Information processing device, information processing method, and program

Abstract

Improve the accuracy of presenting information about students' future careers. [Solution] In the information processing system, the information processing device 2 has a memory unit 22 that stores a learning model learned using student data in which, for each student, first career information, which is information for identifying a first career, which is the student's history while enrolled in an educational institution, instructor information, which is information about the educational institution the student was enrolled in and an instructor who is at least one of the teachers who was in charge of the student, and second career information, which is information for identifying a second career, which is the career next to the student's first career, is associated, a reception unit 231 that receives first career information and instructor information that have not been learned by the learning model from a user of the information processing device 2, and a presentation unit 235 that presents output information output by the learning model to the user by inputting an output request including the first career information and instructor information received by the reception unit 231 into the learning model.

Description

[Technical field]

[0001] The present invention relates to an information processing device, an information processing method, and a program. [Background technology]

[0002] Conventionally, a system for providing educational support to students has been known. Patent Document 1 discloses a technology for presenting information about a student's future career based on the student's course history and activity history. [Prior art documents] [Patent documents]

[0003] [Patent Document 1] JP 2019-212238 A Summary of the Invention [Problem to be solved by the invention]

[0004] Although it is possible to present information about a student's future career by using conventional technology, the accuracy of presenting information about a student's future career can be improved by further considering factors other than the student's course history and activity history, specifically, external factors that may have a certain influence on the student. Therefore, there is a demand for presenting information about a student's future career that takes external factors into further consideration.

[0005] Therefore, the present invention has been made in consideration of these points, and aims to improve the accuracy of presenting information regarding students' future careers. [Means for solving the problem]

[0006] An information processing device according to a first aspect of the present invention has a memory unit that stores a learning model learned using student data, which is information about each of a plurality of students, in which for each student, first career information, which is information for identifying a first career, which is the student's history while enrolled in an educational institution, instructor information, which is information about the educational institution at which the student was enrolled and an instructor who is at least one of the teachers who was in charge of the student, and second career information, which is information for identifying a second career, which is the next career after the student's first career, is associated with the student data; a reception unit that receives the first career information and instructor information that have not been learned by the learning model from a user of the information processing device; and a presentation unit that presents output information output by the learning model to the user by inputting an output request including the first career information and instructor information received by the reception unit into the learning model.

[0007] The instructor information may be at least one of the track record of the educational institution, the reputation of the educational institution, the teaching experience of the faculty member, and the attributes of the faculty member.

[0008] The second career information may be information indicating the employment record of the student, the user may be a requesting student requesting presentation of the output information, the reception unit may accept the first career information corresponding to the requesting student and the instructor information corresponding to the requesting student, and the presentation unit may present to the requesting student information indicating the second career expected for the requesting student as the output information.

[0009] The second career information may further include the student's achievements in the second career, and the presentation unit may further present as the output information information indicating the requesting student's expected achievements in the second career.

[0010] The reception unit may further receive information indicating the desired employment desired by the requesting student, and the presentation unit may further present information indicating the career history required for the requesting student to obtain the desired employment in the first career as the output information output by the learning model by inputting the output request including the desired employment into the learning model.

[0011] The user may be a requesting teacher requesting presentation of the output information, the receiving unit may receive the first career information of each of a plurality of students supervised by the requesting teacher and the instructor information corresponding to the requesting teacher, and the presentation unit may present to the requesting teacher, as the output information, information indicating the second careers expected for the plurality of students.

[0012] The reception unit may further receive information indicating desired employment destinations desired by the multiple students to be supervised, and the presentation unit may further present information indicating the necessary guidance content for the multiple students to be supervised as the output information output by the learning model by inputting the output request including the desired employment destinations into the learning model.

[0013] The user may be a requesting educational institution requesting presentation of the output information, the reception unit may accept the first career information of each of a plurality of enrolled students at the requested educational institution and the instructor information corresponding to the requested educational institution, and the presentation unit may present to the requested educational institution as the output information information indicating the second careers expected for the plurality of enrolled students.

[0014] The reception unit may further receive information indicating desired employment destinations desired by the multiple enrolled students, and the presentation unit may further present information indicating the necessary instructional content for the multiple enrolled students by the requesting educational institution as the output information output by the learning model by inputting the output request including the desired employment destinations into the learning model.

[0015] The memory unit may further store information about the user including attributes of the user, and the information processing device may further have an identification unit that refers to information about the user to identify whether the user is any of a requesting student, a requesting faculty member, or a requesting educational institution that is requesting the presentation of the output information, and a presentation request unit that requests the presentation of information according to the attributes of the user identified by the identification unit, and the reception unit may receive the information requested by the presentation request unit from the user.

[0016] An information processing method according to a second aspect of the present invention is executed by a computer having a memory unit that stores a learning model learned using student data, which is information about each of a plurality of students, and which is associated with, for each student, first career information, which is information for identifying a first career, which is the student's history while enrolled in an educational institution, instructor information, which is information about the educational institution at which the student was enrolled and an instructor who is at least one of the teachers who was in charge of the student, and second career information, which is information for identifying a second career, which is the next career after the student's first career, and includes the steps of accepting the first career information and instructor information that have not been learned by the learning model from a user of the computer, and presenting output information output by the learning model to the user by inputting an output request including the accepted first career information and instructor information into the learning model.

