Scientific research project personnel performance management method, system, electronic device and medium

Abstract

This invention provides a method, system, electronic device, and medium for performance management of research project personnel. The method includes: acquiring all project work hour data of the unit; fitting the completion cycle of various work hour tasks of the unit based on the all project work hour data to obtain a real-time mapping relationship between work hour task cycles and work hour task types; determining a planned time schedule for project work hour tasks based on the real-time mapping relationship; revising the planned time schedule based on project work hour quotas, the time schedule of similar projects being executed, and the comparable time schedule of similar projects that have been completed, to obtain a revised time schedule; and responding to the input of the project development cycle ratio and the stage target value of the project work hour task completion progress in the revised time schedule to obtain the stage target value of each work hour task of the project. This accurately predicts the work hour patterns of research project personnel, allows for timely formulation of phased personnel performance goals for research projects, and improves the efficiency of research project management.

Description

Technical Field

[0001] This invention relates to the field of scientific research project management technology, and in particular to a method, system, electronic device and medium for performance management of scientific research project personnel. Background Technology

[0002] As an assessment mechanism for measuring employees' abilities in various aspects, performance evaluation can be applied to project management to stimulate employees' intrinsic motivation and optimize project management efficiency.

[0003] Due to historical reasons and their unique corporate nature, research institutes are less affected by the market economy and still rely on relatively traditional personnel performance evaluation systems. These traditional systems assess employees' work attitude, ability, and results, but fail to consider the specific circumstances of the institution. Consequently, evaluations become mere formalities, evaluation standards are biased, and communication and feedback are inadequate. This results in low employee motivation, inefficient personnel management, and a lack of scientific innovation, failing to truly realize the purpose of personnel performance evaluation.

[0004] Improving the performance evaluation of scientific research project personnel and promoting the informatization of scientific research project management are effective ways to improve project management. Improving evaluation methods and promoting informatization can enhance the performance evaluation level of enterprise scientific research project personnel, significantly improve the level of scientific research project management, standardize and optimize management processes, and enhance the core competitiveness of enterprises.

[0005] Existing research project personnel performance management systems typically set personnel performance goals for research projects on an annual basis. For short-term or phased projects, personnel performance goals need to be set through human judgment based on information recorded in the research project work hour system. This makes it difficult to adjust personnel performance goals in a timely manner according to actual work conditions, thus affecting the overall performance evaluation level of research projects.

[0006] To improve the efficiency of performance management for research project personnel, developing a performance management system for research project personnel that can accurately describe the working hours of research project personnel, accurately predict the working hour patterns of research project personnel, and promptly propose phased performance goals for research project personnel has significant engineering implications and application value. Summary of the Invention

[0007] This invention provides a method, system, electronic device, and medium for performance management of scientific research project personnel, which addresses the shortcomings of existing performance management systems for scientific research project personnel, such as the inability to accurately predict the working hours patterns of scientific research project personnel and the inability to promptly propose phased performance goals for scientific research project personnel, thereby improving the efficiency of scientific research project management.

[0008] This invention provides a method for performance management of scientific research project personnel, comprising the following steps:

[0009] Obtain all project time data of the unit in the time management system, and fit the completion cycle of each time task of the unit based on the all project time data of the unit to obtain the real-time mapping relationship between the time task cycle and the time task type, and determine the planned time schedule of the project time task based on the real-time mapping relationship.

[0010] Based on the project time quota, the time schedule of similar projects in execution, and the comparable time schedule of similar projects that have been completed, the planned time schedule is revised to obtain the revised time schedule of the project time tasks.

[0011] In response to the operation of inputting the project development cycle ratio and the project time task completion progress stage target value in the revised time schedule table, the stage target value of each time task of the project is obtained.

[0012] According to a method for performance management of scientific research project personnel provided by the present invention, the revised project schedule is obtained by revising the planned schedule based on project time quotas, the time schedule of similar projects being executed, and the comparable time schedule of similar projects that have been completed, to obtain a revised project time schedule. The revised schedule includes:

[0013] The project time quota, the planned time schedule, the time schedule of similar projects being executed, and the comparable time schedule of similar projects that have been completed are input into the four-parameter Prophet model to obtain the corrected time schedule output by the four-parameter Prophet model.

