Shot Quality Explained

Shot Quality Explained

Shot Quality measures the quality of the player’s shot on a 0-10 scale.

Shot Quality measures the quality of the player’s serve, return, forehand and backhand on a 0-10 scale. They are calculated in real-time by analysing each shot's speed, spin, depth, width, and the impact it has on the opponent.

Figure 1 is a Shot Quality Player Card featuring Tsitsipas and Schwartzman. All cards show a player’s average Shot Quality based on the past 52 weeks and is specific to the playing surface. A yellow bar indicates which player has an edge in that specific Shot Quality measure.

Figure 1 Tsitsipas vs Schwartzman Shot Quality Player Card. This card is based on hard court matches and updated as of the 1 August 2022. The data set is Masters 1000s, and select 250s and 500s.

Artificial Intelligence recognises that each shot in tennis requires a different combination of speed, spin, depth, and width. For example, the quality of a drop shot will be measured very differently compared to a backhand cross-court.

There are different ways to create high-quality shots. One player might have an effective forehand by using heavy spin and steep bounce angles, while another player hits a flatter, skiddier ball.

It is worth noting that while Shot Quality is a measure of the ball characteristics and impact on the opponent, it does not measure a player’s movement, decision-making, or other important factors which contribute to being a top player.

Figure 2 shows that higher quality shots increase the player's probability of winning the point.

Figure 2 The relationship between points won and Shot Quality

For example, if a player hits a shot with a quality score of 2, they have a 22% chance of winning the point. They have a 77% chance of winning the point if they hit a shot with a quality score of 9.

Figure 3 confirms what most tennis fans would expect. On average, higher-level tournaments result in higher Shot Quality scores.

 Figure 3 The relationship between Shot Quality and the level of ATP tournament

Shot Quality will be used in the following ways:

1. Player Cards?show a player’s average Shot Quality based on the last 52 weeks and specific to the playing surface.

2. In-Play Shot Quality?provides a compelling narrative by comparing the player’s performance with their opponent, the player’s average, and the tour averages. The AI tracks this in real-time, so a player’s Shot Quality can be shown during a match.

3. Shot Quality Leaderboards?show who has the best shots on the ATP Tour.

Loreto Parisi

Artificial Intelligence Engineering Director and Co-owner at Musixmatch | MSc EECS Unina

2 年

Very interesting analysis ??

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Olivier Thomas

Business Data Analyst

2 年

Great content! Why isn't an overall score (including all actual scores) calculated?

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