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Inicio / Cursos / Microsoft Excel: Essential Statistics for Data Analysis
Impartido por Maven Analytics (2,000,000+ Learners)Pago único de $2,800 MXN · acceso por 12 meses

Microsoft Excel: Essential Statistics for Data Analysis

Learn statistics for data analysis with fun, real-world Excel demos: probability, hypothesis testing, regression & more!

Certificado oficial emitido por la SEPA través del Gobierno del Estado de México
12 meses de acceso En línea · 60 h 14 unidades
Qué aprenderás

Lo que serás capaz de hacer

This is a hands-on, project-based course designed to help you learn and apply essential statistics concepts for data analysis and business intelligence. Our goal is to simplify and demystify the world of statistics using familiar spreadsheet tools like Microsoft Excel, and empower everyday people to understand and apply these tools and techniques – even if you have absolutely no background in math or stats ! We'll start by discussing the role of statistics in business intelligence, the difference between sample and population data, and the importance of using statistical techniques to make smart predictions and data-driven decisions. Next we'll explore our data using descriptive statistics and probability distributions , introduce the normal distribution and empirical rule, and learn how to apply the central limit theorem to make inferences about populations of any type. From there we'll practice making estimates with confidence intervals , and using hypothesis tests to evaluate assumptions about unknown population parameters. We'll introduce the basic hypothesis testing framework, then dive into concepts like null and alternative hypotheses, t-scores, p-values, type I vs. type II errors, and more. Last but not least, we'll introduce the fundamentals of regression analysis , explore the difference between correlation and causation, and practice using basic linear regression models to make predictions using Excel's Analysis Toolpak. Throughout the course, you'll play the role of a Recruitment Analyst for Maven Business School . Your goal is to use the statistical techniques you've learned to explore student data, predict the performance of future classes, and propose changes to help improve graduate outcomes. You'll also practice applying your skills to 5 real-world BONUS PROJECTS , and use statistics to explore data from restaurants, medical centers, pharmaceutical companys, safety teams, airlines, and more. COURSE OUTLINE: Why Statistics? Discuss the role of statistics in the context of business intelligence and decision-making, and introduce the statistics workflow Understanding Data with Descriptive Statistics Understand data using descriptive statistics in Excel, including frequency distributions and measures of central tendency & variability PROJECT #1 : Maven Pizza Parlor Modeling Data with Probability Distributions Model data with probability distributions, and use the normal distribution to calculate probabilities and make value estimates using Excel formulas PROJECT #2 : Maven Medical Center The Central Limit Theorem Introduce the Central Limit Theorem, which leverages the normal distribution to make inferences on populations with any distribution Making Estimates with Confidence Intervals Make estimates with confidence intervals, which use sample statistics to define a range where an unknown population parameter likely lies PROJECT #3 : Maven Pharma Drawing Conclusions with Hypothesis Tests Draw conclusions with hypothesis tests, which let you evaluate assumptions about population parameters using sample statistics PROJECT #4 : Maven Safety Council Making Predictions with Regression Analysis Make predictions with regression analysis, and estimate the values of a dependent variable via its relationship with independent variables PROJECT #5 : Maven Airlines Join today and get immediate, lifetime access to the following: 7.5 hours of high-quality video Statistics for Data Analysis PDF ebook (150+ pages) Downloadable Excel project files & solutions Expert support and Q&A forum 30-day Udemy satisfaction guarantee If you're a data analyst, data scientist, business intelligence professional, or anyone looking to use statistics to make smart, data-driven decisions, this course is for you ! Happy learning! -Enrique Ruiz (Lead Statistics & Excel Instructor, Maven Analytics ) __________ Looking for our full course library? Search " Maven Analytics " to browse our full collection of Excel, Power BI, SQL , Tableau , Python , Alteryx & Machine Learning courses! See why our Excel courses are some of the TOP-RATED on Udemy: "At the first part I just said to myself, 'Wow, Excel is capable of that? It's amazing!' Then at the second part I told myself 'This guy is doing magic!', and now I feel like I'm capable of doing the same. I can't wait to dive into the other courses!" - Judit B. "Excellent from start to finish. I picked up a bunch of techniques that will be useful in the workplace, from new chart templates to some very cool advanced visualizations. I loved all of it!" - Robert C. "Excellent material that I apply to my daily use of Excel. I consider myself an Excel professional, yet I picked up dozens of new tips and techniques. Wonderful course, well-presented and well-explained." - Jeffrey P. __________

