Maruffuzzman Tanvir
Data Analyst, Open to Junior & Freelance Roles
5. Segmentation & Risk
Final section: where's the leak, and who's at risk right now?
Plan tier explains a 24-point spread in churn rate; region and industry barely register at under 3 points each the Starter tier is the real story. I closed the project by building a ranked...
Section 4: Teammate Benchmark
Same car, same team — the purest comparison possible. Verstappen's edge stands out: a 290-point gap over his teammate in 2023, and 100% of races finished ahead of him in two separate seasons.
Full project: github.com/MZT49/four-time-champions-vettel-vs-verstappen
Section 3: Consistency & Pressure
Verstappen's 2023 was the most consistent season either driver had (SD: 3.78 pts). Vettel's 2010 was the opposite — trailing for 18 of 19 races before winning it in the finale.
Full project: github.com/MZT49/four-time-champions-vettel-vs-verstappen
Section 1: Scale of Dominance
Vettel converted 69% of available points across his 4 titles vs Verstappen's 63%, despite winning fewer races. Verstappen also sealed his 2023 title earliest of anyone — 5 races to spare.
Bonus Analysis: Position Gains & Teammate Lockouts (Vettel vs Verstappen)
Two supplementary charts from the main project, covering metrics that didn't fit the primary scorecard.
Average position gained per race — measures whether a driver typically finished ahead of or behind...
