excel in Office 365. Drawing on more than 45 combined years of Excel experience, Bill Jelen and Michael Alexander offer practical “recipes” for solving real business problems, help you avoid common mistakes, and present tips and tricks you’ll find nowhere else. By reading this book, you will: • Master easy, powerful ways to create, customize, change, and control pivot tables • Control all future pivot tables using new pivot table defaults • Transform huge data sets into clear summary reports • Instantly highlight your most profitable customers, products, or regions • Use Power Query to quickly import, clean, shape, and analyze disparate data sources • Build geographical pivot tables with 3D Map • Construct and share state-of-the-art dynamic dashboards • Revamp analyses on the fly by dragging and dropping fields • Build dynamic self-service reporting systems • Share your pivot tables with colleagues • Create data mashups using the full Power Pivot capabilities of Excel 2019 and Excel in Office 365 • Automate pivot tables with macros and VBA • Save time by adapting reports with GetPivotData • Discover today’s most useful pivot table tips and shortcuts
  data for pivot table practice: Excel 2010 Workbook For Dummies Greg Harvey, 2010-08-13 Reinforce your understanding of Excel with these Workbook exercises Boost your knowledge of important Excel tasks by putting your skills to work in real-world situations. The For Dummies Workbook format provides more than 100 exercises that help you create actual results with Excel so you can gain proficiency. Perfect for students, people learning Excel on their own, and financial professionals who must plan and execute complex projects in Excel, Excel 2010 Workbook For Dummies helps you discover all the ways this program can work for you. Excel is the world's most popular number-crunching program, and For Dummies books are the most popular guides to Excel The Workbook approach offers practical application, with more than 100 exercises to work through and plenty of step-by-step guidance This guide covers the new features of Excel 2010, includes a section on creating graphic displays of information, and offers ideas for financial planners Also provides exercises on using formulas and functions, managing and securing data, and performing data analysis A companion CD-ROM includes screen shots and practice materials Excel 2010 Workbook For Dummies helps you get comfortable with Excel so you can take advantage of all it has to offer. Note: CD-ROM/DVD and other supplementary materials are not included as part of eBook file.
  data for pivot table practice: Excel 2013 Pivot Table Data Crunching Bill Jelen, Michael Alexander, 2013-03-18 PivotTables may be Excel's most powerful feature, but Microsoft has estimated that only 15% of Excel users take advantage of them. That's because PivotTables (and their companion feature, PivotCharts) have a reputation for being difficult to learn. Not any more! In this expert tutorial, Excel legends Bill Jelen (MrExcel) and Michael Alexander teach PivotTables and PivotCharts step-by-step, using realistic business scenarios that any Excel user can intuitively understand. Jelen and Alexander go far beyond merely explaining PivotTables and PivotCharts: they present practical recipes for solving a wide range of business problems. Drawing on more than 35 combined years of Excel experience, they provide tips and tricks readers won't find anywhere else, and show exactly how to sidestep common mistakes. Coverage includes: * Creating PivotTables, customizing them, and changing the way you view them * Performing calculations within PivotTables * Using PivotCharts and other visualizations * Analyzing multiple data sources with PivotTables * Sharing PivotTables with others * Working with and analyzing OLAP data * Making the most of Excel 2013's powerful new PowerPivot feature * Using Excel 2013's Slicer to dynamically filter PivotTables * Enhancing PivotTables with macros and VBA code This book is part of the popular MrExcel's Library series, edited by Bill Jelen, world-renowned Excel expert and host of the world-renowned Excel help site, MrExcel.com.
  data for pivot table practice: A Complete Guide to PivotTables Paul Cornell, 2007-03-01 *Practical step-by-step tutorials and business examples guide the reader through everything they need to know about Pivot Tables. *This book focuses specifically on Pivot Tables where most books only include a section on them. Since many users find Pivot Tables very challenging, the single focus of this book offers an accessible but full tutorial on this important part of Excel. *Paul Cornell works at Microsoft and has a long career writing about Office and Excel for Power Users, who are the audience he is now writing for in this new book.
  data for pivot table practice: Excel Power Pivot & Power Query For Dummies Michael Alexander, 2016-03-18 A guide to PowerPivot and Power Query no data cruncher should be without! Want to familiarize yourself with the rich set of Microsoft Excel tools and reporting capabilities available from PowerPivot and Power Query? Look no further! Excel PowerPivot & Power Query For Dummies shows you how this powerful new set of tools can be leveraged to more effectively source and incorporate 'big data' Business Intelligence and Dashboard reports. You'll discover how PowerPivot and Power Query not only allow you to save time and simplify your processes, but also enable you to substantially enhance your data analysis and reporting capabilities. Gone are the days of relatively small amounts of data—today's data environment demands more from business analysts than ever before. Now, with the help of this friendly, hands-on guide, you'll learn to use PowerPivot and Power Query to expand your skill-set from the one-dimensional spreadsheet to new territories, like relational databases, data integration, and multi-dimensional reporting. Demonstrates how Power Query is used to discover, connect to, and import your data Shows you how to use PowerPivot to model data once it's been imported Offers guidance on using these tools to make analyzing data easier Written by a Microsoft MVP in the lighthearted, fun style you've come to expect from the For Dummies brand If you spend your days analyzing data, Excel PowerPivot & Power Query For Dummies will get you up and running with the rich set of Excel tools and reporting capabilities that will make your life—and work—easier.
