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Abilities and Difficulties

Our platform’s proprietary mathematical model is a key feature that accurately estimates both student abilities and question difficulties. Our team of experts assigns difficulty levels to each question, and students’ abilities are estimated based on their performance in questions of varying difficulty levels.

It’s important to note that abilities and difficulties are measured on a scale from 0 to 10, with 0 representing the lowest possible level and 10 representing the highest.

Once the model estimates student abilities, it goes through a re-calibration process to adjust the difficulties of questions based on the newly estimated abilities of students, and vice versa. This iterative process continues until the values converge to stable values, which ensures the final values of question difficulties accurately represent the difficulty of each question and the final values of student abilities accurately represent each student’s true ability.

By regularly re-calibrating the model, we account for actual variations in students’ abilities over time, and these variations are documented in our platform to provide insights into student progress and track trends.

Our model’s ability to accurately estimate student abilities and question difficulties makes it an invaluable tool for educators and students alike.

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Interface Overview

The platform’s User Interface features a wide range of intuitive and user-friendly elements. Positioned on the top left, the profile picture can be personalized by users through their profile settings. Beneath it, the main menu varies based on the user’s role.

To the right of the profile picture, a menu-style switch button enables users to alternate between icon-based or text-based menus. The school logo is also displayed in this section.

In the top right corner, users can view the current school year and switch to different years to access corresponding data. Additionally, the user’s name is prominently displayed here. A language switch allows users to select between English or Traditional Chinese.

Furthermore, each page features a corresponding title that corresponds to the current menu item. Beneath the title, some pages include search tools to assist users in locating targeted data records.

Depending on the nature of the current menu item, some data records will have action icons on the right side. Hovering over these icons will display the type of operation that can be performed on the data record, such as generating a report, editing data, and more.

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Introduction

Our adaptive learning platform is designed to help students learn more efficiently and effectively. By using advanced algorithms and machine learning techniques, the platform can determine a student’s current skill level and adjust the difficulty of questions and exercises accordingly. In addition, the platform can identify a student’s weaknesses based on incorrect answers, providing teachers with valuable insights into where their students need more support.

The platform features a user-friendly exercise wizard that allows teachers to easily generate exercises and tests for their students based on their abilities. With real-time student ability estimation and automatic generation of exercises, the platform can shorten the time required for students to reach an optimal question difficulty, thereby speeding up the learning process.

To further enhance the learning experience, the platform includes a peer-group gamification feature that encourages peer-group learning. Students can compete with each other and help each other to master the material, creating a fun and engaging environment that promotes collaboration and knowledge-sharing.

The platform also offers a new kind of learning progress report based on our student ability estimation model, which helps students and teachers to better understand their learning progress. The platform tracks student progress in real-time, enabling teachers to provide personalized support and guidance as needed.

Whether you’re a teacher or a student, our platform can help you achieve your learning goals more efficiently and effectively than ever before.

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Types of Exercises/Tests

Our platform provides a variety of exercise and test types for students, including Self Learning, Exercises, Tests, and AI-based Assessments. Each of these types serves a unique purpose and offers distinct features to both teachers and students.

Self Learning allows students to create exercises for themselves at their own pace. They have the ability to set the difficulty levels of all questions before starting.

Exercises and Tests are assigned by teachers to their students. With Exercises, teachers can select the scope of Learning Objectives and set the question difficulty manually or choose to let the system automatically set the difficulty levels to best fit the students who will receive the Exercises. Tests are similar to Exercises but with time limits for students to submit their answers. Additionally, student performance is used to estimate their abilities and re-calibrate the difficulty of questions.

AI-based Assessment is an exercise type that enables students to create their own assessments when they feel confident in their abilities in certain Learning Units or Learning Objectives. Students need to select the scope of Learning Objectives, and the system will set the number of questions and assign the next question difficulty in real-time. The results are used to estimate the students’ abilities and re-calibrate the difficulty of questions.