From Vibes to Variables

A Field Guide to Open Media Science

Author

Alex P. Leith

Published

January 1, 2026

From Vibes to Variables

A Field Guide to Open Media Science

This open educational resource (OER) guides you through the complete arc of a research project — from the first spark of curiosity to a published, reproducible study. Written for students in communication and media studies, it uses a real music industry dataset of 1,792 songs to teach research methods as a form of structured storytelling.

How This Book Works

The book is organized into five parts that mirror the phases of a research project:

  1. Foundations (Chapters 1–4): Build your research identity, set up your tools, and learn to read critically.
  2. Design (Chapters 5–7): Choose a theoretical lens, write a research question, and plan your study.
  3. Measurement (Chapters 8–11): Immerse yourself in data, operationalize variables, build a codebook, and test reliability.
  4. Analysis (Chapters 12–15): Wrangle data in R, visualize patterns, run statistical tests, and interpret results.
  5. Communication (Chapters 16–17): Publish reproducible reports and share your work openly.

The Dataset

Throughout this book, you’ll work with a unified dataset combining Billboard chart performance, Spotify audio features, and Genius metadata for 1,792 songs. If you’ve installed the coursepackR package, load it with:

library(coursepackR)
data(unified_music)

License

This work is licensed under a Creative Commons Attribution 4.0 International License.

Author: Alex P. Leith, Southern Illinois University Edwardsville

Course: MC-451 Research Methods | Course Website