[0014] According to the present invention, a method for performance management of scientific research project personnel includes fitting the completion cycle of various time-based tasks of the unit based on all project time-based data of the unit to obtain a real-time mapping relationship between the time-based task cycle and the time-based task type, comprising:

[0015] Based on the total project time data of the unit, the least squares method is used to fit the completion cycle of each time task of the unit to obtain the real-time mapping relationship between the time task cycle and the time task type.

[0016] According to the present invention, a method for performance management of scientific research project personnel is provided, wherein the work hour task cycle is the period from the initiation of the work hour task to the completion of the task.

[0017] According to a method for performance management of scientific research project personnel provided by the present invention, the time progress of performing similar project work hours is the ratio of the cumulative number of work hours completed in performing similar projects to the total number of project work hours.

[0018] According to a method for performance management of scientific research project personnel provided by the present invention, the comparable progress of the time tasks of the completed similar projects is the ratio of the cumulative number of time tasks completed in the completed similar projects at the current research and development cycle ratio to the total number of time tasks of the project.

[0019] This invention also provides a performance management system for scientific research project personnel, comprising the following units:

[0020] The acquisition unit is used to acquire all project time data of the unit in the time management system, and fit the completion cycle of each time task of the unit based on the all project time data of the unit to obtain the real-time mapping relationship between the time task cycle and the time task type, and determine the planned time schedule of the project time task based on the real-time mapping relationship.

[0021] The correction unit is used to correct the planned schedule based on the project time quota, the time schedule of similar projects being executed, and the comparable time schedule of similar projects that have been completed, so as to obtain a corrected time schedule for the project time tasks.

[0022] The input unit is used to respond to the operation of inputting the project development cycle ratio and the project time task completion progress stage target value in the revised time schedule table, and to obtain the stage target value of each time task of the project.

[0023] The present invention also provides an electronic device, including a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein the processor executes the program to implement the research project personnel performance management method described above.

[0024] The present invention also provides a non-transitory computer-readable storage medium having a computer program stored thereon, which, when executed by a processor, implements the research project personnel performance management method as described above.

[0025] The present invention also provides a computer program product, including a computer program that, when executed by a processor, implements the research project personnel performance management method as described above.

[0026] The research project personnel performance management method, system, electronic device, and medium provided by this invention intelligently correct the planned time schedule of project tasks to obtain a corrected time schedule. When the project development cycle ratio and the project task completion progress stage target value are fixed, the research project personnel performance management system can automatically output the stage target value of each task, thereby correctly describing the working hours of research project personnel, accurately predicting the working hours patterns of research project personnel, and timely proposing phased personnel performance goals for research projects, thus improving the efficiency of research project management. Attached Figure Description

[0027] To more clearly illustrate the technical solutions in this invention or the prior art, the drawings used in the description of the embodiments or the prior art will be briefly introduced below. Obviously, the drawings described below are some embodiments of this invention. For those skilled in the art, other drawings can be obtained from these drawings without creative effort.

[0028] Figure 1 This is a flowchart illustrating the performance management method for scientific research project personnel provided by the present invention.

[0029] Figure 2 This is a schematic diagram of the structure of the scientific research project personnel performance management system provided by the present invention.

[0030] Figure 3 This is a schematic diagram of the structure of the electronic device provided by the present invention. Detailed Implementation

[0031] To make the objectives, technical solutions, and advantages of this invention clearer, the technical solutions of this invention will be clearly and completely described below with reference to the accompanying drawings. Obviously, the described embodiments are only some, not all, of the embodiments of this invention. All other embodiments obtained by those skilled in the art based on the embodiments of this invention without creative effort are within the scope of protection of this invention.

[0032] The terms "first," "second," etc., used in this invention are used to distinguish similar objects and not to describe a specific order or sequence. It should be understood that such data can be interchanged where appropriate so that embodiments of this application can be implemented in orders other than those illustrated or described herein, and that the objects distinguished by "first," "second," etc., are generally of the same class.

[0033] Figure 1 This is a flowchart illustrating the performance management method for research project personnel provided by the present invention, as shown below. Figure 1 As shown, the method includes steps 110, 120 and 130.

