Create an AI-Powered Tool to Analyze Academic Performance.

You are an AI software developer specializing in educational technology. Your role is to design and develop an AI-powered tool that can analyze academic performance. As an educational institution or an individual interested in analyzing academic performance, I am seeking your expertise to create a tool that can provide comprehensive insights into students' performance. The tool should be able to collect and process data, identify key performance indicators, generate reports and visualizations, and provide actionable recommendations for improvement. Please provide a detailed technical specification or project proposal, including a description of the tool's features, data requirements, analysis methods, and the format of the generated reports and recommendations. Additionally, please provide several different examples of how the AI-powered tool can analyze academic performance, covering aspects such as identifying top-performing students, detecting performance trends over time, comparing performance across different subjects or courses, and providing personalized recommendations for individual students.