[0017] A program according to a third aspect of the present invention causes a computer having a memory unit that stores a learning model learned using student data, which is information about each of a plurality of students, in which for each student, first career information, which is information for identifying a first career, which is the student's history while enrolled in an educational institution, instructor information, which is information about the educational institution at which the student was enrolled and at least one of the teachers who was in charge of the student, and second career information, which is information for identifying a second career, which is the next career after the student's first career, is caused to function as a reception unit that accepts the first career information and instructor information that have not been learned by the learning model from a user of the computer, and a presentation unit that presents output information output by the learning model to the user by inputting an output request including the first career information and instructor information received by the reception unit into the learning model. Effect of the Invention

[0018] According to the present invention, it is possible to improve the accuracy of presenting information regarding a student's future career. [Brief description of the drawings]

[0019] [Figure 1] FIG. 1 is a diagram for explaining an overview of an information processing system. [Diagram 2] FIG. 2 is a diagram illustrating a functional configuration of an information processing device. [Diagram 3] FIG. 2 is a diagram illustrating an example of a configuration of a user management database. [Figure 4] 10 is a flowchart showing a flow of processing in the information processing device. DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS

[0020] [Outline of Information Processing System S] FIG. 1 is a diagram for explaining an overview of an information processing system S. The information processing system S is a system used for providing an information processing service to a user. The information processing service is a service that presents information on a student's future career. The user is, for example, a student, but is not limited to this, and may be a teacher who instructs multiple students, or an educational institution in which multiple students and multiple teachers are enrolled. The future career is, for example, a job destination, but is not limited to this, and may be a destination for further education (for example, a university in the case where the student is a high school student). The information processing system S has a user terminal 1 and an information processing device 2.

[0021] The user terminal 1 is a terminal used by a user, and is, for example, a smartphone, a tablet terminal, a personal computer, etc. In the user terminal 1, for example, a dedicated application program (hereinafter, referred to as a "dedicated app") for providing an information processing service is installed.

[0022] The information processing device 2 is a device that manages information processing services, and is, for example, a server. The information processing device 2 stores a learning model used to present information about a student's future career. The learning model is a machine learning model trained using student data, and is, for example, a generative AI (Artificial Intelligence) such as ChatGPT. The student data is information about each of a plurality of students, and is data in which first career information, instructor information, and second career information are associated with each student.

[0023] The first career information is information for identifying the first career, which is the student's career while enrolled in an educational institution, and is information indicating the student's course history and activity history. The first career is, for example, the student's career up to the present. For example, if the student is a university student, it may be the student's career only while enrolled in the university, or the student's career from elementary school to university. The first career information is, for example, at least one of academic performance (for example, test scores for each subject, evaluation results by teachers or educational institutions, information indicating good or bad subjects, etc.), person's evaluation (for example, response results to a questionnaire that evaluates a person's personality, etc.), extracurricular activity results (for example, club activity results, volunteer activity results, etc.), desired future career, and vocational training results (for example, corporate internships, use of vocational training services, etc.).

[0024] The instructor information is information about the instructor, which is at least one of the educational institution where the student was enrolled and the instructor who taught the student, and is information about external factors that may have a certain influence on the student. For example, the instructor information is at least one of the following: the track record of the educational institution, the reputation of the educational institution, the instructor's teaching experience (e.g., teaching location, number of years teaching, number of students taught, years of students taught, work history, etc.), and the instructor's attributes (e.g., subjects taught, teaching style, age, gender, address, etc.). The teaching style is information identified by the results of questionnaire responses by the instructor or the students taught by the instructor, and is, for example, the tendency in the format of questions (e.g., the ratio of multiple choice and written), the frequency of homework, the amount of homework, the distribution or deviation of students' evaluations, etc.

[0025] The second career information is information for identifying a second career. The second career is the career following the student's first career, that is, the student's future career. The second career information is information indicating, for example, the name of the company where the student will be employed, the industry where the student will be employed, the name of the educational institution where the student will advance to, the academic field where the student will advance to, etc. The second career information may further include the achievements of the second career, etc.

[0026] It should be noted that the learning model may refer to student data when inferring information about a student's future career without learning the student data. The processes executed by the information processing system S will be described below.

[0027] First, when the user performs an operation to start the dedicated application on the user terminal 1, the user terminal 1 displays a display screen of the dedicated application. The display screen of the dedicated application is provided with input items for inputting information required to present information on a second career corresponding to the user as information on the student's future career. The input items include an input item for first career information corresponding to the user, the learning model of which has not been learned, and an input item for instructor information corresponding to the user, the learning model of which has not been learned. When the user inputs information into each input item on the display screen of the dedicated application, the user terminal 1 transmits the input information, which is the information input by the user into each input item, to the information processing device 2 ((1) in FIG. 1).

