Data Forecasting And Segmentation Using Microsoft Excel
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Data Forecasting and Segmentation Using Microsoft Excel
Author: Fernando Roque
language: en
Publisher: Packt Publishing Ltd
Release Date: 2022-05-27
Perform time series forecasts, linear prediction, and data segmentation with no-code Excel machine learning Key Features • Segment data, regression predictions, and time series forecasts without writing any code • Group multiple variables with K-means using Excel plugin without programming • Build, validate, and predict with a multiple linear regression model and time series forecasts Book Description Data Forecasting and Segmentation Using Microsoft Excel guides you through basic statistics to test whether your data can be used to perform regression predictions and time series forecasts. The exercises covered in this book use real-life data from Kaggle, such as demand for seasonal air tickets and credit card fraud detection. You'll learn how to apply the grouping K-means algorithm, which helps you find segments of your data that are impossible to see with other analyses, such as business intelligence (BI) and pivot analysis. By analyzing groups returned by K-means, you'll be able to detect outliers that could indicate possible fraud or a bad function in network packets. By the end of this Microsoft Excel book, you'll be able to use the classification algorithm to group data with different variables. You'll also be able to train linear and time series models to perform predictions and forecasts based on past data. What you will learn • Understand why machine learning is important for classifying data segmentation • Focus on basic statistics tests for regression variable dependency • Test time series autocorrelation to build a useful forecast • Use Excel add-ins to run K-means without programming • Analyze segment outliers for possible data anomalies and fraud • Build, train, and validate multiple regression models and time series forecasts Who this book is for This book is for data and business analysts as well as data science professionals. MIS, finance, and auditing professionals working with MS Excel will also find this book beneficial.
Hands-On Financial Modeling with Excel for Microsoft 365
Explore a variety of Excel features, functions, and productivity tips for various aspects of financial modeling Key Features Explore Excel's financial functions and pivot tables with this updated second edition Build an integrated financial model with Excel for Microsoft 365 from scratch Perform financial analysis with the help of real-world use cases Book DescriptionFinancial modeling is a core skill required by anyone who wants to build a career in finance. Hands-On Financial Modeling with Excel for Microsoft 365 explores financial modeling terminologies with the help of Excel. Starting with the key concepts of Excel, such as formulas and functions, this updated second edition will help you to learn all about referencing frameworks and other advanced components for building financial models. As you proceed, you'll explore the advantages of Power Query, learn how to prepare a 3-statement model, inspect your financial projects, build assumptions, and analyze historical data to develop data-driven models and functional growth drivers. Next, you'll learn how to deal with iterations and provide graphical representations of ratios, before covering best practices for effective model testing. Later, you'll discover how to build a model to extract a statement of comprehensive income and financial position, and understand capital budgeting with the help of end-to-end case studies. By the end of this financial modeling Excel book, you'll have examined data from various use cases and have developed the skills you need to build financial models to extract the information required to make informed business decisions.What you will learn Identify the growth drivers derived from processing historical data in Excel Use discounted cash flow (DCF) for efficient investment analysis Prepare detailed asset and debt schedule models in Excel Calculate profitability ratios using various profit parameters Obtain and transform data using Power Query Dive into capital budgeting techniques Apply a Monte Carlo simulation to derive key assumptions for your financial model Build a financial model by projecting balance sheets and profit and loss Who this book is for This book is for data professionals, analysts, traders, business owners, and students who want to develop and implement in-demand financial modeling skills in their finance, analysis, trading, and valuation work. Even if you don't have any experience in data and statistics, this book will help you get started with building financial models. Working knowledge of Excel is a prerequisite.
