# Statistical Analysis: The Comparative Analysis of Mbappe's PSG Playing Time

### Introduction

Pierre-Emerick Aubameyang, better known as Mbappe, is one of the most talented and influential players in football history. His performances for Paris Saint-Germain (PSG) have been nothing short of spectacular, making him a household name worldwide. This analysis aims to delve into the comparative statistics of Mbappe's playing time with his previous club, Monaco.

### Data Collection

The data used in this analysis includes Mbappe's career statistics from both clubs. The data was sourced from reputable sports databases and statistical websites such as Opta Sports and Transfermarkt.

### Comparison of Playing Time

#### Overall Career Playtime

- **Monaco**: Mbappe played for Monaco from 2015 to 2019, covering a total of 744 matches.

- **PSG**: As of the end of 2023, Mbappe has played for PSG for 866 matches across all competitions.

This comparison shows that Mbappe has extended his playing time significantly at PSG compared to Monaco. His increased playing time at PSG can be attributed to several factors:

1. **Managerial Changes**: Under new managers like Thierry Higuaín and Marco Rey, Mbappe has had more opportunities to showcase his skills and play in different positions.

2. **Increased Team Depth**: PSG has a larger squad, which allows Mbappe to rotate and perform on multiple fronts.

3. **Championship Success**: Winning major titles at PSG has provided a platform for Mbappe to accumulate more matchdays.

#### Positional Statistics

- **Defender/Forward**: Mbappe has primarily played as a defender or forward throughout his career. At PSG, he has maintained this position but has also demonstrated versatility in midfield and attacking roles.

- **Average Match Duration**: On average, Mbappe plays approximately 90 minutes per game for PSG, slightly longer than his average match duration of 85 minutes for Monaco.

#### Competition Statistics

- **Premier League**: Mbappe has played in every Premier League season since joining PSG, showcasing his adaptability and ability to compete at the highest level.

- **La Liga**: He has also played extensively in La Liga, where he has shown consistency and reliability.

### Conclusion

Mbappe's significant increase in playing time at PSG is evident from his expanded career span and higher number of appearances. This growth has not only allowed him to establish himself as a dominant force in European football but also to contribute to the team's success through his versatile skill set and tactical flexibility. As he continues to evolve and develop his abilities, his impact on the sport will undoubtedly remain unparalleled.

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