[0028] When the information processing device 2 acquires input information from the user terminal 1, it inputs an output request including the input information to the learning model ((2) in FIG. 1). The output request is a request for output of information about the second carrier corresponding to the user, for example, a prompt indicating a question for obtaining an answer about information about the second carrier corresponding to the user.

[0029] Then, the information processing device 2 transmits the output information output by the learning model in response to the input of the output request to the learning model to the user terminal 1 ((3) in FIG. 1). After that, the user terminal 1 displays the output information acquired from the information processing device 2 on the display screen of the dedicated app.

[0030] In this way, the information processing system S can improve the accuracy of presenting information regarding the second career corresponding to the user by further taking into account information about the instructor as an external factor that may have a certain influence on the student. The configuration of the information processing device 2 will be described below.

[0031] [Functional configuration of information processing device 2] FIG. 2 is a diagram showing a schematic functional configuration of an information processing device 2. The information processing device 2 includes a communication unit 21, a storage unit 22, and a control unit 23. In FIG. 2, arrows indicate main data flows, and there may be data flows not shown in FIG. 2. In FIG. 2, each functional block indicates a functional unit configuration, not a hardware (device) unit configuration. Therefore, the functional blocks shown in FIG. 2 may be implemented in a single device, or may be implemented separately in multiple devices. Data may be exchanged between functional blocks via any means, such as a data bus, a network, or a portable storage medium.

[0032] The communication unit 21 is a communication interface for connecting to a network, and includes a communication controller for receiving data from an external terminal.

[0033] The memory unit 22 is a large-capacity storage device such as a ROM (Read Only Memory) that stores the BIOS (Basic Input Output System) of the computer that realizes the information processing device 2, a RAM (Random Access Memory) that serves as the working area of ​​the information processing device 2, an HDD (Hard Disk Drive) or SSD (Solid State Drive) that stores the OS (Operating System), application programs, and various information referenced when the application programs are executed.

[0034] A learning model is stored in the storage unit 22. The storage unit 22 also stores a user management database that manages information related to users.

[0035] FIG. 3 is a diagram showing an example of the configuration of a user management database. In the example shown in FIG. 3, the user management database stores a user ID, a user attribute, and detailed information in association with each other. The user attribute is, for example, information indicating one of a student, a teacher, and an educational institution. The detailed information is, for example, first career information when the user is a student, and instructor information when the user is an instructor (one of a teacher and an educational institution). In the case of first career information, the detailed information may be information input by the student himself or by an instructor who instructs the student. In the case of instructor information, the detailed information may be information input by the instructor himself or by a student who has been instructed by the instructor (for example, a student's evaluation of the instructor, etc.).

[0036] Returning to Figure 2, the control unit 23 is a processor such as a CPU (Central Processing Unit) or GPU (Graphics Processing Unit) of the information processing device 2, and functions as a reception unit 231, an identification unit 232, a presentation request unit 233, a model application unit 234, and a presentation unit 235 by executing programs stored in the memory unit 22.

[0037] The receiving unit 231 receives, from the user, the first career information and the instructor information for which the learning model has not yet been learned. The receiving unit 231 acquires, from the user terminal 1, input information including the first career information and the instructor information input by the user on the display screen of the dedicated app, for example.

[0038] Here, the content presented varies depending on whether the user is a student, a teacher, or an educational institution, and the information input to the learning model may also vary depending on the presented content. Therefore, the information processing device 2 may accept input information according to the attributes of the user. Specifically, the information processing device 2 accepts input information according to the attributes of the user by executing the following three steps.

[0039] As a first step, the identification unit 232 refers to the user management database to identify whether the user is a requesting student requesting the presentation of output information, a requesting teacher requesting the presentation of output information, or a requesting educational institution requesting the presentation of output information. For example, first, when the user inputs a user ID to log in to the dedicated app, the reception unit 231 acquires the user ID input by the user. Then, the identification unit 232 refers to the user attributes associated with the user ID acquired by the reception unit 231 in the information about the user to identify whether the user is a requesting student, a requesting teacher, or a requesting educational institution.

[0040] As a second step, the presentation requesting unit 233 requests presentation of information according to the user attributes identified by the identifying unit 232. For example, the storage unit 22 stores user attributes and information indicating input items corresponding to the user attributes in association with each other, and the presentation requesting unit 233 transmits information indicating the input items associated with the user attributes identified by the identifying unit 232 in the storage unit 22 to the user terminal 1. When the user terminal 1 acquires the information indicating the input items from the information processing device 2, it displays the input items on the display screen of the dedicated app.

[0041] In a third step, the receiving unit 231 receives, from the user, the input information requested by the presentation request unit 233. In this manner, the information processing device 2 can acquire input information according to the attributes of the user.

[0042] The presentation unit 235 presents to the user the output information output by the learning model by inputting to the learning model an output request including the first career information and the instructor information received by the reception unit 231. Specifically, the information processing device 2 presents to the user the output information by executing the following two steps.

[0043] As a first step, the model application unit 234 inputs an output request to the learning model to obtain output information output by the learning model. For example, first, the model application unit 234 generates an output request including the input information received by the reception unit 231. For example, the storage unit 22 stores a format of a prompt to be input to the learning model, and the model application unit 234 generates an output request using the first career information and instructor information received by the reception unit 231 and the format of the prompt.

