Program for data analysis using R and learn practical skills to make your work more efficient. This revised book explores how to automate running code and the creation of reports to share your results as well as writing functions and packages. It includes key R 4 features such as a new color palette for charts an enhanced reference counting system and normalization of matrix and array types where matrix objects now formally inherit from the array class eliminating inconsistencies. Advanced R 4 Data Programming and the Cloud is not designed to teach advanced R programming nor to teach the theory behind statistical procedures. Rather it is designed to be a practical guide moving beyond merely using R; it shows you how to program in R to automate tasks.   This book will teach you how to manipulate data in modern R structures and includes connecting R to databases such as PostgreSQL cloud services such as Amazon Web Services (AWS) and digital dashboards such as Shiny.  Each chapter also includes a detailed bibliography with references to research articles and other resources that cover relevant conceptual and theoretical topics. What You Will Learn Write and document R functions using R 4Make an R package and share it via GitHub or privatelyAdd tests to R code to ensure it works as intendedUse R to talk directly to databases and do complex data managementRun R in the Amazon cloudDeploy a Shiny digital dashboardGenerate presentation-ready tables and reports using RWho This Book Is For Working professionals researchers and students who are familiar with R and basic statistical techniques such as linear regression and who want to learn how to take their R coding and programming to the next level. Language: English