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_quarto.yml
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_quarto.yml
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project:
type: website
output-dir: docs
render:
- "*.qmd"
pre-render:
- bash scripts/get-commit-id.sh
post-render:
- echo "🤘 Rendered course to docs/"
resources:
- "media/"
- "references.bib"
website:
site-url: "https://www.johnmclevey.com/quantitative-research-methods/"
repo-url: mclevey/quantitative-research-methods
search:
location: sidebar
type: textbox
comments: false
page-footer:
border: true
center: "Built with [Quarto](https://quarto.org) and [GitHub](https://github.com) by [John McLevey](https://www.johnmclevey.com)"
body-footer: |
<!-- Simple Analytics - 100% privacy-first analytics -->
<script async defer src="https://scripts.simpleanalyticscdn.com/latest.js"></script>
<noscript><img src="https://queue.simpleanalyticscdn.com/noscript.gif" alt="" referrerpolicy="no-referrer-when-downgrade" /></noscript>
announcement:
icon: cone-striped
dismissable: true
content: "**WORK IN PROGRESS** -- I am actively developing these course materials. They are not yet complete and may change at any point before the first day of class in January 2025. ✌️ John"
type: info
position: below-navbar
title: "🔥 Quantitative Research Methods"
navbar:
background: "#212122"
left:
- text: "Syllabus"
href: syllabus/syllabus.qmd
icon: info-circle-fill
- text: "Class & Lab Notes"
href: lectures/list-lectures.qmd
icon: journal-code
- text: "Slides"
icon: file-slides-fill
menu:
- text: 'Class 01 -- **Introduction**'
href: lectures/lecture-01-slides.qmd
- text: 'Class 02 -- **Telling Stories with Data**'
href: lectures/lecture-02-slides.qmd
- text: 'Class 03 -- **Workflow -- Plan, Simulate, Acquire, Explore, Share**'
href: lectures/lecture-03-slides.qmd
- text: 'Class 04 -- **Good and Bad Ways to Look at Data**'
href: lectures/lecture-04-slides.qmd
- text: 'Class 05 -- **Reproducibility + Getting Started with R and RStudio**'
href: lectures/lecture-05-slides.qmd
- text: 'Class 06 -- **Reproducibility + Getting Started with R and RStudio**'
href: lectures/lecture-06-slides.qmd
- text: 'Class 07 -- **Writing and Developing Research Questions**'
href: lectures/lecture-07-slides.qmd
- text: 'Class 08 -- **The Grammar of Graphics, Plotting in the Tidyverse**'
href: lectures/lecture-08-slides.qmd
- text: 'Class 09 -- **Showing the Right Numbers**'
href: lectures/lecture-09-slides.qmd
- text: 'Class 10 -- **Piping, Summarizing, and Transforming**'
href: lectures/lecture-10-slides.qmd
- text: 'Class 11 -- **Measurement**'
href: lectures/lecture-11-slides.qmd
- text: 'Class 12 -- **Sampling**'
href: lectures/lecture-12-slides.qmd
- text: 'Class 13 -- **Experiments**'
href: lectures/lecture-13-slides.qmd
- text: 'Class 14 -- **Surveys**'
href: lectures/lecture-14-slides.qmd
- text: 'Class 15 -- **Data Cleaning and Preparation**'
href: lectures/lecture-15-slides.qmd
- text: 'Class 16 -- **Exploratory Data Analysis (EDA)**'
href: lectures/lecture-16-slides.qmd
- text: 'Class 17 -- **Linear Models**'
href: lectures/lecture-17-slides.qmd
- text: 'Class 18 -- **Linear Models + Model-based Graphics**'
href: lectures/lecture-18-slides.qmd
- text: 'Class 19 -- **Generalized Linear Models (Binary Outcomes)**'
href: lectures/lecture-19-slides.qmd
- text: 'Class 20 -- **Generalized Linear Models (Count Outcomes)**'
href: lectures/lecture-20-slides.qmd
- text: 'Class 21 -- **Mutilevel Models**'
href: lectures/lecture-21-slides.qmd
- text: 'Class 22 -- **Mutilevel Models**'
href: lectures/lecture-22-slides.qmd
- text: 'Class 23 -- **Multilevel Regression with Poststratification (MRP)**'
href: lectures/lecture-23-slides.qmd
- text: 'Class 24 -- **Project Work**'
href: lectures/lecture-24-slides.qmd
- text: 'Class 25 -- **Project Work**'
href: lectures/lecture-25-slides.qmd