  data for pivot table practice: Excel Pivot Table Champion: How to Easily Manage and Analyze Giant Databases with Microsoft Excel Pivot Tables Henry E. Mejia, 2019-03-08 This is the 3rd Book in the Excel Champions series! Becoming an Excel Pivot Tables Champion increases your chances professional growth! If you don't believe me, continue reading. THIS PIVOT TABLES BOOK IS SO GREAT! NOW I CAN ANALYZE GIANT DATABASES WITHIN SECONDS! - Sales Coordinator of a Wholesale Company Have you ever wanted to summarize a massive Database? Pivot Tables in excel are absolutely one of the best tools, the benefits of knowing how to create excel pivot tables are a lot, since in most is almost impossible to manually perform the work done by the Pivot Table. Have you ever wanted to answer a lot of questions about your business? Have you ever needed to find out the important insights hidden in your ERP data? Within seconds an excel Pivot Table can give you all those answers. DIFFERENTIATION FACTORS OF EXCEL PIVOT TABLES CHAMPION Full of screenshots and examples Includes for free 40 Practice excel spreadsheets Includes for free the first chapter of 2 of my books: Vlookup Champion and Conditional Formatting Champion You will learn how to create a pivot table in excel in many different ways within your job or business. You will learn quickly and in an easy to understand way. This book gradually increases your knowledge level THIS BOOK IS FOR YOU IF YOU WANT TO: Understand once and for all How create and use Pivot Tables like a Pro Extract all the importan gold nuggets hidden in the Database you have Build a nice looking report to present at a meeting. Save a lot of time and effort with a few simple clicks Here is the Table of Contents. You will learn EVERYTHING about using excel Pivot Tables. CHAPTER 1: WHAT IS A PIVOT TABLE AND WHICH ARE ITS BENEFITS? CHAPTER 2: SOURCE DATA CHAPTER 3: PIVOT TABLE EDITOR/CREATOR PARTS CHAPTER 4: PIVOT TABLES WITH 2 CONDITIONALS CHAPTER 5: PIVOT TABLE VALUES OPTIONS CHAPTER 6: PIVOT TABLES WITH 3 CONDITIONALS CHAPTER 7: PIVOT TABLES WITH 4 CONDITIONALS CHAPTER 8: DYNAMIC PIVOT TABLES WITH SLICERS CHAPTER 9: BONUS: EXCEL CONDITIONAL FORMATTING CHAMPION FRAGMENT CHAPTER 10: BONUS: EXCEL VLOOKUP CHAMPION FRAGMENT CHAPTER 11: QUICK FINAL TIPS Take action now and GET THIS BOOK. Become better at your job and at excel using Pivot Tables in Excel like a seasoned Pro! How much money is your time/hour worth? $10, $20, $50, $100? Even if this book could save you just 1 hour a week, it would have been a great return of your investment. And believe me, you can save much more time than just 1 hour a week. CLICK BUY NOW AND BECOME AN EXCEL PIVOT TABLES CHAMPION!
  data for pivot table practice: Analyzing Data with Power BI and Power Pivot for Excel Alberto Ferrari, Marco Russo, 2017-04-28 Renowned DAX experts Alberto Ferrari and Marco Russo teach you how to design data models for maximum efficiency and effectiveness. How can you use Excel and Power BI to gain real insights into your information? As you examine your data, how do you write a formula that provides the numbers you need? The answers to both of these questions lie with the data model. This book introduces the basic techniques for shaping data models in Excel and Power BI. It’s meant for readers who are new to data modeling as well as for experienced data modelers looking for tips from the experts. If you want to use Power BI or Excel to analyze data, the many real-world examples in this book will help you look at your reports in a different way–like experienced data modelers do. As you’ll soon see, with the right data model, the correct answer is always a simple one! By reading this book, you will: • Gain an understanding of the basics of data modeling, including tables, relationships, and keys • Familiarize yourself with star schemas, snowflakes, and common modeling techniques • Learn the importance of granularity • Discover how to use multiple fact tables, like sales and purchases, in a complex data model • Manage calendar-related calculations by using date tables • Track historical attributes, like previous addresses of customers or manager assignments • Use snapshots to compute quantity on hand • Work with multiple currencies in the most efficient way • Analyze events that have durations, including overlapping durations • Learn what data model you need to answer your specific business questions About This Book • For Excel and Power BI users who want to exploit the full power of their favorite tools • For BI professionals seeking new ideas for modeling data
  data for pivot table practice: Excel 2019 Bible Michael Alexander, Richard Kusleika, John Walkenbach, 2018-09-20 The complete guide to Excel 2019 Whether you are just starting out or an Excel novice, the Excel 2019 Bible is your comprehensive, go-to guide for all your Excel 2019 needs. Whether you use Excel at work or at home, you will be guided through the powerful new features and capabilities to take full advantage of what the updated version offers. Learn to incorporate templates, implement formulas, create pivot tables, analyze data, and much more. Navigate this powerful tool for business, home management, technical work, and much more with the only resource you need, Excel 2019 Bible. Create functional spreadsheets that work Master formulas, formatting, pivot tables, and more Get acquainted with Excel 2019's new features and tools Whether you need a walkthrough tutorial or an easy-to-navigate desk reference, the Excel 2019 Bible has you covered with complete coverage and clear expert guidance.
  data for pivot table practice: Practice Using Excel 5 for Windows Donna M. Matherly, 1994
  data for pivot table practice: Storytelling with Data Cole Nussbaumer Knaflic, 2015-10-09 Don't simply show your data—tell a story with it! Storytelling with Data teaches you the fundamentals of data visualization and how to communicate effectively with data. You'll discover the power of storytelling and the way to make data a pivotal point in your story. The lessons in this illuminative text are grounded in theory, but made accessible through numerous real-world examples—ready for immediate application to your next graph or presentation. Storytelling is not an inherent skill, especially when it comes to data visualization, and the tools at our disposal don't make it any easier. This book demonstrates how to go beyond conventional tools to reach the root of your data, and how to use your data to create an engaging, informative, compelling story. Specifically, you'll learn how to: Understand the importance of context and audience Determine the appropriate type of graph for your situation Recognize and eliminate the clutter clouding your information Direct your audience's attention to the most important parts of your data Think like a designer and utilize concepts of design in data visualization Leverage the power of storytelling to help your message resonate with your audience Together, the lessons in this book will help you turn your data into high impact visual stories that stick with your audience. Rid your world of ineffective graphs, one exploding 3D pie chart at a time. There is a story in your data—Storytelling with Data will give you the skills and power to tell it!
  data for pivot table practice: The Basic Practice of Statistics Excel Manual Fred Hoppe, David S. Moore, 2003-06-15
  data for pivot table practice: Excel Workbook Alberto Clerici, 2015-03-04T00:00:00+01:00 Excel is the most popular and widely used productivity software in all business environments, and it is an irreplaceable companion in ordinary work as in the analysis of large amounts of complex data. Nevertheless, the majority of users knows and uses only a very limited number of features, often in an elementary way. This workbook shows in practice the use of a wide variety of formulas, functions and features (like pivot tables, macros or the Solver add-in) that allow to effectively and professionally work with Excel. The workbook starts with the basics and gets progressively to deal with very complex cases. It is a valuable support for college students, professionals and managers who want to learn the basics or to improve the knowledge of Excel up to an advanced level. In the dedicated web area, all the initial and solved files are available to carry out the exercises and check the solutions. Over 40 exercises are commented, to highlight the basic concepts and clarify the most complex ones. The authors are all lecturers for the course of Computer skills for economics at Università Bocconi in Milan: Massimo Ballerini, Alberto Clerici, Chiara Debernardi, Davide Del Corno, Maurizio De Pra, Gianluca Salviotti and Marco Sampietro.