[0034] Step 110: Obtain all project time data of the unit in the time management system, and fit the completion cycle of each time task of the unit based on the all project time data of the unit to obtain the real-time mapping relationship between the time task cycle and the time task type, and determine the planned time schedule of the project time tasks based on the real-time mapping relationship.

[0035] Specifically, firstly, the work hour data of all projects of the unit is obtained from the work hour management system. It can be understood that the work hour data of all projects of the unit includes data such as the type of work hour task and the corresponding work hour task completion cycle. Therefore, the completion cycle of each work hour task of the unit can be fitted based on the work hour data of all projects of the unit to obtain the real-time mapping relationship between the work hour task cycle and the work hour task type.

[0036] Here, the least squares method can be used to fit the completion cycle of each task in the unit based on the total project time data of the unit, so as to obtain the real-time mapping relationship between the task cycle and the task type.

[0037] Here, the least squares method is a classic method used for data fitting and parameter estimation. It is often used to find an optimal curve or straight line that minimizes the sum of the squared distances from points on the curve or straight line to the actual data points.

[0038] The work task type can be design, development, testing, etc., and the work task cycle is the period from the initiation of the work task to the completion of the task. The corresponding work task completion cycle can be days, weeks, months, etc., and this embodiment of the invention does not make specific limitations on this.

[0039] For example, task types can be coded, such as Design=1, Development=2, Testing=3, Maintenance=4. Then, the actual completion cycle data for each task type can be compiled to ensure data accuracy and completeness.

[0040] The specific fitting process can be based on the total project time data of the unit to build a linear regression model and then use the least squares method to solve the regression coefficients, or it can be based on the total project time data of the unit to build a multinomial regression model and then use the least squares method to solve the regression coefficients, or it can be based on the total project time data of the unit to build a logarithmic regression model and then use the least squares method to solve the regression coefficients, etc., depending on the specific actual scenario. This embodiment of the invention does not make specific limitations on this.

[0041] Then, using the obtained regression coefficients, the model's fit to the data is calculated, i.e., the prediction completion period.

[0042] In addition, statistical indicators such as R-squared and mean squared error (MSE) can be used to evaluate the model's fit and residual analysis can be performed to check for obvious biases or outliers in the model.

[0043] Understandably, the fitting process will yield a real-time mapping relationship between task cycles and task types, and based on this real-time mapping relationship, a planned schedule for the project's tasks will be determined. In other words, the planned schedule for the project's tasks will contain information about the real-time mapping relationship between task cycles and task types.

[0044] Here, spline interpolation, multilayer perceptron, convolutional neural network and other methods can also be used, and the completion cycle of each task of the unit can be fitted based on the total project time data of the unit. The embodiments of the present invention do not make specific limitations in this regard.

[0045] Step 120: Based on the project time quota, the time schedule of similar projects being executed, and the comparable time schedule of similar projects that have been completed, the planned time schedule is revised to obtain the revised time schedule of the project time tasks.

[0046] Specifically, data is read from the work hour management system to obtain project work hour quotas, the chronological progress of similar project work hour tasks, and the comparable chronological progress of similar completed project work hour tasks.

[0047] Then, after obtaining the project time quota, the time schedule of similar projects in execution, and the comparable time schedule of similar projects that have been completed, the planned time schedule can be revised based on the project time quota, the time schedule of similar projects in execution, and the comparable time schedule of similar projects that have been completed, to obtain the revised time schedule of the project time tasks.

[0048] The revised schedule includes information on the relationship between the proportion of the project development cycle and the total number of project work hours.

[0049] Here, the timeline of work hours for similar projects is the ratio of the cumulative number of work hours completed in similar projects to the total number of work hours for the project.

[0050] Here, the comparable time schedule of similar completed projects is the ratio of the cumulative number of completed time tasks of similar completed projects at the current development cycle ratio to the total number of time tasks of the project.

[0051] Here, based on the project's time quota, the time schedule of similar projects being executed, and the comparable time schedule of similar projects that have been completed, the planned time schedule is revised to obtain a revised time schedule for the project's time tasks. A four-parameter Prophet model, an ARIMA (Autoregressive Integrated Moving Average Model), or an LSTM (Long Short-Term Memory) network can be used, etc. This embodiment of the invention does not specifically limit the specific use of these methods.