  • Learn powerful statistics tools and techniques for data analysis & business intelligence
  • Understand how to apply foundational statistics concepts like the central limit theorem and empirical rule
  • Explore data with descriptive statistics, including probability distributions and measures of variability & central tendency
  • Model data and make estimates using probability distributions and confidence intervals
  • Make data-driven decisions and draw conclusions with hypothesis testing
  • Use linear regression models to explore variable relationships and make predictions

Temario

UNIDAD 1 - Getting Started · 6 lecciones

UNIDAD 1 - Getting Started

  • Course Structure & OutlineVideo · 2 min
  • READ ME: Important Notes for New StudentsLectura · 0 min
  • DOWNLOAD: Course ResourcesLectura · 0 min
  • Setting ExpectationsVideo · 2 min
  • The Course ProjectVideo · 3 min
  • Helpful ResourcesVideo · 2 min
UNIDAD 2 - Why Statistics? · 5 lecciones

UNIDAD 2 - Why Statistics?

  • Section IntroVideo · 1 min
  • Why Statistics?Video · 2 min
  • Populations & SamplesVideo · 3 min
  • The Statistics WorkflowVideo · 2 min
  • QUIZ: Why Statistics?Cuestionario · 0 min
UNIDAD 3 - Understanding Data with Descriptive Statistics · 25 lecciones

UNIDAD 3 - Understanding Data with Descriptive Statistics

  • Section IntroVideo · 1 min
  • Descriptive Statistics BasicsVideo · 1 min
  • Types of VariablesVideo · 2 min
  • Types of Descriptive StatisticsVideo · 3 min
  • Categorical Frequency DistributionsVideo · 8 min
  • Numerical Frequency DistributionsVideo · 7 min
  • HistogramsVideo · 6 min
  • ASSIGNMENT: Frequency DistributionsVideo · 2 min
  • KNOWLEDGE CHECK: Frequency DistributionsCuestionario · 0 min
  • SOLUTION: Frequency DistributionsVideo · 4 min
  • Mean, Median, and ModeVideo · 14 min
  • Left & Right SkewVideo · 3 min
  • ASSIGNMENT: Measures of Central TendencyVideo · 1 min
  • KNOWLEDGE CHECK: Measures of Central TendencyCuestionario · 0 min
  • SOLUTION: Measures of Central TendencyVideo · 3 min
  • Min, Max & RangeVideo · 2 min
  • Interquartile RangeVideo · 6 min
  • Box & Whisker PlotsVideo · 5 min
  • Variance & Standard DeviationVideo · 7 min
  • PRO TIP: Coefficient of VariationVideo · 3 min
  • ASSIGNMENT: Measures of VariabilityVideo · 1 min
  • KNOWLEDGE CHECK: Measures of VariabilityCuestionario · 0 min
  • SOLUTION: Measures of VariabilityVideo · 8 min
  • Key TakeawaysVideo · 1 min
  • QUIZ: Descriptive StatisticsCuestionario · 0 min
UNIDAD 4 - PROJECT #1: Maven Pizza Parlor · 2 lecciones

UNIDAD 4 - PROJECT #1: Maven Pizza Parlor

  • PROJECT BRIEF: Maven Pizza ParlorVideo · 2 min
  • SOLUTION: Maven Pizza ParlorVideo · 8 min
UNIDAD 5 - Modeling Data with Probability Distributions · 25 lecciones

UNIDAD 5 - Modeling Data with Probability Distributions

  • Section IntroVideo · 1 min
  • Probability Distribution BasicsVideo · 3 min
  • Types of Probability DistributionsVideo · 2 min
  • The Normal DistributionVideo · 5 min
  • Z ScoresVideo · 5 min
  • The Empirical RuleVideo · 4 min
  • ASSIGNMENT: Normal DistributionsVideo · 1 min
  • KNOWLEDGE CHECK: Normal DistributionsCuestionario · 0 min
  • SOLUTION: Normal DistributionsVideo · 4 min
  • Excel's Normal Distribution FunctionsVideo · 1 min
  • Calculating Probabilities with the Normal DistributionVideo · 2 min
  • The NORM.DIST FunctionVideo · 5 min
  • The NORM.S.DIST FunctionVideo · 4 min
  • ASSIGNMENT: Calculating ProbabilitiesVideo · 1 min
  • KNOWLEDGE CHECK: Calculating ProbabilitiesCuestionario · 0 min
  • SOLUTION: Calculating ProbabilitiesVideo · 2 min
  • PRO TIP: Plotting the Normal CurveVideo · 7 min
  • Estimating X or Z Values with the Normal DistributionVideo · 1 min
  • The NORM.INV FunctionVideo · 3 min
  • The NORM.S.INV FunctionVideo · 2 min
  • ASSIGNMENT: Estimating ValuesVideo · 1 min
  • KNOWLEDGE CHECK: Estimating ValuesCuestionario · 0 min
  • SOLUTION: Estimating ValuesVideo · 1 min
  • Key TakeawaysVideo · 2 min
  • QUIZ: Probability DistributionsCuestionario · 0 min
UNIDAD 6 - PROJECT #2: Maven Medical Center · 2 lecciones

