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The R User's Guide to Result Delivery Through Data Products

author: Kelly O'Briant date: PhUSE 2019 font-family: 'Helvetica' autosize: true

The R For Data Science Workflow

data science workflow

  • Access
  • Understand
  • Communicate

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R is an open source programming language for statistical computing

RStudio provides open source and enterprise-ready professional software for data science

What are Data Products?

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  • The artifacts through which you communicate, share and provide access to your ideas and analyses
  • Reports, Visualizations, Applications, Services, Dashboards
  • Data Storytelling Devices

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"It doesn't matter how great your analysis is unless you can explain it to others: you need to communicate your results."

- Wickham & Grolemund R for Data Science

Explore Common R Data Product Packages

R is supported by a rich ecosystem of open source packages

data product visual

Why is using R for data products empowering?

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1. Opportunity to delight

2. Options for different communication styles and needs

3. Leverage code and version control for reproducibility

4. Justify worth: proof that you can contribute meaningful work

What does it mean to deliver delight?

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My goal is this:

  • Work that I'm proud to show off
  • Communication with excellent user experience

Not this:

spreadsheets

Should all my spreadsheets be Shiny apps?

data product matrix

Send a crucial weekly data update

library(ggplot2)

irisinfo <- ggplot(iris, aes_string(x = "Sepal.Length", fill = "Species")) +
  geom_histogram(data = iris[,-5], fill = "grey", alpha = .5) +
  geom_histogram(colour = "black") +
  facet_wrap(~ Species) +
  guides(fill = FALSE) +
  theme_bw()

The latest in "Sepal Length" news

plot of chunk unnamed-chunk-2

Interested in learning more?

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Resources:


Conference Talks

RStudio Conference 2019

This data product is reproducible!

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