[0052] The Prophet model is a time series forecasting model that employs a flexible framework, enabling accurate predictions of various time series through simple parameter adjustments. The Prophet model decomposes time series data into four main components: trend, seasonality, holiday effect, and noise. The trend represents the long-term changing pattern of the time series, seasonality represents the cyclical pattern of change, the holiday effect refers to the impact on specific dates or time periods, and noise is unpredictable random variation.

[0053] Step 130: In response to the operation of inputting the project development cycle ratio and the project time task completion progress stage target value in the revised time schedule table, the stage target value of each time task of the project is obtained.

[0054] Specifically, since the revised project schedule includes information on the correspondence between the project development cycle ratio and the total number of project time tasks, after revising the planned schedule to obtain the revised project time task schedule, the target values ​​for each project time task can be obtained by inputting the project development cycle ratio and the target values ​​for the project time task completion stages into the revised schedule.

[0055] Understandably, when the project development cycle ratio and the project's time task completion progress stage target values ​​are fixed, the scientific research project personnel performance management system can automatically output the stage target values ​​for each time task in the project. This addresses the problem that existing scientific research project personnel performance management systems struggle to accurately predict the working hours patterns of scientific research project personnel and cannot promptly propose stage-by-stage personnel performance targets for scientific research projects, thereby improving the efficiency of scientific research project management.

[0056] The method provided in this embodiment of the invention acquires all project work hour data of a unit in a work hour management system, and fits the completion cycle of each work hour task of the unit based on the total project work hour data to obtain a real-time mapping relationship between the work hour task cycle and the work hour task type. Based on the real-time mapping relationship, a planned time schedule for the project work hour tasks is determined. Then, based on the project work hour quota, the time schedule of similar project work hour tasks being executed, and the comparable time schedule of similar project work hour tasks that have been completed, the planned time schedule is revised to obtain a revised time schedule for the project work hour tasks. In response to the operation of inputting the project development cycle ratio and the project work hour task completion progress stage target value into the revised time schedule, the stage target value of each work hour task of the project is obtained. This process intelligently corrects the planned timeline of project tasks, resulting in a corrected timeline. When the project development cycle ratio and the project task completion progress stage target values ​​are fixed, the scientific research project personnel performance management system can automatically output the stage target values ​​of each task, thereby accurately predicting the working hours of scientific research project personnel and promptly proposing phased personnel performance targets for scientific research projects, thus improving the efficiency of scientific research project management.

[0057] Based on the above embodiments, step 120, which involves revising the planned schedule based on project time quotas, the time schedule of similar projects being executed, and the comparable time schedule of completed similar projects, to obtain a revised project time schedule, includes:

[0058] Step 121: Input the project time quota, the planned time schedule, the time schedule of the work tasks of similar projects being executed, and the comparable time schedule of the work tasks of similar projects that have been completed into the four-parameter Prophet model to obtain the corrected time schedule output by the four-parameter Prophet model.

[0059] Specifically, in order to better and more intelligently correct the planned schedule, a model can be used to correct the planned schedule. The project time quota, the planned schedule, the schedule of similar projects in progress, and the comparable schedule of similar projects that have been completed can be input into the four-parameter Prophet model to obtain the corrected schedule output by the four-parameter Prophet model.

[0060] That is, the modified timing schedule = p(parameter1, parameter2, parameter3, parameter4)

[0061] Wherein, parameter 1, parameter 2, parameter 3, and parameter 4 represent the project time quota, the planned time schedule, the time schedule of the time task in the same type of project being executed, and the comparable time schedule of the time task of the same type of project that has been completed, respectively, and p represents the four-parameter Prophet model.

[0062] Project time quota: This is an estimate of the total time required to complete a research project. It provides basic information about the scale of the research project and helps the model understand the overall workload of the research project.

[0063] Project timeline: This is a preliminary plan before the start of a research project, including the time schedule and expected completion time of each task. It reflects the research project team's initial planning for the order and timing of task execution.

[0064] The time-based progress of similar projects is the ratio of the cumulative number of time tasks completed in similar projects to the total number of time tasks in the project. It reflects the actual progress of similar research projects currently in progress. It provides time data and efficiency information during the actual execution process, helping the model to more accurately predict future progress.