  data for pivot table practice: Collect, Combine, and Transform Data Using Power Query in Excel and Power BI Gil Raviv, 2018-10-08 Using Power Query, you can import, reshape, and cleanse any data from a simple interface, so you can mine that data for all of its hidden insights. Power Query is embedded in Excel, Power BI, and other Microsoft products, and leading Power Query expert Gil Raviv will help you make the most of it. Discover how to eliminate time-consuming manual data preparation, solve common problems, avoid pitfalls, and more. Then, walk through several complete analytics challenges, and integrate all your skills in a realistic chapter-length final project. By the time you’re finished, you’ll be ready to wrangle any data–and transform it into actionable knowledge. Prepare and analyze your data the easy way, with Power Query · Quickly prepare data for analysis with Power Query in Excel (also known as Get & Transform) and in Power BI · Solve common data preparation problems with a few mouse clicks and simple formula edits · Combine data from multiple sources, multiple queries, and mismatched tables · Master basic and advanced techniques for unpivoting tables · Customize transformations and build flexible data mashups with the M formula language · Address collaboration challenges with Power Query · Gain crucial insights into text feeds · Streamline complex social network analytics so you can do it yourself For all information workers, analysts, and any Excel user who wants to solve their own business intelligence problems.
  data for pivot table practice: Beginning PivotTables in Excel 2007 Debra Dalgleish, 2007-12-01 Using a PivotTable in Microsoft Office Excel 2007 is a quick and exciting way to slice and dice a large amount of data. This book explains what PivotTables are, how you can benefit from using them, how to create them and modify them, and how to use their enhanced features. It is for experienced Excel users who want to learn how to use Excel 2007 Pivot Tables for fast data analysis. The author is an internationally recognized Excel authority. Her web site on Excel, contextures.com, has over 175,000 visitors a month.
  data for pivot table practice: Microsoft Excel Data Analysis and Business Modeling (Office 2021 and Microsoft 365) Wayne Winston, 2021-12-17 Master business modeling and analysis techniques with Microsoft Excel and transform data into bottom-line results. Award-winning educator Wayne Winston's hands-on, scenario-focused guide helps you use today's Excel to ask the right questions and get accurate, actionable answers. More extensively updated than any previous edition, new coverage ranges from one-click data analysis to STOCKHISTORY, dynamic arrays to Power Query, and includes six new chapters. Practice with over 900 problems, many based on real challenges faced by working analysts. Solve real problems with Microsoft Excel—and build your competitive advantage Quickly transition from Excel basics to sophisticated analytics Use recent Power Query enhancements to connect, combine, and transform data sources more effectively Use the LAMBDA and LAMBDA helper functions to create Custom Functions without VBA Use New Data Types to import data including stock prices, weather, information on geographic areas, universities, movies, and music Build more sophisticated and compelling charts Use the new XLOOKUP function to revolutionize your lookup formulas Master new Dynamic Array formulas that allow you to sort and filter data with formulas and find all UNIQUE entries Illuminate insights from geographic and temporal data with 3D Maps Improve decision-making with probability, Bayes' theorem, and Monte Carlo simulation and scenarios Use Excel trend curves, multiple regression, and exponential smoothing for predictive analytics Use Data Model and Power Pivot to effectively build and use relational data sources inside an Excel workbook
  data for pivot table practice: DAX Formulas for PowerPivot Rob Collie, 2012-12-12 Offers information on the patterns and techniques of the formula language DAX.
  data for pivot table practice: Excel Workbook For Dummies Paul McFedries, Greg Harvey, 2022-01-19 Get practical walkthroughs for the most useful Excel features Looking for easy-to-understand, practical guidance on how to go from Excel newbie to number crunching pro? Excel Workbook For Dummies is the hands-on tutorial you've been waiting for. This step-by-step guide is packed with exercises that walk you through the basic and advanced functions and formulas included in Excel. At your own speed, you'll learn how to enter data, format your spreadsheet, and apply the mathematical and statistical capabilities of the program. Work through the book from start to finish or, if you'd prefer, jump right to the section that's giving you trouble, whether that's data visualization, macros, analysis, or anything else. You can also: Brush up on and practice time-saving keyboard shortcuts for popular commands and actions Get a handle on multi-functional and practical pivot tables with intuitive practice exercises Learn to secure your data with spreadsheet password protections Perfect for new users of Excel, Excel Workbook For Dummies is also the ideal resource for those who know their way around a spreadsheet but need a refresher on some of the more advanced features of this powerful program.
  data for pivot table practice: Excel Best Practices for Business Loren Abdulezer, 2003-11-10 Spreadsheets have become the de facto standard for communicating business information and the preferred tool for analyzing business data. In this current climate, the accuracy and clarity of spreadsheets are paramount. However, busy managers have little time to sift through heaps of reference books to extrapolate techniques for making polished spreadsheets. Even with finished spreadsheets in hand, managers and business professionals still need a book which holds up a mirror to their real world situations and reflects hidden flaws; and then takes the next step and guides the reader in specific ways to rework these critical documents. Excel Best Practices for Business enables readers to examine their work and ask critical questions. And once asked, this book also answers with dynamic, practical approaches and provides Take-Aways extrapolated from real situations across a managerial spectrum, making this book more mentor than reference. In this book, a critical need is met. Book Highlights: XML in Microsoft Office Excel 2003: Entirely new to Excel 2003 is major support for XML, making Excel truly web capable and Internet ready. This book provides extensive coverage of these new features from a hands-on perspective. It identifies subtleties, gotchas and problems, and shows you practical solutions and workarounds. SPREADSHEET PORTALS: This book introduces the topic of Spreadsheet Portals, which elevates spreadsheet practices for the Internet-ready software to the next level. Aside from explaining the basic concepts and principles of Desktop Client Portals, best practice techniques for building your portal pages and reference implementations are provided. These