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Statistics and Data Analysis with Excel: Advanced · LearnSpace
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Statistics and Data Analysis with Excel: Advanced

Курс от Macquarie University
Продвинутый≈ 11.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Advanced data analysis skills are what separate professionals who report on data from those who draw confident, evidence-based conclusions from it. This course takes your statistical toolkit to the highest level, equipping you with the techniques needed to analyse multiple datasets simultaneously, model complex cause-and-effect relationships, incorporate qualitative variables into quantitative models, and generate rigorous forecasts — all in Microsoft Excel. You'll begin with ANOVA — Analysis of Variance — learning how to compare three or more groups of data using one-way, two-way with replication, and two-way without replication tests. You'll then extend your regression skills into multiple regression, building models with several predictors, generating forecasts, and running the statistical tests that validate your results. Module 3 introduces dummy variable regression — a powerful technique for incorporating categorical data (such as region, product type, or yes/no variables) directly into a quantitative regression model. The course closes with advanced charting and forecasting, covering Bubble Charts for three-variable visualisation, Exponential Smoothing, and Excel's Forecast Sheet, including dashboard design principles and business cycle analysis. Who this is for: Data analysts, business analysts, and research professionals who have completed the Intermediate course in this series and are ready to apply the most demanding statistical techniques available in Excel. Join over 1 million professionals who have advanced their careers with our highly-rated Excel courses. Whether you’re looking to boost your employability, enhance your current role, or simply elevate your Excel skills, this course will provide you with the knowledge and tools to stand out in the competitive job market.

Навыки, которые вы освоите

Statistical Hypothesis TestingForecastingRegression AnalysisVariance AnalysisMicrosoft ExcelStatistical AnalysisTime Series Analysis and ForecastingData AnalysisData VisualizationPredictive ModelingData-Driven Decision-MakingAdvanced AnalyticsData Analysis SoftwareStatistical ModelingProbability & StatisticsStatistical InferenceExcel FormulasSpreadsheet SoftwareFinancial ForecastingStatistical Methods

Программа курса

5 модулей · 61 учебных материалов

01ANOVA - Analysis of Variance15 материалов

Welcome and Critical Information

Welcome to Statistics and Data Analysis with Excel: AdvancedВидеоCourse OverviewЧтениеYour Learning Path - How the course is structuredЧтение

ANOVA - Analysis of Variance

ANOVA - Analysis of VarianceВидео

Учитесь у экспертов

Assoc Prof Prashan S. M. Karunaratne

Associate Professor - Teaching & Leadership | SFHEA

Statistics and Data Analysis with Excel: Advanced
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Обучение на Coursera

≈ 11.8 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Узбекский, Казахский, Венгерский

Часть программы вашего университета
Download workbooks on ANOVA - Analysis of VarianceЧтение
One-way ANOVAВидео
Two-way ANOVA with replication - Part 1Видео
Two-way ANOVA with replication - Part 2Видео
Two-way ANOVA without replicationВидео
Toolbox Summary - One-Way ANOVAЧтение
Toolbox Summary - ANOVA Чтение
Why the Practice Assignment is after the Graded AssignmentЧтение
Test Yourself on ANOVAЗадание
Practice for the Final Assignment of the CourseЗадание
Optional Reading - ANOVAЧтение
02Multiple Regression13 материалов
Multiple Regression (Intro) Part 1ВидеоMultiple Regression (Intro) Part 2ВидеоDownload workbooks on Multiple RegressionЧтениеMultiple RegressionВидеоMultiple Regression - Forecasting part 1ВидеоPractice: Using Regression to Make Business DecisionsDIALOGUEMultiple Regression - Forecasting part 2ВидеоMultiple Regression - TestsВидеоToolbox Summary - Multiple RegressionЧтениеWhy the Practice Assignment is after the Graded AssignmentЧтениеTest Yourself on Multiple RegressionЗаданиеPractice for the Final Assignment of the CourseЗаданиеOptional Reading - Multiple RegressionЧтение
03Categorical Data and Dummy Regression11 материалов
Categorical Data and Dummy Regression ВидеоDownload workbooks on Categorical Data and Dummy RegressionЧтение Dummy RegressionВидеоDummy Regression - Forecasting - Part 1 ВидеоDummy Regression - Forecasting - Part 2Видео Dummy Regression - TestsВидеоToolbox Summary - Dummy RegressionЧтениеWhy the Practice Assignment is after the Graded AssignmentЧтениеTest Yourself on Categorical Data and Dummy RegressionЗаданиеPractice for the Final Assignment of the CourseЗаданиеOptional Reading - Categorical Data and Dummy RegressionЧтение
04Advanced Charting and Forecasting15 материалов
Advanced Charting and Forecasting (Intro)ВидеоDownload workbooks on Advanced Charting and ForecastingЧтениеBubble ChartsВидеоExponential SmoothingВидеоForecast SheetВидеоToolbox Summary - Specialised ChartsЧтениеToolbox Summary - Forecast Sheet workaround for MacsЧтениеToolbox Summary - Phases of the Business CycleЧтениеToolbox Summary - Create an Interactive DashboardЧтениеToolbox Summary - Dashboard Design PrinciplesЧтениеWhy the Practice Assignment is after the Graded AssignmentЧтениеTest Yourself on Advanced Charting and ForecastingЗаданиеPractice for the Final Assignment of the CourseЗаданиеOptional Reading - Advanced Charting and ForecastingЧтениеFinal Assignment: Advanced Statistics and Data Analysis using ExcelЗадание
05Optional - Additional Excel Content to enhance your Excel Skills7 материалов
Excel Skills beyond StatisticsЧтениеChartingЧтениеVisualisation ToolsЧтениеNamed RangesЧтениеTablesЧтениеLogical and Lookup FunctionsЧтениеDashboardsЧтение