# Yu Hanchao’s Goal Efficiency Analysis: A Case Study of Shanghai Shenhua Football Team

## Introduction

Shanghai Shenhua Football Club is one of the most successful football clubs in China and has been operating for over two decades. In recent years, the club has achieved remarkable success with its rich history and diverse talent. One aspect that stands out is the high level of goal efficiency in their performance. This article aims to analyze the goals scored by each player on average across all competitions.

## Data Collection and Analysis

### Dataset Preparation

To conduct this analysis, we used data from the official Chinese Football Federation (CFF) website. The dataset includes information such as player names, positions, and the number of appearances they made in various competitions. We also collected statistics like total points scored and the league winning percentage for each team.

### Player Performance Analysis

We analyzed the performances of each player based on the number of appearances they had across different competitions. For example, we looked at players who appeared in more than 100 matches and those who did not appear at all. We then calculated the average number of goals scored per match by each player.

### Competition-wise Goals Per Match Distribution

Next, we examined the distribution of goals scored per match across different competitions. We found that the Shanghai Shenhua team consistently performed well across most competitions, with their best results often coming during the Premier League and Champions League seasons. However, there were some teams that showed inconsistent performances throughout the season, including the Shanghai FC and Guangzhou Evergrande.

## Conclusion

In conclusion, Shanghai Shenhua Football Club's goal efficiency can be attributed to several factors, including their strong squad and consistent performances across various competitions. The team's focus on building a solid squad and maintaining consistency across all competitions indicates a commitment to excellence and hard work. Despite occasional fluctuations, the club's consistent performance suggests a promising future for its development and growth in the Chinese football landscape.

• Goal
• Efficiency
• Analysis
• Yu
• Hanchao