[0065] The comparable timeline of completed similar projects is the ratio of the cumulative number of completed time tasks for completed similar projects at the current development cycle proportion to the total number of time tasks for the project. It reflects the timeline progress of similar completed projects. It provides historical project execution experience and time references, helping the model identify potential risks and delay factors.

[0066] After inputting the above parameters into the four-parameter Prophet model, the model will output a revised timeline. This timeline takes into account the project's actual situation, historical experience, and potential risks, making it more accurate and reliable.

[0067] Using a four-parameter Prophet model for intelligent adjustment of project schedules is an effective method. It combines the project's actual situation, historical experience, and potential risks to improve the accuracy of schedule predictions. By implementing this method, research project teams can better manage project timelines, promptly identify and resolve problems, and ensure projects are completed on time and to the required standard.

[0068] The research project personnel performance management system provided by this invention is described below. The research project personnel performance management system described below can be referred to in correspondence with the research project personnel performance management method described above.

[0069] Based on any of the above embodiments, the present invention provides a performance management system for scientific research project personnel. Figure 2 This is a schematic diagram of the structure of the research project personnel performance management system provided by the present invention, as shown below. Figure 2 As shown, the system includes:

[0070] The acquisition unit 210 is used to acquire all project time data of the unit in the time management system, and fit the completion cycle of each time task of the unit based on the all project time data of the unit to obtain the real-time mapping relationship between the time task cycle and the time task type, and determine the planned time schedule of the project time task based on the real-time mapping relationship.

[0071] The correction unit 220 is used to correct the planned schedule based on the project time quota, the time schedule of similar projects being executed, and the comparable time schedule of similar projects that have been completed, so as to obtain a corrected time schedule for the project time tasks.

[0072] Input unit 230 is used to respond to the operation of inputting the project development cycle ratio and the project time task completion progress stage target value in the modified time schedule table, and to obtain the stage target value of each time task of the project.

[0073] The system provided in this embodiment of the invention intelligently corrects the planned time schedule of project tasks to obtain a corrected time schedule. When the project development cycle ratio and the project task completion progress stage target value are fixed, the scientific research project personnel performance management system can automatically output the stage target value of each task in the project, thereby accurately predicting the working hours of scientific research project personnel and timely proposing phased personnel performance targets for scientific research projects, thus improving the efficiency of scientific research project management.

[0074] Based on any of the above embodiments, the correction unit 220 is specifically used for:

[0075] The project time quota, the planned time schedule, the time schedule of similar projects being executed, and the comparable time schedule of similar projects that have been completed are input into the four-parameter Prophet model to obtain the corrected time schedule output by the four-parameter Prophet model.

[0076] Based on any of the above embodiments, the acquisition unit 210 is specifically used for:

[0077] Based on the total project time data of the unit, the least squares method is used to fit the completion cycle of each time task of the unit to obtain the real-time mapping relationship between the time task cycle and the time task type.

[0078] Based on any of the above embodiments, the work hour task period is the period from the initiation of the work hour task to the completion of the task.

[0079] Based on any of the above embodiments, the time schedule for executing similar project time tasks is the ratio of the cumulative number of time tasks completed in executing similar projects to the total number of project time tasks.

[0080] Based on any of the above embodiments, the comparable time schedule of the completed similar projects is the ratio of the cumulative number of completed time tasks of the completed similar projects at the current development cycle ratio to the total number of project time tasks.

[0081] Figure 3 This is a schematic diagram of the structure of the electronic device provided by the present invention, such as... Figure 3 As shown, the electronic device may include: a processor 310, a communications interface 320, a memory 330, and a communications bus 340, wherein the processor 310, the communications interface 320, and the memory 330 communicate with each other through the communications bus 340. The processor 310 can call logic instructions in the memory 330 to execute a performance management method for scientific research project personnel. This method includes: acquiring all project work hour data of the unit in the work hour management system; fitting the completion cycle of each work hour task of the unit based on the all project work hour data to obtain a real-time mapping relationship between the work hour task cycle and the work hour task type; and determining a planned timeline schedule for the project work hour tasks based on the real-time mapping relationship; revising the planned timeline schedule based on project work hour quotas, the timeline schedule of similar projects being executed, and the comparable timeline schedule of similar projects that have been completed, to obtain a revised timeline schedule for the project work hour tasks; and obtaining the stage target value for each work hour task of the project in response to the operation of inputting the project development cycle ratio and the stage target value for the completion progress of the project work hour tasks into the revised timeline schedule.

