library(tidyverse)
library(worldfootballR)

# Get team-level stats for EPL 2015–2024
epl_results <- fb_season_team_stats(
  country = "ENG",
  gender = "M",
  season_end_year = 2015:2024,
  tier = "1st",
  stat_type = "misc"
)

Toggle View: Penalties vs Red Cards (Line Chart)

## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

Penalties Awarded: Pre vs Post VAR

Red Cards: Pre vs Post VAR

Key Observations

Limitations & Ethical Reflections

These limitations guide us to be cautious in interpreting results.

Conclusion & References

🎯 Conclusion

  • VAR has clearly influenced match outcomes, especially through:
    • An increase in penalties awarded
    • A decrease in red cards issued
  • However, win/draw/loss patterns remain relatively stable.
  • VAR promotes fairness, but its effects are more subtle than revolutionary.

📚 References