UNIDAD 6 - PROJECT #2: Maven Medical Center

  • PROJECT BRIEF: Maven Medical CenterVideo · 1 min
  • SOLUTION: Maven Medical CenterVideo · 10 min
UNIDAD 7 - The Central Limit Theorem · 8 lecciones

UNIDAD 7 - The Central Limit Theorem

  • Section IntroVideo · 1 min
  • The Central Limit TheoremVideo · 3 min
  • DEMO: Proving the Central Limit TheoremVideo · 3 min
  • Standard ErrorVideo · 3 min
  • Implications of the Central Limit TheoremVideo · 2 min
  • Applications of the Central Limit TheoremVideo · 1 min
  • Key TakeawaysVideo · 1 min
  • QUIZ: The Central Limit TheoremCuestionario · 0 min
UNIDAD 8 - Making Estimates with Confidence Intervals · 32 lecciones

UNIDAD 8 - Making Estimates with Confidence Intervals

  • Section IntroVideo · 1 min
  • Confidence Intervals BasicsVideo · 4 min
  • Confidence LevelVideo · 2 min
  • Margin of ErrorVideo · 5 min
  • DEMO: Calculating Confidence IntervalsVideo · 3 min
  • The CONFIDENCE.NORM FunctionVideo · 2 min
  • ASSIGNMENT: Confidence IntervalsVideo · 1 min
  • KNOWLEDGE CHECK: Confidence IntervalsCuestionario · 0 min
  • SOLUTION: Confidence IntervalsVideo · 3 min
  • Types of Confidence IntervalsVideo · 2 min
  • T DistributionVideo · 2 min
  • Excel's T Distribution FunctionsVideo · 2 min
  • Confidence Intervals with the T DistributionVideo · 5 min
  • ASSIGNMENT: Confidence Intervals (T Distribution)Video · 1 min
  • KNOWLEDGE CHECK: Confidence Intervals (T Distribution)Cuestionario · 0 min
  • SOLUTION: Confidence Intervals (T Distribution)Video · 3 min
  • Confidence Intervals for ProportionsVideo · 7 min
  • ASSIGNMENT: Confidence Intervals (Proportions)Video · 1 min
  • KNOWLEDGE CHECK: Confidence Intervals (Proportions)Cuestionario · 0 min
  • SOLUTION: Confidence Intervals (Proportions)Video · 3 min
  • Confidence Intervals for Two PopulationsVideo · 3 min
  • Dependent SamplesVideo · 5 min
  • ASSIGNMENT: Confidence Intervals (Dependent Samples)Video · 1 min
  • KNOWLEDGE CHECK: Confidence Intervals (Dependent Samples)Cuestionario · 0 min
  • SOLUTION: Confidence Intervals (Dependent Samples)Video · 3 min
  • Independent SamplesVideo · 9 min
  • ASSIGNMENT: Confidence Intervals (Independent Samples)Video · 1 min
  • KNOWLEDGE CHECK: Confidence Intervals (Independent Samples)Cuestionario · 0 min
  • SOLUTION: Confidence Intervals (Independent Samples)Video · 6 min
  • PRO TIP: Difference Between ProportionsVideo · 7 min
  • Key TakeawaysVideo · 1 min
  • QUIZ: Confidence IntervalsCuestionario · 0 min
UNIDAD 9 - PROJECT #3: Maven Pharma · 2 lecciones

UNIDAD 9 - PROJECT #3: Maven Pharma

  • PROJECT BRIEF: Maven PharmaVideo · 1 min
  • SOLUTION: Maven PharmaVideo · 6 min
UNIDAD 10 - Drawing Conclusions with Hypothesis Tests · 28 lecciones

