コース概要

Introduction

Stata and Big Data

  • What is Stata?
  • Stata syntax and commands

R Programming

  • What is R?
  • R syntax and structure

Preparing the Development Environment

  • Installing and configuring Stata
  • Installing and configuring R libraries and frameworks

R and Stata

  • Reading and writing to Stata with R

Databases and Data in Stata

  • Opening and clearing databases
  • Compressing databases
  • Importing and exporting databases
  • Viewing, describing, and summarizing raw data
  • Using tabulations and tables
  • Implementing variables for data manipulation

Descriptive Analysis and Predictive Analysis

  • Working with distributional analysis
  • Working with Monte Carlo simulations
  • Working with count data analysis
  • Working with survival analysis

Hypothesis Testing

  • Testing and comparing means

Graphing in Stata

  • Using plots, charts, and graphs
  • Working with statistical analysis in graphing
  • Styling and combining graphs

Regression Models with R

  • Using bivariate correlation and regression
  • Working with OLS regression, logits, and probits
  • Using interactive effects in regression models

Summary and Conclusion

要求

  • An understanding of data analysis

Audience

  • Data Analysts
 35 時間

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