[0044] The model application unit 234 may generate an output request using a prompt format corresponding to the user's attributes. For example, the storage unit 22 stores a prompt format for each user's attribute, and the model application unit 234 generates an output request using the first career information and instructor information accepted by the acceptance unit 231 and the prompt format corresponding to the user's attributes identified by the identification unit 232. Then, the model application unit 234 inputs the generated output request to the learning model to obtain output information output by the learning model.

[0045] As a third step, the presentation unit 235 presents to the user the output information acquired by the model application unit 234. Specifically, first, the presentation unit 235 transmits the output information acquired by the model application unit 234 to the user terminal 1. Then, the user terminal 1 displays the output information acquired from the information processing device 2 on the display screen of the dedicated app.

[0046] (Present output information to the requesting student) Next, a process in which the information processing device 2 presents output information to the requesting student when the user is the requesting student will be described.

[0047] The receiving unit 231 receives input information including first career information corresponding to the requesting student and instructor information corresponding to the requesting student. The first career information corresponding to the requesting student is, for example, the first career information of the requesting student himself. The instructor information corresponding to the requesting student is, for example, the instructor information of an instructor who has previously taught the requesting student.

[0048] Specifically, first, the presentation requesting unit 233 requests presentation of information corresponding to the student as an attribute of the user identified by the identifying unit 232. For example, as a request for presentation of information corresponding to the student, the presentation requesting unit 233 displays input items for inputting first career information corresponding to the requesting student and input items for inputting instructor information corresponding to the requesting student on the display screen of the dedicated app displayed on the user terminal 1. Then, the accepting unit 231 accepts input information including information input by the requesting student into each input item on the display screen of the dedicated app.

[0049] The receiving unit 231 receives all information constituting the first career information when the requesting student requests the presentation of output information, for example. The receiving unit 231 may receive information constituting the first career information inputted stepwise by the requesting student, such as receiving academic achievements when the achievements are presented, or receiving vocational training results immediately after vocational training.

[0050] The receiving unit 231 receives, for example, instructor information of all instructors from whom the requesting student has received instruction. The receiving unit 231 may also receive instructor information of one or more instructors selected from among multiple instructors from whom the requesting student has received instruction (for example, the most recent instructor, or the instructor who made the greatest impression or influence on the requesting student, etc.).

[0051] The receiving unit 231 may receive the user ID of the instructor selected by the requesting student. For example, first, the presentation request unit 233 displays a list of instructors stored in the storage unit 22 on the display screen of the dedicated application. Then, the receiving unit 231 receives the user ID of the instructor selected by the requesting student from the list of instructors, and acquires the instructor information, which is detailed information stored in the user management database in association with the user ID of the instructor received, thereby receiving the instructor information corresponding to the requesting student.

[0052] The presenting unit 235 presents the output information corresponding to the request student to the request student. Specifically, the presenting unit 235 presents information indicating a second career expected of the request student to the request student as the output information corresponding to the request student. The information indicating the second career expected of the request student is, for example, information indicating a list of company names or industries of employment that the request student, who has a first career and has been instructed by a specific instructor, may find employment at.

[0053] For example, first, the model application unit 234 generates an output request using the input information corresponding to the requesting student received by the reception unit 231 and the format of the prompt for the student stored in the storage unit 22. For example, the model application unit 234 generates a prompt as the output request with the content "Please answer in what company or in what industry is it expected that a student who has the career indicated by the first career information and who has been supervised by the instructor indicated by the instructor information will find employment in the future."

[0054] Then, the presentation unit 235 presents to the requesting student information indicating the second career expected for the requesting student as output information output by the learning model by inputting the output request generated by the model application unit 234 to the learning model. In this way, the information processing device 2 can present future career options to the requesting student.

[0055] The presentation unit 235 may further present, as the output information, information indicating the expected achievements in the second career of the requesting student. For example, the second career information used for the learning model to learn further includes the achievements of the student in the second career.

[0056] In this case, first, the model application unit 234 generates an output request using the input information corresponding to the requesting student received by the reception unit 231 and the format of the prompt for the student stored in the storage unit 22. For example, the model application unit 234 generates a prompt as an output request with the content, "Please answer which company or which industry is expected to be employed in the future by a student who has the background indicated by the first career information and who has been instructed by the instructor indicated by the instructor information. Also, please answer the expected achievements if the above student is employed in the expected company or industry."

[0057] Then, the presentation unit 235 presents to the requesting student information indicating the second career expected for the requesting student and information indicating the expected achievements in the second career of the requesting student as output information output by the learning model by inputting the output request generated by the model application unit 234 into the learning model. In this way, the information processing device 2 can present to the requesting student options for future careers and achievements in the case where the options are selected.

[0058] The information processing device 2 may present information indicating the career history required for the requesting student to get a job at the desired place of employment that the requesting student desires. Specifically, the information processing device 2 presents information indicating the career history required for the requesting student to get a job at the desired place of employment that the requesting student desires by executing the following two steps.

