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📊 Impact of Tobacco on Blood Pressure & Heart Rate

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A reproducible research project turning raw data into clear insights.

Live Report View Full Analysis License
Portfolio GitHub

🔭 Overview

This repository contains my undergraduate psychology research project analyzing the impact of tobacco use on blood pressure (BP) and heart rate (HR).

It demonstrates end-to-end data analysis in R — from cleaning and structuring raw data, to running statistical tests, to publishing results in a clear, reproducible format.

Originally completed as an academic study, I’ve rebuilt and documented it here to highlight my technical, analytical, and communication skills that transfer directly into IT support, automation, and data-driven roles.

🛰️ Tech Stack

R RMarkdown Tidyverse ggplot2 DescTools

☄️ Features

  • Reproducible workflow scripted in R Markdown
  • Statistical rigor: ANOVA + post‑hoc testing
  • Data visualization with publication‑quality plots (ggplot2)
  • Clear communication for both technical and non‑technical audiences
  • Version control with Git/GitHub for transparency

🚀 Getting Started

Prerequisites

  • R (≥ 4.0)
  • R packages: tidyverse, ggplot2, rmarkdown, DescTools

Installation

git clone https://github.com/TheOnliestMattastic/Psychology-Research-Impact-of-Tobacco-on-BP-and-HR.git
cd Psychology-Research-Impact-of-Tobacco-on-BP-and-HR

Usage

# Install required packages
install.packages(c("tidyverse", "ggplot2", "rmarkdown", "DescTools"))

# Render the report
rmarkdown::render("analysis/analysis.Rmd")

🗺️ Repo Structure

├── data/
│   └── dataset.csv                # Raw dataset
├── analysis/
│   └── analysis.Rmd               # Full R Markdown analysis
├── docs/
│   ├── analysis.html              # Knitted HTML report
│   └── figures/                   # Exported plots
├── Impact_of_Tobacco_Consumption_on_BP_and_HR.pdf  # Full research paper
└── README.md

🔬 Key Findings

  • Systolic BP: Heavy smokers > moderate smokers (significant)
  • Diastolic BP: Near‑significant differences, suggesting dose effects
  • Heart Rate: No overall group differences, but moderate‑smoking women > men
  • Gender Effects: Female heavy smokers > female moderates in SBP

Example visualizations:

Blood Pressure by Smoking Status
Mean systolic and diastolic BP by smoking intensity.

Heart Rate by Sex
Average HR differences by sex.

📡 Lessons Learned

  • Built confidence in reproducible research workflows
  • Strengthened data visualization and statistical testing skills
  • Practiced clear documentation for both academic and technical audiences
  • Reinforced habits of version control and transparency

📖 Project Purpose

This project analyzes the impact of tobacco on blood pressure and heart rate using R and reproducible workflows.
It demonstrates my ability to clean, analyze, and visualize data while documenting results clearly for technical and non‑technical audiences.

🛠️ Skills Demonstrated

  • R programming & statistical analysis
  • Data visualization & reproducible reporting (R Markdown → HTML)
  • Clear documentation for academic and professional review

🛸 License

This project is licensed under the MIT License.

🪐 Why This Matters for Recruiters

This project shows I can:

  • Translate raw data into actionable insights
  • Build reproducible, documented workflows
  • Communicate results to diverse audiences
  • Apply rigorous documentation and GitHub practices

👽 Contact!

Curious about my projects? Want to collaborate or hire for entry-level IT/support/dev roles? Shoot me an email or connect on GitHub—I reply quickly and love new challenges.

Portfolio GitHub Email

“Shallow men believe in luck or in circumstance. Strong men believe in cause and effect.” — Ralph Waldo Emerson

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End-to-end R analytical pipeline for physiological data. Demonstrates data-wrangling logic, statistical methodology, and reproducible research standards.

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