reference implementations, sample spreadsheets, and online demos are provided on the book's CD. SPREADSHEET MAKEOVERS: What do you do when your manager or boss asks you to take over a complex, spreadsheet-based application and send out reports every two weeks? The person who created the spreadsheet no longer works for the company. Aside from a few emails, there's no documentation. You look at the spreadsheet and you find it has flaws. Never mind about fixing the old reports; the new ones are going to go out with your name on it. This report is not your prime responsibility. You do not have the time or resources to turn this into a whole project, yet you can't afford to leave it the way it is. Excel Best Practices for Business provides a step-by-step approach to these Mission Impossible situations and walks you through the steps with fully worked out examples. ASSISTIVE TECHNOLOGIES: For the first time in a mainstream book, the topic of preparing accessible spreadsheets for individuals with disabilities is addressed. Government agencies needing to make electronic information section 508 compliant and corporations choosing not to alienate communities with special needs will find the techniques presented invaluable. You will learn from a hands-on perspective how to organize and design accessible spreadsheets for the visually impaired that will work with Screen Reader software, how to set up Screen Reader software, and how to build graphical components that will work with Screen Readers. These practices are carried to the next level with the introduction of Assistive Portals. This allows you to make spreadsheets accessible and avoid having to alter your original spreadsheets. The Portal Page does all the work. Because it is table driven, there are no formulas or scripts to modify. Think of how this will change the economics of preparing accessible documents. There are many more topics in Excel Best Practices For Business including: practical techniques for visualizing hard-to-present data, incorporating Smart Data into your spreadsheets, how to build a Data Overpass, quantification of uncertainty, conversion of mountains of legacy data into manageable and useful form, spreadsheet auditing to validate the work of others, a hands-on approach to working with the Excel Solver tool, spreadsheet construction techniques through both simple design and large, complex applications. If you want to find about these and many other techniques covered, then Excel Best Practices for Business is the perfect guide!
  data for pivot table practice: Excel Data Analysis Hector Guerrero, 2018-12-14 This book offers a comprehensive and readable introduction to modern business and data analytics. It is based on the use of Excel, a tool that virtually all students and professionals have access to. The explanations are focused on understanding the techniques and their proper application, and are supplemented by a wealth of in-chapter and end-of-chapter exercises. In addition to the general statistical methods, the book also includes Monte Carlo simulation and optimization. The second edition has been thoroughly revised: new topics, exercises and examples have been added, and the readability has been further improved. The book is primarily intended for students in business, economics and government, as well as professionals, who need a more rigorous introduction to business and data analytics – yet also need to learn the topic quickly and without overly academic explanations.
  data for pivot table practice: R for Data Science Hadley Wickham, Garrett Grolemund, 2016-12-12 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
  data for pivot table practice: Managing Data Using Excel Mark Gardener, 2015-04-20 Microsoft Excel is a powerful tool that can transform the way you use data. This book explains in comprehensive and user-friendly detail how to manage, make sense of, explore and share data, giving scientists at all levels the skills they need to maximize the usefulness of their data. Readers will learn how to use Excel to: * Build a dataset – how to handle variables and notes, rearrangements and edits to data. * Check datasets – dealing with typographic errors, data validation and numerical errors. * Make sense of data – including datasets for regression and correlation; summarizing data with averages and variability; and visualizing data with graphs, pivot charts and sparklines. * Explore regression data – finding, highlighting and visualizing correlations. * Explore time-related data – using pivot tables, sparklines and line plots. * Explore association data – creating and visualizing contingency tables. * Explore differences – pivot tables and data visualizations including box-whisker plots. * Share data – methods for exporting and sharing your datasets, summaries and graphs. Alongside the text, Have a Go exercises, Tips and Notes give readers practical experience and highlight important points, and helpful self-assessment exercises and summary tables can be found at the end of each chapter. Supplementary material can also be downloaded on the companion website. Managing Data Using Excel is an essential book for all scientists and students who use data and are seeking to manage data more effectively. It is aimed at scientists at all levels but it is especially useful for university-level research, from undergraduates to postdoctoral researchers.
  data for pivot table practice: Excel 2016 Pivot Table Data Crunching Bill Jelen, Michael Alexander, 2015-11-05 Excel® 2016 PIVOT TABLE DATA CRUNCHING CRUNCH DATA FROM ANY SOURCE, QUICKLY AND EASILY, WITH EXCEL 2016 PIVOT TABLES! Use Excel 2016 pivot tables and pivot charts to produce powerful, dynamic reports in minutes instead of hours... understand exactly what’s going on in your business... take control, and stay in control! Even if you’ve never created a pivot table before, this book will help you leverage all their amazing flexibility and analytical power. Drawing on more than 40 combined years of Excel experience, Bill Jelen and Michael Alexander offer practical “recipes” for solving real business problems, help you avoid common mistakes, and present tips and tricks you’ll find nowhere else! • Create, customize, and change pivot tables • Transform huge data sets into clear summary reports • Analyze data faster with Excel 2016’s new recommended pivot tables • Instantly highlight your most profitable customers, products, or regions • Quickly import, clean, and shape data with Power Query vBuild geographical pivot tables with Power Map • Use Power View dynamic dashboards to see where your business stands • Revamp analyses on the fly by dragging and dropping fields • Build dynamic self-service reporting systems • Combine multiple data sources into one pivot table • Use Auto grouping to build date/time-based pivot tables faster vCreate data mashups with Power Pivot • Automate pivot tables with macros and VBA About MrExcel Library Every book in the MrExcel Library pinpoints a specific set of crucial Excel tasks and presents focused skills and examples for performing them rapidly and effectively. Selected by Bill Jelen, Microsoft Excel MVP and mastermind behind the leading Excel solutions website MrExcel.com, these books will • Dramatically increase your productivity—saving you 50 hours a year or more • Present proven, creative strategies for solving real-world problems • Show you how to get great results, no matter how much data you have • Help you avoid critical mistakes that even experienced users make Bill Jelen is MrExcel, the world’s #1 spreadsheet wizard. Jelen hosts MrExcel.com, the premier Excel solutions site, with more than 20 million page views annually. A Microsoft MVP for Excel, his best-sellers include Excel 2016 In Depth. Michael Alexander, Microsoft Certified Application Developer (MCAD) and Microsoft MVP, is author of several books on advanced business analysis with Excel and Access. He has more than 15 years of experience developing Office solutions. CATEGORY: Spreadsheets COVERS: Microsoft Excel 2016