[0059] As a first step, the receiving unit 231 receives input information further including information indicating the desired employer desired by the requesting student. The receiving unit 231 may receive information indicating the desired employer input by the requesting student, or may receive information indicating the desired employer selected by the requesting student from among multiple candidate employers.

[0060] As a second step, the presenting unit 235 presents information indicating the career required for the requesting student to get the desired job in the first career as output information output by the learning model by further inputting an output request including the desired job to the learning model. For example, first, the model application unit 234 generates an output request using the input information corresponding to the requesting student accepted by the accepting unit 231 and the format of the prompt for the student stored in the storage unit 22. For example, the model application unit 234 generates a prompt with the content "Please answer the career required for a student with the career indicated by the first career information and who has been trained by the instructor indicated by the instructor information to get the desired job as a future career" as the output request.

[0061] Then, the presentation unit 235 presents information indicating the career required for the requesting student to get a job at the desired workplace as output information output by the learning model by inputting the output request generated by the model application unit 234 into the learning model. In this way, the information processing device 2 allows the requesting student, who has decided on a desired workplace, to recognize what kind of career is required to get a job at the desired workplace.

[0062] (Present output information to requesting teacher) Next, a process in which the information processing device 2 presents output information to a requesting teacher when the user is the requesting teacher will be described.

[0063] The receiving unit 231 receives input information including the first career information of each of the multiple students supervised by the requesting teacher and the instructor information corresponding to the requesting teacher. The students may be students supervised by the requesting teacher or students that the requesting teacher plans to supervise. The instructor information corresponding to the requesting teacher is, for example, the instructor information of the requesting teacher himself.

[0064] Specifically, first, the presentation requesting unit 233 requests presentation of information corresponding to the teacher, which is an attribute of the user identified by the identifying unit 232. For example, as a request for presentation of information corresponding to the teacher, the presentation requesting unit 233 displays, on the display screen of the dedicated app displayed on the user terminal 1, input items for inputting first career information of each of a plurality of students supervised by the requesting teacher and input items for inputting instructor information corresponding to the requesting teacher. Then, the accepting unit 231 accepts input information including information input by the requesting teacher into each input item on the display screen of the dedicated app.

[0065] The reception unit 231 may receive the user IDs of the students selected by the requesting teacher. For example, the presentation request unit 233 first displays a list of students stored in the storage unit 22 on the display screen of the dedicated application. Then, the reception unit 231 receives the user IDs of the students selected by the requesting teacher from the list of students, and acquires the first career information, which is detailed information stored in the user management database in association with each of the user IDs of the students received, thereby receiving the first career information of each of the students.

[0066] The presenting unit 235 presents the output information corresponding to the requesting teacher to the requesting teacher. Specifically, the presenting unit 235 presents information indicating the second careers expected for the multiple students to the requesting teacher as the output information corresponding to the requesting teacher.

[0067] For example, first, the model application unit 234 generates an output request using the input information corresponding to the requested instructor received by the reception unit 231 and the format of the instructor prompt stored in the storage unit 22. For example, the model application unit 234 generates a prompt as the output request with the content "Please answer in what company or in what industry each student who has the career indicated by each first career information and who is supervised by the instructor indicated by the instructor information is expected to find employment in as a future career."

[0068] Then, the presenting unit 235 presents to the requesting teacher information indicating the second careers expected for each of the multiple students supervised by the requesting teacher as output information output by the learning model by inputting the output request generated by the model application unit 234 into the learning model. The presenting unit 235 may present to the requesting teacher information indicating the second careers that are relatively more common among the second careers expected for each of the multiple students supervised by the requesting teacher. In this way, the information processing device 2 can grasp the future careers of each student supervised that are expected if the requesting teacher supervises each student.

[0069] The information processing device 2 may present information indicating the training contents necessary for each student to get a job at the desired place of employment of the requesting teacher. Specifically, the information processing device 2 presents information indicating the training contents necessary for each student to get a job at the desired place of employment of the requesting teacher by executing the following two steps.

[0070] As a first step, the receiving unit 231 further receives information indicating desired employment destinations desired by the multiple students. The receiving unit 231 may receive information indicating desired employment destinations input by the requesting teacher, or may receive information indicating desired employment destinations selected by the requesting teacher from multiple candidate employment destinations.

[0071] As a second step, the presenting unit 235 presents information indicating the instruction contents required by the requesting teacher to the multiple students to be supervised as output information output by the learning model by further inputting an output request including the desired employment destination to the learning model. For example, the model application unit 234 first generates an output request using the input information corresponding to the requesting teacher received by the receiving unit 231 and the format of the prompt for the teacher stored in the storage unit 22. For example, the model application unit 234 generates a prompt with the content "Please answer the instruction contents that each student who has the career indicated by each first career information and is supervised by the teacher indicated by the instructor information would require from the teacher in order to get a desired employment destination as a future career" as the output request.

