Algorithm: Model-Aggregate with Weighted Averaging

Tire Performance Rankings

Per-Model Performance Breakdown for Top Tires in Each Treadwear Category

info About This Report

This report presents tire performance rankings based on real-world track data from the LapMeta database. Rankings are calculated using a model-aggregate weighted averaging approach that evaluates how each tire performs across different car platforms.

Why Model-Aggregate? Unlike simple overall rankings, this approach recognizes that tires perform differently on various platforms. By ranking each tire on every car model where it has data, then aggregating those rankings with intelligent weighting, we get a more accurate picture of overall performance.

science Methodology

1. Data Quality Filters

Only clean, reliable lap data is used:

  • Dry conditions only (wet laps excluded)
  • Experienced drivers only (novice laps excluded)
  • Clean laps only (flagged laps excluded)
  • Reasonable lap times (outliers removed)
  • Recent data (last 6 years only)
  • Verified setups only

2. Minimum Requirements

To qualify for rankings, each tire must have:

  • 4+ car models — Ensures cross-platform validity
  • 50+ total laps — Provides statistical significance
  • 3+ laps per model — Minimum for reliable average

3. Weighting System

Combined Weight = Model Quality × Tire Data Volume

Weight indicators:

  • High (≥1.0x) Well-tested platform with substantial data
  • Medium (0.5-0.99x) Moderate testing and data volume
  • Low (<0.5x) Limited testing or minimal data
insights How to Interpret Results
  • Overall Rank: Lower is better (1st is best)
  • Car Models Tested: This tire has been tested on X different car models. Rankings reflect weighted average performance across all platforms.
  • Data Quality: Higher lap counts = more reliable data
speed UTQG 99tw Category
Yokohama TW 40 35 Models
Car Models Tested: 35
Laps 88
Data Quality: ★★★★★ (Very High)
#3 A7
Hoosier TW 40 70 Models
Car Models Tested: 70
Laps 241
Data Quality: ★★★★★ (Very High)
#4 Slicks
Michelin TW 1 51 Models
Car Models Tested: 51
Laps 129
Data Quality: ★★★★★ (Very High)
speed UTQG 140tw Category
Maxxis TW 100 33 Models
Car Models Tested: 33
Laps 137
Data Quality: ★★★★★ (Very High)
#3 AR-1
Nankang TW 100 111 Models
Car Models Tested: 111
Laps 333
Data Quality: ★★★★★ (Very High)
Yokohama TW 100 33 Models
Car Models Tested: 33
Laps 58
Data Quality: ★★★★★ (Very High)
speed UTQG 200tw Category
Yokohama TW 200 128 Models
Car Models Tested: 128
Laps 612
Data Quality: ★★★★★ (Very High)
Michelin TW 180 128 Models
Car Models Tested: 128
Laps 539
Data Quality: ★★★★★ (Very High)
Bridgestone TW 200 138 Models
Car Models Tested: 138
Laps 759
Data Quality: ★★★★★ (Very High)
speed UTQG 201+tw Category
Michelin TW 300 36 Models
Car Models Tested: 36
Laps 138
Data Quality: ★★★★★ (Very High)
Goodyear TW 220 51 Models
Car Models Tested: 51
Laps 306
Data Quality: ★★★★★ (Very High)
Michelin TW 300 81 Models
Car Models Tested: 81
Laps 241
Data Quality: ★★★★★ (Very High)
outlined_flag Report Wrong Data