Method, apparatus and computer program for providing a personalized study plan to a learner through cognitive and behavioral diagnosis of the learner. A learner who uses a data input device such as a smart pen and a stylus pen by using data obtained from the data input device. The method, apparatus and computer program relate to technology for obtaining input data based on information inputted by a user for at least one question with the data input device, creating test behavior data on the user from the obtained input data, analyzing cognition and behavior of the user based on at least one of metadata on the at least one question and the created test behavior data, and providing a personalized study plan to the user through an algorithm using machine learning based on the cognition and behavior analysis.

Method, apparatus and computer program for providing a personalized study plan to a learner through cognitive and behavioral diagnosis of the learner. A learner who uses a data input device such as a smart pen and a stylus pen by using data obtained from the data input device. The method, apparatus and computer program relate to technology for obtaining input data based on information inputted by a user for at least one question with the data input device, creating test behavior data on the user from the obtained input data, analyzing cognition and behavior of the user based on at least one of metadata on the at least one question and the created test behavior data, and providing a personalized study plan to the user through an algorithm using machine learning based on the cognition and behavior analysis.

A method and apparatus for providing learning content. According to one embodiment of the present disclosure, the experienced difficulty analysis method and apparatus are provided for determining at least one current item parceling for providing learning to the learner using the learner knowledge map; generating a learning set based on all or part of items included in the current item parceling; and providing an item to a learner interface based on the learning set.

A method and apparatus for providing learning content. According to one embodiment of the present disclosure, the experienced difficulty analysis method and apparatus are provided for determining at least one current item parceling for providing learning to the learner using the learner knowledge map; generating a learning set based on all or part of items included in the current item parceling; and providing an item to a learner interface based on the learning set.

Systems and methods for automatic generation of a content presentation plan are disclosed herein. The method can include receiving content identification information, retrieving objective information for the one or several objectives identified for inclusion in a content presentation plan, identifying at least one prerequisite skill for completion of at least one of the one or several objectives, generating at least one remediation question configured to delineate between users having mastery of the at least one prerequisite skill and users not having mastery of the at least one prerequisite skill, pre-selecting remedial content for providing to users identified as not having mastery of the at least one prerequisite skill, selecting objective content corresponding to the at least one objectives, and creating a content presentation plan containing the at least one remediation question, the remedial content, and the objective content.

Systems and methods for automatic generation of a content presentation plan are disclosed herein. The method can include receiving content identification information, retrieving objective information for the one or several objectives identified for inclusion in a content presentation plan, identifying at least one prerequisite skill for completion of at least one of the one or several objectives, generating at least one remediation question configured to delineate between users having mastery of the at least one prerequisite skill and users not having mastery of the at least one prerequisite skill, pre-selecting remedial content for providing to users identified as not having mastery of the at least one prerequisite skill, selecting objective content corresponding to the at least one objectives, and creating a content presentation plan containing the at least one remediation question, the remedial content, and the objective content.

Method, apparatus and computer program for providing a personalized study plan to a learner through cognitive and behavioral diagnosis of the learner. A learner who uses a data input device such as a smart pen and a stylus pen by using data obtained from the data input device. The method, apparatus and computer program relate to technology for obtaining input data based on information inputted by a user for at least one question with the data input device, creating test behavior data on the user from the obtained input data, analyzing cognition and behavior of the user based on at least one of metadata on the at least one question and the created test behavior data, and providing a personalized study plan to the user through an algorithm using machine learning based on the cognition and behavior analysis.

Method, apparatus and computer program for providing a personalized study plan to a learner through cognitive and behavioral diagnosis of the learner. A learner who uses a data input device such as a smart pen and a stylus pen by using data obtained from the data input device. The method, apparatus and computer program relate to technology for obtaining input data based on information inputted by a user for at least one question with the data input device, creating test behavior data on the user from the obtained input data, analyzing cognition and behavior of the user based on at least one of metadata on the at least one question and the created test behavior data, and providing a personalized study plan to the user through an algorithm using machine learning based on the cognition and behavior analysis.

Systems and methods are provided for compensating contributors, comprising writers, editors, and reviewers, of assessment items, comprising questions, answers, and answer explanations. The systems and methods presented comprise hardware architecture, computer-implemented processes, and instructions configured to carry out the processes for compensating contributors. A user may use the systems and methods to contribute assessment items, to take assessment items in an assessment, to select or have selected assessment items for an assessment, and/or to provide information related to assessment items. The present invention solves problems with the currently available systems and methods of compensating contributors of assessment items.

Disclosed are various embodiments of a module publication application, interactive modules, and student user interfaces that make lectures more interactive. An instructor user interface generated by the module publication application captures a video of a lecture. Interactive modules including video segments and segment metadata are generated based on the video. A student user interface can render a presentation of the video segments and an interactive region showing questions that are related to the presentation. The questions shown in the interactive region can be updated based on a current timecode of the presentation.