[0072] The presenting unit 235 presents information indicating the instruction contents required by the requesting teacher to the multiple students as output information output by the learning model by inputting the output request generated by the model application unit 234 to the learning model. In this way, the information processing device 2 allows the requesting teacher to recognize what kind of instruction is necessary to help each student get a job at the desired employer.

[0073] (Present output information to education requirements) Next, an example will be described in which, when the user is a requested educational institution, the information processing device 2 presents output information to the requested educational institution.

[0074] The receiving unit 231 receives input information including first career information of each of a plurality of students enrolled in the requested educational institution and instructor information corresponding to the requested educational institution. The instructor information corresponding to the requested educational institution may be, for example, instructor information of the requested educational institution itself or instructor information of each teacher enrolled in the requested educational institution.

[0075] Specifically, first, the presentation requesting unit 233 requests presentation of information corresponding to the educational institution, which is an attribute of the user identified by the identifying unit 232. For example, as a request for presentation of information corresponding to the educational institution, the presentation requesting unit 233 displays, on the display screen of the dedicated app displayed on the user terminal 1, input items for inputting first career information of each of a plurality of students enrolled in the educational institution and input items for inputting instructor information corresponding to the requested educational institution. Then, the accepting unit 231 accepts input information including information input by the requested educational institution into each input item on the display screen of the dedicated app.

[0076] The receiving unit 231 may receive the user ID of a student selected by the requesting educational institution. Also, for example, when the instructor information corresponding to the requesting educational institution is the instructor information of each teacher enrolled in the requesting educational institution, the receiving unit 231 may receive the user ID of the teacher selected by the requesting educational institution.

[0077] The presenting unit 235 presents the output information corresponding to the request educational institution to the request educational institution. Specifically, the presenting unit 235 presents, as the output information, information indicating second careers expected for a plurality of enrolled students to the request educational institution.

[0078] For example, first, the model application unit 234 generates an output request using the input information corresponding to the requested educational institution received by the reception unit 231 and the format of the prompt for the educational institution stored in the storage unit 22. For example, the model application unit 234 generates a prompt as the output request with the content "Please answer which company or which industry each student who has the career indicated by each first career information and who is enrolled in the educational institution indicated by the instructor information is expected to work for in the future."

[0079] Then, the presenting unit 235 presents to the request educational institution information indicating the second career expected for each of the multiple enrolled students at the request educational institution as output information output by the learning model by inputting the output request generated by the model application unit 234 into the learning model. The presenting unit 235 may present to the request educational institution information indicating a relatively common second career among the second careers expected for each of the multiple enrolled students transferring to the request educational institution. In this way, the information processing device 2 can grasp the future career expected for each enrolled student at the request educational institution.

[0080] The information processing device 2 may present information indicating the training contents (e.g., educational policy, training environment, etc.) necessary for each enrolled student to get a job at the desired place of employment of the requested educational institution. Specifically, the information processing device 2 performs the following two steps to present information indicating the training contents necessary for each of a plurality of students to be trained to get a job at the desired place of employment desired by the requested educational institution.

[0081] As a first step, the receiving unit 231 further receives information indicating desired employment destinations desired by a plurality of enrolled students. The receiving unit 231 may receive information indicating desired employment destinations input by the requesting educational institution, or may receive information indicating desired employment destinations selected by the requesting educational institution from among a plurality of candidate employment destinations.

[0082] As a second step, the presenting unit 235 presents information indicating the instruction contents required by the requested educational institution for the multiple enrolled students as output information output by the learning model by further inputting an output request including the desired employment destination into the learning model. For example, the model application unit 234 first generates an output request using the input information corresponding to the requested educational institution received by the receiving unit 231 and the format of the prompt for the educational institution stored in the storage unit 22. For example, the model application unit 234 generates a prompt as an output request with the content "Please answer the instruction contents required from the educational institution for each student who has the career indicated by each first career information and is enrolled in the educational institution indicated by the instructor information to obtain a desired employment destination as a future career."

[0083] Then, the presentation unit 235 presents information indicating the instruction contents required by the requested educational institution for multiple enrolled students as output information output by the learning model by inputting the output request generated by the model application unit 234 into the learning model. In this way, the information processing device 2 can make the requested educational institution recognize what kind of instruction contents (for example, increasing the number of courses on a specific subject, increasing the number of teachers in charge of a specific subject, etc.) are necessary to help each student get a job at the desired employer.

[0084] [Processing flow of information processing device 2] Next, a description will be given of the process flow of the information processing device 2. Fig. 4 is a flowchart showing the process flow of the information processing device 2. This flowchart starts when the receiving unit 231 receives input information including first career information corresponding to the user and guidance information corresponding to the user from the user (S1).

[0085] The model application unit 234 generates an output request including the first career information and the instructor information received by the reception unit 231 (S2). The model application unit 234 inputs the generated output request to the learning model, thereby acquiring output information output by the learning model (S3).

[0086] Then, the presentation unit 235 presents the output information acquired by the model application unit 234 to the user (S4).

[0087] [Effects of this embodiment] As described above, the information processing device 2 inputs an output request including the first career information and instructor information received from the user into the learning model, and presents the output information output by the learning model to the user. In this way, the information processing device 2 can improve the accuracy of presenting information about the second career corresponding to the user by further considering information about the instructor as an external factor that may have a certain influence on the student.