UNIDAD 10 - Drawing Conclusions with Hypothesis Tests

  • Section IntroVideo · 1 min
  • Hypothesis Testing BasicsVideo · 3 min
  • Null & Alternative HypothesisVideo · 5 min
  • Significance LevelVideo · 3 min
  • Test Statistic (T-score)Video · 4 min
  • P-ValueVideo · 5 min
  • Drawing Conclusions from Hypothesis TestsVideo · 5 min
  • ASSIGNMENT: Hypothesis TestsVideo · 1 min
  • KNOWLEDGE CHECK: Hypothesis TestsCuestionario · 0 min
  • SOLUTION: Hypothesis TestsVideo · 4 min
  • Relationship between Confidence Intervals & Hypothesis TestsVideo · 3 min
  • Type I & Type II ErrorsVideo · 4 min
  • One Tail & Two Tail Hypothesis TestsVideo · 3 min
  • DEMO: One Tail Hypothesis TestVideo · 5 min
  • Hypothesis Tests for ProportionsVideo · 1 min
  • ASSIGNMENT: Hypothesis Tests (Proportions)Video · 1 min
  • KNOWLEDGE CHECK: Hypothesis Tests (Proportions)Cuestionario · 0 min
  • SOLUTION: Hypothesis Tests (Proportions)Video · 5 min
  • Hypothesis Tests for Dependent SamplesVideo · 1 min
  • ASSIGNMENT: Hypothesis Tests (Dependent Samples)Video · 1 min
  • KNOWLEDGE CHECK: Hypothesis Tests (Dependent Samples)Cuestionario · 0 min
  • SOLUTION: Hypothesis Tests (Dependent Samples)Video · 6 min
  • Hypothesis Tests for Independent SamplesVideo · 1 min
  • ASSIGNMENT: Hypothesis Tests (Independent Samples)Video · 1 min
  • KNOWLEDGE CHECK: Hypothesis Tests (Independent Samples)Cuestionario · 0 min
  • SOLUTION: Hypothesis Tests (Independent Samples)Video · 5 min
  • Key TakeawaysVideo · 3 min
  • QUIZ: Hypothesis TestsCuestionario · 0 min
UNIDAD 11 - PROJECT #4: Maven Safety Council · 2 lecciones

UNIDAD 11 - PROJECT #4: Maven Safety Council

  • PROJECT BRIEF: Maven Safety CouncilVideo · 1 min
  • SOLUTION: Maven Safety CouncilVideo · 13 min
UNIDAD 12 - Making Predictions with Regression Analysis · 22 lecciones

UNIDAD 12 - Making Predictions with Regression Analysis

  • Section IntroVideo · 1 min
  • Linear RelationshipsVideo · 5 min
  • Correlation (R)Video · 5 min
  • ASSIGNMENT: Linear RelationshipsVideo · 1 min
  • KNOWLEDGE CHECK: Linear RelationshipsCuestionario · 0 min
  • SOLUTION: Linear RelationshipsVideo · 2 min
  • Linear Regression & Least Squared ErrorVideo · 10 min
  • Excel's Linear Regression FunctionsVideo · 4 min
  • ASSIGNMENT: Simple Linear RegressionVideo · 1 min
  • KNOWLEDGE CHECK: Simple Linear RegressionCuestionario · 0 min
  • SOLUTION: Simple Linear RegressionVideo · 4 min
  • Determination (R-Squared)Video · 9 min
  • Standard ErrorVideo · 4 min
  • Homoskedasticity & HeteroskedasticityVideo · 2 min
  • Hypothesis Testing with RegressionVideo · 7 min
  • ASSIGNMENT: Model EvaluationVideo · 1 min
  • KNOWLEDGE CHECK: Model EvaluationCuestionario · 0 min
  • SOLUTION: Model EvaluationVideo · 7 min
  • Excel's Regression Tool (Analysis ToolPak)Video · 5 min
  • PRO TIP: Multiple Linear RegressionVideo · 8 min
  • Key TakeawaysVideo · 2 min
  • QUIZ: Regression AnalysisCuestionario · 0 min
UNIDAD 13 - PROJECT #5: Maven Airlines · 2 lecciones

UNIDAD 13 - PROJECT #5: Maven Airlines

  • PROJECT BRIEF: Maven AirlinesVideo · 1 min
  • SOLUTION: Maven AirlinesVideo · 12 min
UNIDAD 14 - BONUS LESSON · 1 lecciones

UNIDAD 14 - BONUS LESSON

  • BONUS LESSONLectura · 0 min
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Muestra del certificado: Microsoft Excel: Essential Statistics for Data Analysis

Muestra · verificable por folio y QR

  • Emitido por la Secretaría de Educación Pública (SEP), a través del Gobierno del Estado de México. No es una constancia privada: es un documento oficial, y ese respaldo marca la diferencia frente a otras plataformas en línea.
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  • 14 unidades · 162 lecciones · 60 h
  • 12 meses de acceso
  • 25 cuestionarios de evaluación
  • Certificado emitido por la SEP (Gob. del Estado de México) con folio verificable
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