The only video you need to analyze the Pnad in R

Опубликовано: 06 Август 2026
на канале: Rocha Data in R
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Access my course: Course: Br-Dados - Public Data Analysis with R https://rochaviannafj.kpages.online/p...

Access the mini-course: Turnover in Practice: How to Calculate with RAIS and CAGED https://hotmart.com/pt-br/marketplace...

In this video lesson, I teach step-by-step how to download and analyze the microdata from the IBGE's Continuous PNAD using the srvyr package, which facilitates working with complex samples in R through the intuitive dplyr syntax.

Beyond the technical aspects, we explore a crucial topic: how much do the top 1% and 0.1% of earners in Brazil earn on average, broken down by race/color and sex. This analysis highlights inequalities at the top of the income distribution and shows how public data can be used to better understand the country's reality.

✅ Ideal for students, researchers, data journalists, and professionals who want to learn how to work with PNAD Contínua data in R.
✅ Content applicable to studies on inequality, public policies, and the Brazilian economy.

📌 Topics covered:
How to download PNAD Contínua microdata
How to prepare and read data in R
How to calculate statistics for the wealthiest (top 1% and 0.1%)
Analyses broken down by race/color and sex

🔔 Subscribe to the channel for more content on analyzing public data with R!

#PNADContinua #Rstats #srvyr #Inequality #IBGE #Microdata #Economy #Income #Top1percent #DataScience #Dplyr #PublicData #DataAnalysis

Important links:
Package https://cran.r-project.org/web/packag...
More about PNAD Continua: https://www.ibge.gov.br/estatisticas/...

Books I recommend:
Introduction to Econometrics: A Modern Approach https://amzn.to/4h72hVF
The Effect: An Introduction to Research Design and Causality https://amzn.to/40vUsSe
Causal Inference: The Mixtape https://amzn.to/4awaXSI
R for Data Science https://amzn.to/3PScZDc
Advanced R https://amzn.to/4jIe1Q6

📒 Introductory Guide to the R Programming Language - Fundamentals and Practices for Analysts: https://go.hotmart.com/F96490605J

*Free* Scripts (https://github.com/fabiorochav/Canal-...)
Rocha Data in R Website: https://rochadatainr.com

🎬 Welcome to the Channel!

Here you will learn how to use a data analysis language, mainly focused on economists and professionals in the field. We explore techniques in programming, statistics, data visualization, and tools to improve your analyses and interpretations.

📁 Scripts Available to Enhance Your Analyses
After the lesson, you can access the complete scripts and materials! Check out the links below and take the opportunity to explore new forms of analysis:

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   • Análise do Bolsa Família com R  
https://hotmart.com/pt-br/marketplace...

📈 Monthly Inflation Variation - General and by Groups
   • Variação Mensal da Inflação (IPCA)  
https://go.hotmart.com/R95969563P?dp=1

💼 R Script for Caged Microdata
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   • Indicadores Econômicos do Brasil no R  

https://go.hotmart.com/D95648893P?dp=1

🏙️ Sector Participation in the Municipal Economy

   • Participação dos setores na economia #052  

https://go.hotmart.com/F94673523J?dp=1

📂 Caged Microdata in R

   • Análise dos Microdados CAGED no R   - Maps using RStudio

https://go.hotmart.com/A94696136A?dp=1

Maps using RStudio
   • Como coletar dados do PIB com o R?  
https://go.hotmart.com/J94888672R?dp=1

Microdata from the ENEM exam with R
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https://go.hotmart.com/X95487206Q

How to deflate values ​​in R
   • Deflacionar valores no R  
https://go.hotmart.com/U94876962T?dp=1 - 🏠 Characteristics of households according to the 2022 Census

   • Características dos domicílios - Censo 2022  

https://go.hotmart.com/T94695566C?dp=1