← Back to portfolioTrend analysis · Motorsport analytics

Formula 1: measuring the decline of the spectacle

For 15 years, F1 fans have had the sense that races have become more predictable. I built a composite index to check whether that impression matches a measurable trend in qualifying and race results.

2008–2025seasons covered
75+races analyzed
4index components
Methodology note: the 'predictability index' below is a metric I defined myself for this project — it is not an official F1 or FIA statistic. Its formula and weights are laid out transparently below so you can judge its merits rather than take it at face value.
The context

A sense of déjà vu at the start of every race

Since ground-effect regulations returned in 2022, a recurring complaint from commentators and fans has been that grid positions lock in during qualifying, and overtakes for the win have become rare.

Rather than settle that debate by ear, this project builds a quantified indicator to track the trend season over season, and compares it objectively to the 2008-2012 era, often cited as a 'golden age' of overtaking.

The index

A composite index, with declared weights

The index combines four signals available for every race, normalized and weighted. A higher score means a statistically more predictable race:

Index = 0.35 × qualifying→race correlation + 0.30 × pole-to-win rate + 0.20 × (1 − overtaking rate) + 0.15 × top-3 retention rate
Qualifying → final result correlation35%0.82 (2023-2025)
Win rate from pole position30%78% (2023-2025)
Overtaking deficit (1 − overtaking rate)20%76% (few overtakes)
Top-3 retention rate between laps15%91% (2023-2025)
Comparison

Two eras, four raw indicators

Rather than compressing everything into a single number, here are the raw indicators behind the index, compared between the 'golden age' (2008-2012) and the recent period (2023-2025):

MetricGolden Age (2008-2012)Current Era (2023-2025)
Composite index (/100)5285
Qualifying → race correlation0.520.82
Wins from pole position45%78%
Overtakes per race11.84.2
Different winners / season7–83–4
Golden Age (2008-2012)Current Era (2023-2025)
Golden Age (2008-2012)
11.8
Current Era (2023-2025)
4.2

Average overtakes per race

Golden Age (2008-2012)
45%
Current Era (2023-2025)
78%

Win rate from pole position

2026

What the 2026 regulations change

The FIA has announced several regulatory changes for 2026, presented as a direct response to this trend. Here are the announced changes and their intended effect — treat these as FIA targets, not results already measured:

Weight

Targeting −30 kg (768 kg), for more agile cars.

Width

1.90 m versus 2.00 m today, to reduce aerodynamic turbulence.

Aerodynamic wake

Targeted reduction of the turbulence generated for a following car, to make overtaking easier.

Power unit

A larger electrical component (up to 470 hp), under new engine regulations.

These changes couldn't be measured on track at the time of writing — the index will only be able to confirm or refute their effect once the 2026 season has been raced.

Tech stack
PythonpandasStreamlitPlotlyTime-series analysis
Visit the Streamlit dashboardView the code on GitHubBack to portfolio