Microsoft Excel 365 Data Analysis Masterclass
Unlock the Power of Your Data: Become an Excel 365 Analysis Master Are you ready to transform your Excel skills and become a data analysis powerhouse? In Microsoft Excel 365 Data Analysis Masterclass: A Practical Guide to Power Query, Power Pivot, DAX, and Data Visualization, expert P. Swift provides a comprehensive, hands-on approach that will take you from Excel novice to advanced data analysis pro. This isn’t just another dry textbook – it’s your practical guide to mastering the core tools and techniques that will help you make sense of your data and drive real results. From Basic to Advanced: Your Journey to Excel Mastery Have you been struggling with basic Excel functionality? Do you often find that you are just skimming the surface? With Excel 365 Data Analysis Masterclass, you'll start with the essentials, quickly moving from basic spreadsheet functions to complex data manipulation techniques. You’ll learn all of the core concepts, so you can be comfortable using both basic and advanced techniques, no matter your prior experience. This book is equally suitable for those that have “Microsoft Excel Data Analysis for Beginners,” as well as for Excel for Data Professionals, making it a perfect guide for anyone, at any level. Harness the Power of Excel 365’s Most Powerful Tools This book will teach you all the tools that you need to be a proficient Excel user. You will learn all of the must know areas of Microsoft Excel Data Analysis, including all areas of Excel 365 Data Analysis. No matter what your data analysis needs are, this book will have you covered. Power Query Mastery: Tired of manually cleaning and transforming your messy data? We'll show you how to become a master of “Power Query Excel,” learning how to automate the entire process of data import and manipulation, no matter the size or complexity of your data set. Power Pivot Expertise: You'll unlock the secrets of “Power Pivot Excel,” using it to build robust data models and perform complex calculations that were not previously possible in Excel. If you’ve heard about data modeling, but have never used Power Pivot, then this book will show you everything that you need to know. DAX Demystified: Unleash the power of “Excel DAX Formulas” and perform calculations that go beyond the basics. You’ll become an expert at writing complex calculations that allow you to perform time series analysis, and other complex mathematical operations. Data Visualization that Captivates: Transform raw data into compelling visuals with our comprehensive guidance on “Excel Data Visualization.” Learn to create dashboards that clearly and concisely communicate data trends and patterns, and also allow the user to interact with your data. Transform Your Data, Transform Your Business This isn't just a theoretical guide. We emphasize Excel for Business Analysis by focusing on real-world examples and exercises that show you how to apply these techniques directly to your daily work. Whether you're in finance, marketing, project management, or any other field, this book will give you an edge by providing useful techniques that you can use immediately. Learn how to streamline your work, increase your productivity, and improve your overall performance. Key Skills You’ll Master: Advanced Techniques: We will focus on all aspects of “Advanced Excel Analysis,” including using Excel in ways that you never thought possible. You’ll be able to perform complex tasks that require expert level skills. Data Modeling: You’ll become an expert at “Excel Data Modeling,” and will be able to connect multiple tables of data. Data Cleaning and Transformation: You'll master “Excel Data Cleaning” using the tools that Excel has to offer, ensuring that you have clean, reliable data. Data Reporting: Learn the best ways to format data and how to provide a summary using the tools Excel provides for “Excel Data Reporting.” Data Automation: Transform your manual tasks into fully automated workflows using the powerful functions of Excel and by implementing “Excel Data Automation Workflow.” Data Analytics: Combine all of your skills to become a power user of “Data Analytics Excel.” You’ll learn the best practices to use data to drive business decisions. Complex Calculations: Unleash the power of DAX and learn how to implement a wide range of complex formulas. Pivot Tables: Unlock the power of “Excel Pivot Tables,” to quickly create customized tables to summarize large datasets. Targeted for Every Excel User This book is designed to be useful for everyone, from the Excel novice to the experienced data professional. You will learn the essentials of data analysis, as well as more advanced techniques that can help you take your skills to the next level. Whether you want to streamline your reporting process, make better business decisions, or simply improve your overall Excel skillset, this book will help you achieve your goals. If you are working in “Excel for Financial Analysis” you will find the real-world applications in this book to be incredibly useful. If you are looking for ways to use “Advanced Data Analysis Techniques in Excel,” or want to get more out of “Excel Data Analysis with Power Query and Power Pivot” then this is the right book for you. Ready to Take Your Excel Skills to the Next Level? Stop struggling with spreadsheets and start unlocking the true potential of your data. Liam P. Swift’s Microsoft Excel 365 Data Analysis Masterclass is your proven path to Excel mastery. Don’t wait any longer! Click the "Buy Now" button and start transforming your data analysis skills today!