  data for pivot table practice: Advanced Excel for Productivity Chris Urban, 2016-09 This book is for those who are familiar with Microsoft Excel and use it on a regular basis. You know there's more out there, a way to do more, faster, and better. Learn to step up your game with Advanced Excel for Productivity, a readable and useful guide to improving everything you do in Excel. Learn advanced techniques for Microsoft Excel, including keyboard shortcuts, functions, data analysis, VBA, and other advanced tips.
  data for pivot table practice: Managing Data Using Excel Mark Gardener, 2015-03-16 Microsoft Excel is a powerful tool that can transform the way you use data. This book explains in comprehensive and user-friendly detail how to manage, make sense of, explore and share data, giving scientists at all levels the skills they need to maximize the usefulness of their data. Readers will learn how to use Excel to: * Build a dataset – how to handle variables and notes, rearrangements and edits to data. * Check datasets – dealing with typographic errors, data validation and numerical errors. * Make sense of data – including datasets for regression and correlation; summarizing data with averages and variability; and visualizing data with graphs, pivot charts and sparklines. * Explore regression data – finding, highlighting and visualizing correlations. * Explore time-related data – using pivot tables, sparklines and line plots. * Explore association data – creating and visualizing contingency tables. * Explore differences – pivot tables and data visualizations including box-whisker plots. * Share data – methods for exporting and sharing your datasets, summaries and graphs. Alongside the text, Have a Go exercises, Tips and Notes give readers practical experience and highlight important points, and helpful self-assessment exercises and summary tables can be found at the end of each chapter. Supplementary material can also be downloaded on the companion website. Managing Data Using Excel is an essential book for all scientists and students who use data and are seeking to manage data more effectively. It is aimed at scientists at all levels but it is especially useful for university-level research, from undergraduates to postdoctoral researchers.
  data for pivot table practice: Data at Work Jorge Camões, 2016-04-08 Information visualization is a language. Like any language, it can be used for multiple purposes. A poem, a novel, and an essay all share the same language, but each one has its own set of rules. The same is true with information visualization: a product manager, statistician, and graphic designer each approach visualization from different perspectives. Data at Work was written with you, the spreadsheet user, in mind. This book will teach you how to think about and organize data in ways that directly relate to your work, using the skills you already have. In other words, you don’t need to be a graphic designer to create functional, elegant charts: this book will show you how. Although all of the examples in this book were created in Microsoft Excel, this is not a book about how to use Excel. Data at Work will help you to know which type of chart to use and how to format it, regardless of which spreadsheet application you use and whether or not you have any design experience. In this book, you’ll learn how to extract, clean, and transform data; sort data points to identify patterns and detect outliers; and understand how and when to use a variety of data visualizations including bar charts, slope charts, strip charts, scatter plots, bubble charts, boxplots, and more. Because this book is not a manual, it never specifies the steps required to make a chart, but the relevant charts will be available online for you to download, with brief explanations of how they were created.
  data for pivot table practice: Fundamentals of Crime Mapping: Principles and Practice Rebecca Paynich, Bryan Hill, 2009-04-16 Fundamentals of Crime Mapping introduces the topic of crime mapping and the history of GIS in law enforcement. This valuable text includes a workbook for hands-on instruction. Special topics discussed include: an up-to-date discussion of the current crime trends in rural and urban areas, the major ecological theories of crime, the notion of geographic profiling, empirical research using crime mapping tools, basic mapping terminology, and more!
  data for pivot table practice: Microsoft Excel 2016 Step by Step Curtis Frye, 2015-09-30 Now in full color! The quick way to learn Microsoft Excel 2016! This is learning made easy. Get more done quickly with Excel 2016. Jump in wherever you need answers--brisk lessons and full-color screen shots show you exactly what to do, step by step. Quickly set up workbooks, enter data, and format it for easier viewing Perform calculations and find and correct errors Filter, sort, summarize, and combine data Analyze data by using PivotTables, PivotCharts, scenarios, data tables, and Solver Visualize data with charts and graphs, including new sunbursts, waterfalls, and treemaps Build data models and use them in business intelligence analyses Create timelines, forecasts, and visualizations, including KPIs and PowerMap data maps Look up just the tasks and lessons you need
  data for pivot table practice: Java Concurrency in Practice Tim Peierls, Brian Goetz, Joshua Bloch, Joseph Bowbeer, Doug Lea, David Holmes, 2006-05-09 Threads are a fundamental part of the Java platform. As multicore processors become the norm, using concurrency effectively becomes essential for building high-performance applications. Java SE 5 and 6 are a huge step forward for the development of concurrent applications, with improvements to the Java Virtual Machine to support high-performance, highly scalable concurrent classes and a rich set of new concurrency building blocks. In Java Concurrency in Practice, the creators of these new facilities explain not only how they work and how to use them, but also the motivation and design patterns behind them. However, developing, testing, and debugging multithreaded programs can still be very difficult; it is all too easy to create concurrent programs that appear to work, but fail when it matters most: in production, under heavy load. Java Concurrency in Practice arms readers with both the theoretical underpinnings and concrete techniques for building reliable, scalable, maintainable concurrent applications. Rather than simply offering an inventory of concurrency APIs and mechanisms, it provides design rules, patterns, and mental models that make it easier to build concurrent programs that are both correct and performant. This book covers: Basic concepts of concurrency and thread safety Techniques for building and composing thread-safe classes Using the concurrency building blocks in java.util.concurrent Performance optimization dos and don'ts Testing concurrent programs Advanced topics such as atomic variables, nonblocking algorithms, and the Java Memory Model