[0088] Furthermore, this invention will make it possible to contribute to Goal 9 of the United Nations' Sustainable Development Goals (SDGs), which is to "build resilient infrastructure, promote industry, innovation and infrastructure."

[0089] Although the present invention has been described above using the embodiments, the technical scope of the present invention is not limited to the scope described in the above embodiments, and various modifications and changes are possible within the scope of the gist of the present invention. For example, all or part of the device can be configured by distributing or integrating functionally or physically in any unit. In addition, new embodiments resulting from any combination of multiple embodiments are also included in the embodiments of the present invention. The effect of the new embodiment resulting from the combination combines the effect of the original embodiment. [Explanation of symbols]

[0090] 1 User terminal 2. Information processing equipment 21 Communications Department 22 Memory section 23 Control Unit 231 Reception 232 Specific part 233 Presentation request section 234 Model Application Section 235 Presentation section S Information Processing System

Claims

1. An information processing device, a memory unit that stores a learning model trained using student data that is information about each of a plurality of students, in which, for each student, first career information that is information for identifying a first career, which is the student's career history while enrolled in an educational institution, instructor information that is information about an instructor that is at least one of the educational institution where the student was enrolled and the faculty member who was in charge of the student, and second career information that is information for identifying a second career that is the next career of the student after the first career, the second career information being information that indicates the student's employment record; a reception unit that receives, from a requesting student who is a user of the information processing device and requests the presentation of information to be output, the first career information and the instructor information corresponding to the requesting student, the first career information and the instructor information not yet learned by the learning model; a presentation unit that presents to the requesting student information indicating the second career expected for the requesting student as output information output by the learning model by inputting an output request including the first career information and the instructor information received by the reception unit into the learning model; An information processing device having the above configuration.

2. The second career information further includes the achievements of the student in the second career; The presentation unit further presents, as the output information, information indicating an expected achievement of the requesting student in the second career. The information processing device according to claim 1 .

3. The reception unit further receives information indicating a desired employment destination desired by the requesting student, The presentation unit further presents information indicating the career required for the requesting student to obtain the desired employment in the first career as the output information output by the learning model by inputting the output request including the desired employment into the learning model. The information processing device according to claim 1 .

4. An information processing device, a memory unit that stores a learning model trained using student data that is information about each of a plurality of students, the student data being associated with, for each student, first career information that is information for identifying a first career that is the student's career while enrolled in an educational institution, instructor information that is information about an instructor that is at least one of the educational institution where the student was enrolled and the faculty member who taught the student, and second career information that is information for identifying a second career that is the next career of the student after the first career; a reception unit that receives, from a requesting instructor who is a user of the information processing device and requests the presentation of information to be output, the first career information and the instructor information for which the learning model has not yet been learned, the first career information of each of a plurality of students supervised by the requesting instructor, and the instructor information corresponding to the requesting instructor; a presentation unit that presents to the requesting instructor information indicating the second careers expected for the multiple students as output information output by the learning model by inputting an output request including the first career information and the instructor information received by the reception unit into the learning model; and An information processing device having the above configuration.

5. The reception unit further receives information indicating desired employment destinations of the plurality of students, The presentation unit further inputs the output request including the desired employment into the learning model, and presents information indicating necessary teaching contents to the multiple students as the output information output by the learning model. The information processing device according to claim 4.

6. An information processing device, a memory unit that stores a learning model trained using student data that is information about each of a plurality of students, the student data being associated with, for each student, first career information that is information for identifying a first career that is the student's career while enrolled in an educational institution, instructor information that is information about an instructor that is at least one of the educational institution where the student was enrolled and the faculty member who taught the student, and second career information that is information for identifying a second career that is the next career of the student after the first career; a reception unit that receives, from a requesting educational institution that is a user of the information processing device and that requests the presentation of information to be output, the first career information and the instructor information for which the learning model has not been learned, the first career information for each of a plurality of students enrolled in the requesting educational institution, and the instructor information corresponding to the requesting educational institution; a presentation unit that presents to the requesting educational institution information indicating the second careers expected for the multiple enrolled students as output information output by the learning model by inputting an output request including the first career information and the instructor information received by the reception unit into the learning model; An information processing device having the above configuration.

7. The reception unit further receives information indicating desired employment destinations of the plurality of enrolled students; The presentation unit further inputs the output request including the desired employment into the learning model, and presents information indicating necessary instruction contents to the multiple enrolled students by the requested educational institution as the output information output by the learning model. The information processing device according to claim 6.

8. The instructor information is at least one of the track record of the educational institution, the reputation of the educational institution, the teaching experience of the faculty member, and the attributes of the faculty member. The information processing device according to claim 1 .

9. The storage unit further stores information about the user including attributes of the user; an identification unit that identifies whether the user is a requesting student, a requesting teacher, or a requesting educational institution that requests the presentation of the output information by referring to information about the user; a presentation request unit that requests presentation of information according to the attribute of the user identified by the identification unit; and The reception unit receives the information requested by the presentation request unit from the user. The information processing device according to claim 1 .