- text: "Telling Stories with Data"
icon: fire
menu:
- text: "**Preface**"
href: https://tellingstorieswithdata.com
- text: "Chapter 01 -- **Telling stories with data**"
href: https://tellingstorieswithdata.com/01-introduction.html
- text: "Chapter 02 -- **Drinking from a fire hose**"
href: https://tellingstorieswithdata.com/02-drinking_from_a_fire_hose.html
- text: "Chapter 03 -- **Reproducible workflows**"
href: https://tellingstorieswithdata.com/03-workflow.html
- text: "Chapter 04 -- **Writing research**"
href: https://tellingstorieswithdata.com/04-writing_research.html
- text: "Chapter 05 -- **Graphs, tables, and maps**"
href: https://tellingstorieswithdata.com/05-static_communication.html
- text: "Chapter 06 -- **Measurement, censuses, and sampling**"
href: https://tellingstorieswithdata.com/06-farm.html
- text: "Chapter 07 -- **APIs, scraping, and parsing**"
href: https://tellingstorieswithdata.com/07-gather.html
- text: "Chapter 08 -- **Experiments and surveys**"
href: https://tellingstorieswithdata.com/08-hunt.html
- text: "Chapter 09 -- **Clean and prepare**"
href: https://tellingstorieswithdata.com/09-clean_and_prepare.html
- text: "Chapter 10 -- **Store and share**"
href: https://tellingstorieswithdata.com/10-store_and_share.html
- text: "Chapter 11 -- **Exploratory data analysis**"
href: https://tellingstorieswithdata.com/11-eda.html
- text: "Chapter 12 -- **Linear models**"
href: https://tellingstorieswithdata.com/12-ijalm.html
- text: "Chapter 13 -- **Generalized Linear Models**"
href: https://tellingstorieswithdata.com/13-ijaglm.html
- text: "Chapter 14 -- **Prediction**"
href: https://tellingstorieswithdata.com/13-prediction.html
- text: "Chapter 15 -- **Causality from observational data**"
href: https://tellingstorieswithdata.com/14-causality_from_obs.html
- text: "Chapter 16 -- **Multilevel regression with post-stratification**"
href: https://tellingstorieswithdata.com/15-mrp.html
- text: "Chapter 17 -- **Text as data**"
href: https://tellingstorieswithdata.com/16-text.html
- text: "Chapter 18 -- **Concluding remarks**"
href: https://tellingstorieswithdata.com/17-concluding.html
- text: "Appendix -- **R essentials**"
href: https://tellingstorieswithdata.com/20-r_essentials.html
- text: "Appendix -- **Datasets**"
href: https://tellingstorieswithdata.com/21-datasets.html
- text: "Appendix -- **Datasheets**"
href: https://tellingstorieswithdata.com/25-datasheet.html
- text: "Appendix -- **Cocktails 🥃🍸**"
href: https://tellingstorieswithdata.com/98-cocktails.html
right:
- text: "Data Visualization"
icon: activity
menu:
- text: "**Preface**"
href: https://socviz.co/index.html
- text: "Chapter 1 -- **Look at Data**"
href: https://socviz.co/lookatdata.html#lookatdata
- text: "Chapter 2 -- **Get Started**"
href: https://socviz.co/gettingstarted.html#gettingstarted
- text: "Chapter 3 -- **Make a Plot**"
href: https://socviz.co/makeplot.html#makeplot
- text: "Chapter 4 -- **Show the Right Numbers**"
href: https://socviz.co/groupfacettx.html#groupfacettx
- text: "Chapter 5 -- **Graph Tables, Add Labels, Make Notes**"
href: https://socviz.co/workgeoms.html#workgeoms
- text: "Chapter 6 -- **Work with Models**"
href: https://socviz.co/modeling.html#modeling
- text: "Chapter 7 -- **Draw Maps**"
href: https://socviz.co/maps.html#maps
- text: "Chapter 8 -- **Refine Your Plots**"
href: https://socviz.co/refineplots.html#refineplots
- text: "**Appendix**"
href: https://socviz.co/appendix.html#appendix
- text: "Statistical Rethinking"
icon: flower1
menu:
- text: "Lecture 01 -- **The Golem of Prague**"
href: https://youtu.be/FdnMWdICdRs?si=2jrjHmBZPwpNKIjd
icon: youtube
- text: "Lecture 02 -- **The Garden of Forking Data**"
href: https://youtu.be/R1vcdhPBlXA?si=E0Z1TTnoqK314JC8
icon: youtube
- text: "Lecture 03 -- **Geocentric Models**"
href: https://youtu.be/tNOu-SEacNU?si=cQ6KCXPL3NJWhq-9
icon: youtube