  data for pivot table practice: Excel 2013 Pivot Table Data Crunching Bill Jelen, Michael Alexander, 2013-01-07 CRUNCH ANY DATA, FROM ANY SOURCE, QUICKLY AND EASILY, WITH EXCEL 2013 PIVOT TABLES! Use Excel 2013 pivot tables and pivot charts to produce powerful, dynamic reports in minutes instead of hours... understand exactly what’s going on in your business... take control, and stay in control! Even if you’ve never created a pivot table before, this book will help you leverage all their amazing flexibility and analytical power. In just the first seven chapters, you learn how to generate complex pivot reports complete with drill-down capabilities and accompanying charts. Then, you go even further, discovering how to build a comprehensive, dynamic pivot table reporting system for any business task or function. Learning advanced pivot table and pivot chart techniques for Excel 2013 or the newest Office 365 has never been easier. You’ll find simple, step-by-step instructions, real-world case studies, even complete, easy recipes for solving your most common business analysis problems. • Create, customize, and change your pivot tables and pivot charts • Transform gigantic data sets into crystal-clear summary reports • Summarize and analyze data even faster with new Excel 2013 recommended pivot tables • Instantly highlight your most (and least) profitable customers, products, or regions • Quickly filter pivot tables using slicers • Use dynamic dashboards using Power View to see exactly where your business stands right now • Revamp analyses on the fly by simply dragging and dropping fields • Build dynamic self-service reporting systems your entire team can use • Use PowerPivot or the Data Model to create pivot tables from multiple data sources and worksheets • Work with and analyze OLAP data, and much more About MrExcel Library: Every book in the MrExcel Library pinpoints a specific set of crucial Excel tasks and presents focused skills and examples for performing them rapidly and effectively. Selected by Bill Jelen, Microsoft Excel MVP and mastermind behind the leading Excel solutions website MrExcel.com, these books will • Dramatically increase your productivity—saving you 50 hours a year or more • Present proven, creative strategies for solving real-world problems • Show you how to get great results, no matter how much data you have • Help you avoid critical mistakes that even experienced users make CATEGORY: Spreadsheets COVERS: Microsoft Office Excel 2013
  data for pivot table practice: Unit 2 Analysing Spreadsheets and Graphs ,
  data for pivot table practice: Heinemann Learning to Pass Advanced ECDL AM4 Spreadsheets Using Office 2003 Jennifer Johnson, 2005-10 Covers the information students need to pass the Advanced ECDL AM4 Spreadsheets qualification using Microsoft Office 2003.
  data for pivot table practice: The Definitive Guide to DAX Alberto Ferrari, Marco Russo, 2015-10-14 This comprehensive and authoritative guide will teach you the DAX language for business intelligence, data modeling, and analytics. Leading Microsoft BI consultants Marco Russo and Alberto Ferrari help you master everything from table functions through advanced code and model optimization. You’ll learn exactly what happens under the hood when you run a DAX expression, how DAX behaves differently from other languages, and how to use this knowledge to write fast, robust code. If you want to leverage all of DAX’s remarkable power and flexibility, this no-compromise “deep dive” is exactly what you need. Perform powerful data analysis with DAX for Microsoft SQL Server Analysis Services, Excel, and Power BI Master core DAX concepts, including calculated columns, measures, and error handling Understand evaluation contexts and the CALCULATE and CALCULATETABLE functions Perform time-based calculations: YTD, MTD, previous year, working days, and more Work with expanded tables, complex functions, and elaborate DAX expressions Perform calculations over hierarchies, including parent/child hierarchies Use DAX to express diverse and unusual relationships Measure DAX query performance with SQL Server Profiler and DAX Studio
  data for pivot table practice: Excel Pivot Tables Mg Martin, 2019-06-24 Most organizations and businesses use Excel to perform data analysis. These organizations also use it for modeling. There are numerous features and add-ins that Excel offers which make it easier to perform data analysis and modeling. A Pivot Table is one such feature provided by Excel. You can analyze a million rows of data within a few clicks, show the required results, create a pivot chart or report, drag the necessary fields around and highlight the necessary information. It is imperative that people who use excel are well versed with using pivots. If you are looking to learn more about what a pivot table is and how you can use it for data analysis, you have come to the right place. Over the course of the book, you will learn more about what a Pivot Table: Insert A Pivot Table Drag Fields In A Pivot Sort Data In A Pivot Working With Tables Focus On Auditing The Data Refreshing The Pivot Accessing The Data Source Data Fields And many more.... If you have been looking forward to learning Excel Pivot Tables, grab a copy of this book today to help you begin your journey. What are you waiting for?
  data for pivot table practice: Excel 2003 Personal Trainer , 2004 With sections on editing, formatting, functions, formulas, lists, macros, creating and managing workbooks, and creating and editing charts, this tutorial also includes an interactive companion CD-ROM.
  data for pivot table practice: Microsoft Excel 2013 Alberto Ferrari, Marco Russo, 2013 Transform your skills, data, and business and create your own BI solutions using software you already know and love: Microsoft Excel. Two business intelligence (BI) experts take you inside PowerPivot functionality for Excel® 2013, with a focus on real world scenarios, problem-solving, and data modeling. You'll learn how to quickly turn mass quantities of data into meaningful information and on-the-job results?no programming required!
  data for pivot table practice: Beginning Excel, First Edition Barbara Lave, Diane Shingledecker, Julie Romey, Noreen Brown, Mary Schatz, 2020 This is the first edition of a textbook written for a community college introductory course in spreadsheets utilizing Microsoft Excel; second edition available: https://openoregon.pressbooks.pub/beginningexcel19/. While the figures shown utilize Excel 2016, the textbook was written to be applicable to other versions of Excel as well. The book introduces new users to the basics of spreadsheets and is appropriate for students in any major who have not used Excel before.
  data for pivot table practice: Genetic Mapping in Experimental Populations J. W. Van Ooijen, J. Jansen, 2013-08-08 A concise introduction to genetic linkage map construction for biological researchers, combining theory with practical exercises and problem-solving tips.
Chapter 4 Using Pivot Tables in Excel (Live Exercise with Data)
Using Pivot Tables in Excel (Live Exercise with Data) In chapter four, we used B.C.’s political donations data to learn how to build pivot tables, which group elements in your data and …