10. A computer having a memory unit that stores a learning model trained using student data that is information about each of a plurality of students, the student data being associated with, for each student, first career information that is information for identifying a first career that is the student's career when enrolled in an educational institution, instructor information that is information about an instructor that is at least one of the educational institution where the student was enrolled and the faculty member who taught the student, and second career information that is information for identifying a second career that is the next career of the student after the first career, the second career information being information that indicates the student's employment record. receiving, from a requesting student who is a user of the computer and requests the presentation of information to be output, the first career information and the instructor information that are not yet learned by the learning model and correspond to the requesting student; A step of presenting information indicating the second career expected for the requesting student to the requesting student as output information output by the learning model by inputting an output request including the received first career information and the instructor information into the learning model; An information processing method comprising the steps of:

11. a computer having a storage unit for storing a learning model trained using student data which is information about each of a plurality of students, the student data being associated with, for each student, first career information which is information for identifying a first career which is the student's career when enrolled in an educational institution, instructor information which is information about an instructor which is at least one of the educational institution where the student was enrolled and the faculty member who taught the student, and second career information which is information for identifying a second career which is the next career of the student after the first career, the second career information being information showing the employment record of the student; a reception unit that receives, from a requesting student who is a user of the computer and requests the presentation of information to be output, the first career information and the instructor information that are not yet learned by the learning model and correspond to the requesting student; and a presentation unit that presents to the requesting student information indicating the second career expected for the requesting student as output information output by the learning model by inputting an output request including the first career information and the instructor information received by the reception unit into the learning model; A program to function as a

12. Executed by a computer having a memory unit that stores a learning model learned using student data which is information about each of a plurality of students, wherein for each student, first career information which is information for identifying a first career which is the student's history while enrolled in an educational institution, instructor information which is information about the educational institution where the student was enrolled and an instructor which is at least one of the faculty members who was in charge of the student, and second career information which is information for identifying a second career which is the next career of the student after the first career, is associated with the student data. receiving, from a requesting instructor who is a user of the computer and requests the presentation of information to be output, the first career information and the instructor information of the learning model that have not yet been learned, the first career information of each of a plurality of students supervised by the requesting instructor, and the instructor information corresponding to the requesting instructor; a step of presenting to the requesting instructor information indicating the second careers expected for the multiple students as output information output by the learning model by inputting the received output request including the first career information and the instructor information into the learning model; An information processing method comprising the steps of:

13. A computer having a memory unit for storing a learning model trained using student data which is information about each of a plurality of students, wherein for each student, first career information which is information for identifying a first career which is the student's history while enrolled in an educational institution, instructor information which is information about the educational institution where the student was enrolled and an instructor which is at least one of the faculty members who were in charge of the student, and second career information which is information for identifying a second career which is the next career of the student after the first career, are associated with the student data. a reception unit that receives, from a requesting instructor who is a user of the computer and requests the presentation of information to be output, the first career information and the instructor information for which the learning model has not yet been learned, the first career information of each of a plurality of students supervised by the requesting instructor, and the instructor information corresponding to the requesting instructor; a presentation unit that presents to the requesting instructor information indicating the second careers expected for the multiple students as output information output by the learning model by inputting an output request including the first career information and the instructor information received by the reception unit into the learning model; A program to function as a

14. Executed by a computer having a memory unit that stores a learning model trained using student data which is information about each of a plurality of students, wherein for each student, first career information which is information for identifying a first career which is the student's history while enrolled in an educational institution, instructor information which is information about the educational institution where the student was enrolled and an instructor which is at least one of the faculty members who was in charge of the student, and second career information which is information for identifying a second career which is the next career of the student after the first career, is associated with the student data. A step of receiving the first career information and the instructor information from a requesting educational institution that is a user of the computer and requests the presentation of information to be output, the learning model being unlearned, the first career information of each of a plurality of students enrolled in the requesting educational institution, and the instructor information corresponding to the requesting educational institution; presenting to the requesting educational institution, as output information output by the learning model by inputting an output request including the received first career information and instructor information into the learning model, information indicating the second careers expected for the multiple enrolled students; An information processing method comprising the steps of:

15. A computer having a memory unit for storing a learning model trained using student data which is information about each of a plurality of students, wherein for each student, first career information which is information for identifying a first career which is the student's history while enrolled at an educational institution, instructor information which is information about the educational institution where the student was enrolled and an instructor which is at least one of the faculty members who were in charge of the student, and second career information which is information for identifying a second career which is the next career of the student after the first career, are associated with the student data. a reception unit that receives, from a requesting educational institution that is a user of the computer and requests the presentation of information to be output, the first career information and the instructor information for which the learning model has not been learned, the first career information of each of a plurality of students enrolled in the requesting educational institution, and the instructor information corresponding to the requesting educational institution; a presentation unit that presents to the requesting educational institution information indicating the second careers expected for the multiple enrolled students as output information output by the learning model by inputting an output request including the first career information and the instructor information received by the reception unit into the learning model; A program to function as a

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