- text: "Lecture 04 -- **Categories & Curves**"
href: https://youtu.be/F0N4b7K_iYQ?si=x2OfAN1zDQk2JR5P
icon: youtube
- text: "Lecture 05 -- **Elemental Confounds**"
href: https://youtu.be/mBEA7PKDmiY?si=Hj8ZC7e8cYPKWktd
icon: youtube
- text: "Lecture 06 -- **Good and Bad Controls**"
href: https://youtu.be/uanZZLlzKHw?si=-NjSgQ9htg1sKyvQ
icon: youtube
- text: "Lecture 07 -- **Fitting Over and Under**"
href: https://youtu.be/1VgYIsANQck?si=isqGSfDQtCViFhXl
icon: youtube
- text: "Lecture 08 -- **Markov Chain Monte Carlo**"
href: https://youtu.be/rZk2FqX2XnY?si=u0MtulsVegwO1G5M
icon: youtube
- text: "Lecture 09 -- **Modeling Events**"
href: https://youtu.be/Zi6N3GLUJmw?si=Vr4Xjhujh5AD-dKR
icon: youtube
- text: "Lecture 10 -- **Counts & Hidden Confounds**"
href: https://youtu.be/jokxu18egu0?si=q44lfkL8_Au77yWC
icon: youtube
- text: "Lecture 11 -- **Ordered Categories**"
href: https://youtu.be/VVQaIkom5D0?si=t_0PXlOEFybrlVFo
icon: youtube
- text: "Lecture 12 -- **Multilevel Models**"
href: https://youtu.be/iwVqiiXYeC4?si=ryU8pArGgqGD1fJn
icon: youtube
- text: "Lecture 13 -- **Multilevel Adventures**"
href: https://youtu.be/sgqMkZeslxA?si=y4rDEW29cJ3463eu
icon: youtube
- text: "Lecture 14 -- **Correlated Features**"
href: https://youtu.be/Es44-Bp1aKo?si=DyarBHvBH6o0H7NH
icon: youtube
- text: "Lecture 15 -- **Social Networks**"
href: https://youtu.be/hnYhJzYAQ60?si=IY5yZ5_85tx8m7zp
icon: youtube
- text: "Lecture 16 -- **Gaussian Processes**"
href: https://youtu.be/Y2ZLt4iOrXU?si=k7UYhsr1QSt58Dxy
icon: youtube
- text: "Lecture 17 -- **Measurement & Misclassification**"
href: https://youtu.be/mt9WKbQJrI4?si=0UWQMM8Bs0x9VweU
icon: youtube
- text: "Lecture 18 -- **Missing Data**"
href: https://youtu.be/Oeq6GChHOzc?si=72k6UxKVDZFIbiHL
icon: youtube
- text: "Lecture 19 -- **Generalized Linear Madness**"
href: https://youtu.be/zffwg0xDOgE?si=xn5PbeyUMJHh46Js
icon: youtube
- text: "Lecture 20 -- **Horoscopes**"
href: https://youtu.be/qwF-st2NGTU?si=yufeuPJQ_pn6_ZJg
icon: youtube
- text: John McLevey
href: https://www.johnmclevey.com
icon: person-vcard-fill
- icon: github
href: https://github.com/
sidebar:
style: "floating"
background: "#F5F5F5"
search: true
contents:
- section: "<strong>SYLLABUS</strong>"
contents:
- text: " SOCI 3040"
icon: info-circle-fill
href: syllabus/syllabus.qmd
- text: " Course Schedule"
icon: calendar-fill
href: syllabus/schedule.qmd
- text: " Assessment"
icon: check2-square
href: syllabus/assessment.qmd
- text: " Computing"
icon: laptop
href: syllabus/computing.qmd
- text: " Conventions"
href: syllabus/conventions.qmd
icon: signpost-split-fill
- text: " Model Notation"
href: syllabus/notation.qmd
icon: pencil
- text: " Policies"
icon: box-fill
href: syllabus/policies.qmd
- text: "<br>"
- section: "<strong>ASSIGNMENTS</strong>"
contents:
- text: " Data Stories 1"
href: deliverables/assignment-1.qmd
icon: file-post
- text: " Data Stories 2"
href: deliverables/assignment-2.qmd
icon: file-post
- text: " Data Stories 3"
href: deliverables/assignment-3.qmd
icon: file-post
- text: " Data Stories 4"
href: deliverables/assignment-4.qmd
icon: file-post
- text: "<br>"
- section: "<strong>QUICK LINKS</strong>"
contents:
- text: " 3040 on Brightspace"
href: https://online.mun.ca/d2l/home/605570
icon: link-45deg
- text: " Student Wellness"
href: https://www.mun.ca/studentwellness/
icon: link-45deg
- text: " Counselling Centre"
href: https://www.mun.ca/studentwellness/counselling-services/
icon: link-45deg
- text: " Academic Success Centre"
href: https://www.mun.ca/munup/academic-success-centre/
icon: link-45deg
- text: " Accessibility Services"
href: https://www.mun.ca/munup/academic-success-centre/learning-supports/accessibility-services/
icon: link-45deg
format:
html:
theme:
light: cosmo
css: styles.css
toc: true
toc-expand: false
toc-depth: 5
code-fold: false
backgroundcolor: "#F5F5F5"
tbl-cap-location: top
mermaid:
theme: default