Training Module- Pivot Tables - Lone Star College
A pivot table usually consists of row, column and data (or fact) fields. To create a pivot table in Excel. 1. Open an .xlsx file. (You cannot save pivot tables or other calculations in .csv files.) 2. …

Microsoft Excel Pivot Tables Essentials 2019 Workshop
Nov 1, 2019 · These instructions illustrate how you can summarize and manipulate your worksheet data by using Pivot Tables, Filters, Slicers, and Pivot Charts. This manual will also …

Good Practice with Pivot Tables - University of Oxford
With a PivotTable report, you can summarise and perform various calculations on large amounts of data, categorise your data into groups and organize your data into a format that is easy to …

GUIDE TO USING PIVOT TABLES and PIVOT CHARTS in EXCEL …
Use this data to practice creating Pivot Tables and Pivot Charts. Session Goal: To orient users on how to use: 1) Pivot Tables to analyze worksheet data, and 2) Pivot Chart to create …

Microsoft Excel Pivot - pearsoncmg.com
In addition to quickly summarizing and calculating data, pivot tables enable you to change your analysis on the fly by simply moving fields from one area of a report to another.

Microsoft Excel 2016 Consolidate Data & Analyze with Pivot …
Before using the Pivot Table Tool, some useful functions should be noted when you want to consolidate (sum, average, etc.) data from multiple worksheets – to include data from entire …

Summary Pivot Tables in Google Sheets - Open Development …
We can use the pivot table function in Google Sheets and other spreadsheet software to get these kinds of useful summary calculations and much more. Pivot tables are one of the most useful …

Advanced Excel: Pivot Tables - Elmhurst Public Library
Figure 1: Data for Pivot Table In order for this data to work for a pivot table, you should have: No blank rows or columns, No data outside of the list (in other rows or columns), and (to repeat) …

Pivot Table Practice Data (book) - interactive.cornish.edu
reports in minutes take control of your data and your business Even if you ve never created a pivot table before this book will help you leverage all their flexibility and analytical power …

Pivot Tables - Spreadsheeto
Making your data ready for a Pivot Table Data comes in two forms: Raw and processed. Raw data fits well into a Pivot Table and makes you able to use a Pivot Table to its full potential. …

Excel Pivot Tables, Power Query, and Power Pivot
Preparing the Data for an Excel Pivot Table. Summarizing and Presenting Data with a Pivot Table. Study the course materials from pages 1 to 76. Complete the review questions at the …

Data Fundamentals Lab 7: Exploring Data with Pivot Table
ca 1 in different view like assistance category or year. To do this, you will use the one of spreadsheet software’s best features - Pivot . ables, which helps summarise data that is in …

