Links

Newspapers articles, news, comments & opinions

• Taller Ciencia Abierta UValpo Enero 2024

• CIPER 2019 La demanda por igualdad y los caminos que cuentan con amplio respaldo ciudadano

• “Notas sobre los resultados de Chile en la última prueba internacional de formación ciudadana”, con Daniel Miranda en CIPER (Diciembre 2017).

• “La meritocracia, ¿una tragedia?”, en El Mostrador (Diciembre 2017).

• Comentario al libro Desiguales (Larrañaga, Cociña & Frei, PNUD 2017), en seminario COES-PNUD, Octubre 2017.

• “CASEN y Cohesión: oportunidades y precauciones”, con Mauro Basaure en El Mostrador (Septiembre 2016).

• “Selección en particulares y la complicidad de los psicólogos” en El Mostrador (Enero 2015).

• “De la educación cívica a la educación para la ciudadanía”, en El Mostrador (Septiembre 2014)

Software

I use software compatible with the principles of open science, this is, free and open source.

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• My operating system is Linux, I use Ubuntu with Gnome-Cairo Dock. A lot of freedom for customization … and looks great.

• For general statistical analysis and reporting I work in R, using packages for data science from Tidyverse.

• For more specific analysis: I use lme4 for multilevel models and Lavaan for SEM.

• I also use R’s reproducibility tools as Knitr & Rmarkdown … before I used to be a fan of LaTeX, but the simplicity and efficiency of Markdown seems unbeatable, even for presentations with tools such as remark & Xaringan .

• For writing (and almost for everything so far) I use Atom editor. Just great, and smooth with Git/Github.

• Here a good introduction to version control with (plain) Git from: Blischack & Wilson, 2016

Open Science

• Teaching Reproducibility 2022, special issue of the Journal of Statistics and Data Science Education

-13 OPEN PUBLISHING TOOLS

-Writing clean code

• A large-scale study on research code quality and execution

• Create, Publish, and Analyze Personal Websites Using R and RStudio

• Ciencia reproducible: qué, por qué, cómo (Rodríguez-Sánchez et al, 2016)

• Gates Open Research

• Internal replication of computational workflows in scientific research

• Open Science Framework

• SocArxiv, the open archive of the social sciences

• The Berkeley Initiative for Transparency in the Social Sciences

• ILDA - Iniciativa Latinoamericana por los Datos Abiertos

• Free our knowledge

• Paywall, the movie

• Open science training handbook

• Unpaywall chrome extension (Identifica con un ícono cuando el artículo se encuentra libre de pago).

• Introduction to reproducible science in R, from Brian Lee Yung Rowe

• 8 Easy Steps to Open Science: An Annotated Reading List

Data analysis

Teaching resources

• Teaching Methods Resources portal- Sage

Data wrangling, inference & modeling

-Infer: Inferencia estadística en R

• Introducción al procesamiento de datos con R para Ciencias Sociales

• Missing data and imputation: Missing Values in Clinical Research

• Introduction to Modern Statistics (1st Ed)

-Best Coding Practices for R

• RTutor - Talk to your data via AI

• questionr: R package to make surveys processing easier

• esquisse: R Dashboard

• package editData : An RStudio Addin for Editing A ‘data.frame’

-Measurement invariance in the social sciences

• Introduction to Multilevel Modelling

• Marginalia: Marginal effects in R, by Andrew Heiss

• DataEditR

• Radiant – Business analytics using R and Shiny

• Autocorrelation Screening: A Potentially Efficient Method for Detecting Repetitive Response Patterns in Questionnaire Data

Estimating a Parameter from a Random Sample pic.twitter.com/H2KxnLzDyH

— Chelsea Parlett-Pelleriti (@ChelseaParlett) December 15, 2020

• Group comparisons

• R Syntax Comparison :: CHEAT SHEET

• Leveraging labelled data in R

• Book IMS: Introduction to Modern Statistics

• Book Tidy Modeling with R

• explorer: R package for exploring data with a Shiny app

• R modelsummary

• Modern R with the tidyverse

• Libro (bookdown): Introducción a la ciencia de Datos, de Rafael Irizarry

• Teach R Interactive courses

• Applied R in the classroom

• lmeresampler: R package for resampling multilevel models

• How to standardize variables in R

Visualization

• Replicar grafico desde imagen con R con ask

• Correlations, from easystats

• reactablefmtr: Streamlined Table Styling and Formatting for {reactable}

• R Graph Gallery

• ggstatsplot

• Creating beautiful tables in R with {gt}

• 5 CSS Animation libraries for every developer

• Guess the correlation

• Multilevel models visualization

• BEAUTIFUL AND INFORMATIVE DATA VISUALISATION

• esquisse: ggplot2 builder addin

• ggstatsplot: ggplot2 Based Plots with Statistical Details

• rtist: fancy color palettes in R graphs

• Designing GGplots - con una muy buena presentación en Xaringan

• ggdist

• Seeing Theory

• RStats illustrations

• teacups-giraffes-and-statistics

• ExPanDaR, interactive analysis

• Workshop Designing ggplots

• ThinkR, data visualization with R

• Graphics principles cheatsheet

• Practical ggplot

Reporting, workflows & communication

• Telling Stories with Data - Online Book

• dataReporter: R package for documenting and creating reports on data cleanliness

• Building reproducible analytical pipelines with R

• Fallibility in Science: Responding to Errors in the Work of Oneself and Others

-Writing a scientific article: A step-by-step guide for beginners

• Business Reports with R Markdown

• Reporting model parameters with parameters library

• distill: article writing in RMarkdown

• remedy - add-in for markdown writing in RStudio

• Xaringan slides sharing

• XaringanExtra

• Flipbooks in Xaringan

• Pimp my RMD

• workflowr: organized + reproducible + shareable data science in R

Writing, literature reviews, publication & others

• ver ahora en: https://jc-castillo.com/post/escritura-academica/

Teaching & resources

• Statistics & R cartoons by Allison Horst

• Flinga board

• Menti

• Quarto for Academics

Survey research

• ChatGPTest: Opportunities and Cautionary Tales of Utilizing AI for Questionnaire Pretesting

Following people

• Kieran Healy

• Yihui Xie

Procrastinación

• Sombras