Pivot Table Data Crunching Including Dynamic Arrays, Power …
In addition to quickly summarizing and calculating data, pivot tables enable you to change your analysis on the fly by simply moving fields from one area of a report to another. No other tool …

Pivot tables - Excel 2010 - BI4Dynamics
To learn how to use it in best possible way we created this guide about using Excel Pivot table. In this chapter, the difference between cubes, dimensions, attributes and hierarchies are …

Pivot Table Practice Exercises Copy - interactive.cornish.edu
Pivot Table Practice Exercises: Excel Workbook Alberto Clerici,2015-03-04T00:00:00+01:00 Excel is the most popular and widely used productivity software in all business environments …

The Pivot Table Source Data Checklist - Excel Campus
Pivot Tables are an amazingly powerful tool and you will want to make sure your data is ready for the Pivot Table before you create it. This includes organizing your data, formatting the …

Pivot tables - Excel 2010
Pivot table preview is divided in data description (dimensions) part and data value part. Data description part contains: - Header filter (global data filter),

Excel Pivot Tables - Learn Excel Now
With Pivot Tables, readability is key, so you want to make your data look good. Once you have the Pivot Table structure in place, you can manipulate the data by formatting, sorting, and …

Pivot Table Practice Exercises Copy - camp.aws.org
workbook shows in practice the use of a wide variety of formulas functions and features like pivot tables macros or the Solver add in needed to effectively and professionally work with Excel …

Chapter 4 Using Pivot Tables in Excel (Live Exercise with …
Using Pivot Tables in Excel (Live Exercise with Data) In chapter four, we used B.C.’s political donations data to learn how to build pivot tables, which group elements in your data and …

Training Module- Pivot Tables - Lone Star College
A pivot table usually consists of row, column and data (or fact) fields. To create a pivot table in Excel. 1. Open an .xlsx file. (You cannot save pivot tables or other calculations in .csv files.) 2. …

Microsoft Excel Pivot Tables Essentials 2019 Workshop
Nov 1, 2019 · These instructions illustrate how you can summarize and manipulate your worksheet data by using Pivot Tables, Filters, Slicers, and Pivot Charts. This manual will also …

Good Practice with Pivot Tables - University of Oxford
With a PivotTable report, you can summarise and perform various calculations on large amounts of data, categorise your data into groups and organize your data into a format that is easy to …

GUIDE TO USING PIVOT TABLES and PIVOT CHARTS in …
Use this data to practice creating Pivot Tables and Pivot Charts. Session Goal: To orient users on how to use: 1) Pivot Tables to analyze worksheet data, and 2) Pivot Chart to create …

Microsoft Excel Pivot - pearsoncmg.com
In addition to quickly summarizing and calculating data, pivot tables enable you to change your analysis on the fly by simply moving fields from one area of a report to another.

Microsoft Excel 2016 Consolidate Data & Analyze with Pivot …
Before using the Pivot Table Tool, some useful functions should be noted when you want to consolidate (sum, average, etc.) data from multiple worksheets – to include data from entire …

Summary Pivot Tables in Google Sheets - Open …
We can use the pivot table function in Google Sheets and other spreadsheet software to get these kinds of useful summary calculations and much more. Pivot tables are one of the most useful …

Advanced Excel: Pivot Tables - Elmhurst Public Library
Figure 1: Data for Pivot Table In order for this data to work for a pivot table, you should have: No blank rows or columns, No data outside of the list (in other rows or columns), and (to repeat) …

Pivot Table Practice Data (book) - interactive.cornish.edu
reports in minutes take control of your data and your business Even if you ve never created a pivot table before this book will help you leverage all their flexibility and analytical power …

Pivot Tables - Spreadsheeto
Making your data ready for a Pivot Table Data comes in two forms: Raw and processed. Raw data fits well into a Pivot Table and makes you able to use a Pivot Table to its full potential. But …

Excel Pivot Tables, Power Query, and Power Pivot
Preparing the Data for an Excel Pivot Table. Summarizing and Presenting Data with a Pivot Table. Study the course materials from pages 1 to 76. Complete the review questions at the …

Data Fundamentals Lab 7: Exploring Data with Pivot Table
ca 1 in different view like assistance category or year. To do this, you will use the one of spreadsheet software’s best features - Pivot . ables, which helps summarise data that is in …

Pivot Table Data Crunching Including Dynamic Arrays, Power …
In addition to quickly summarizing and calculating data, pivot tables enable you to change your analysis on the fly by simply moving fields from one area of a report to another. No other tool in …

Pivot tables - Excel 2010 - BI4Dynamics
To learn how to use it in best possible way we created this guide about using Excel Pivot table. In this chapter, the difference between cubes, dimensions, attributes and hierarchies are …

Pivot Table Practice Exercises Copy - interactive.cornish.edu
Pivot Table Practice Exercises: Excel Workbook Alberto Clerici,2015-03-04T00:00:00+01:00 Excel is the most popular and widely used productivity software in all business environments and it is …

The Pivot Table Source Data Checklist - Excel Campus
Pivot Tables are an amazingly powerful tool and you will want to make sure your data is ready for the Pivot Table before you create it. This includes organizing your data, formatting the numbers …

Pivot tables - Excel 2010
Pivot table preview is divided in data description (dimensions) part and data value part. Data description part contains: - Header filter (global data filter),

Excel Pivot Tables - Learn Excel Now
With Pivot Tables, readability is key, so you want to make your data look good. Once you have the Pivot Table structure in place, you can manipulate the data by formatting, sorting, and …

Pivot Table Practice Exercises Copy - camp.aws.org
workbook shows in practice the use of a wide variety of formulas functions and features like pivot tables macros or the Solver add in needed to effectively and professionally work with Excel …