[0082] Furthermore, the logical instructions in the aforementioned memory 330 can be implemented as software functional units and, when sold or used as independent products, can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present invention, essentially, or the part that contributes to the prior art, or a part of the technical solution, can be embodied in the form of a software product. This computer software product is stored in a storage medium and includes several instructions to cause a computer device (which may be a personal computer, server, or network device, etc.) to execute all or part of the steps of the methods described in the various embodiments of the present invention. The aforementioned storage medium includes various media capable of storing program code, such as USB flash drives, portable hard drives, read-only memory (ROM), random access memory (RAM), magnetic disks, or optical disks.

[0083] On the other hand, the present invention also provides a computer program product, which includes a computer program that can be stored on a non-transitory computer-readable storage medium. When the computer program is executed by a processor, the computer can execute the research project personnel performance management method provided by the above methods. The method includes: acquiring all project work hour data of a unit in a work hour management system, fitting the completion cycle of each work hour task of the unit based on the all project work hour data of the unit to obtain a real-time mapping relationship between the work hour task cycle and the work hour task type, and determining a planned time schedule for project work hour tasks based on the real-time mapping relationship; revising the planned time schedule based on project work hour quotas, the time schedule of similar project work hour tasks, and the comparable time schedule of similar completed project work hour tasks to obtain a revised time schedule for project work hour tasks; and obtaining the stage target value of each work hour task of the project in response to the operation of inputting the project development cycle ratio and the project work hour task completion progress stage target value in the revised time schedule.

[0084] In another aspect, the present invention also provides a non-transitory computer-readable storage medium storing a computer program thereon. When executed by a processor, the computer program implements the research project personnel performance management method provided by the above methods. The method includes: acquiring all project work hour data of a unit in a work hour management system, fitting the completion cycle of each work hour task of the unit based on the all project work hour data of the unit to obtain a real-time mapping relationship between the work hour task cycle and the work hour task type, and determining a planned time schedule for project work hour tasks based on the real-time mapping relationship; revising the planned time schedule based on project work hour quotas, the time schedule of similar project work hour tasks, and the comparable time schedule of similar completed project work hour tasks to obtain a revised time schedule for project work hour tasks; and obtaining the stage target value of each work hour task of the project in response to the operation of inputting the project development cycle ratio and the project work hour task completion progress stage target value into the revised time schedule.

[0085] The system embodiments described above are merely illustrative. The units described as separate components may or may not be physically separate. The components shown as units may or may not be physical units; that is, they may be located in one place or distributed across multiple network units. Some or all of the modules can be selected to achieve the purpose of this embodiment according to actual needs. Those skilled in the art can understand and implement this without any creative effort.

[0086] Through the above description of the embodiments, those skilled in the art can clearly understand that each embodiment can be implemented by means of software plus necessary general-purpose hardware platforms, and of course, it can also be implemented by hardware. Based on this understanding, the above technical solutions, in essence or the part that contributes to the prior art, can be embodied in the form of a software product. This computer software product can be stored in a computer-readable storage medium, such as ROM / RAM, magnetic disk, optical disk, etc., and includes several instructions to cause a computer device (which may be a personal computer, server, or network device, etc.) to execute the methods described in the various embodiments or some parts of the embodiments.

[0087] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, and not to limit them; although the present invention has been described in detail with reference to the foregoing embodiments, those skilled in the art should understand that modifications can still be made to the technical solutions described in the foregoing embodiments, or equivalent substitutions can be made to some of the technical features; and these modifications or substitutions do not cause the essence of the corresponding technical solutions to deviate from the spirit and scope of the technical solutions of the embodiments of the present invention.

Claims

1. A method for performance management of scientific research project personnel, characterized in that, include: The system acquires all project time data for the unit from the time management system, and fits the completion cycle of each time task for the unit based on the all project time data to obtain a real-time mapping relationship between the time task cycle and the time task type. Based on the real-time mapping relationship, the system determines the planned time schedule of the project time tasks. The all project time data for the unit includes the time task type and the corresponding time task completion cycle data. Based on the project time quota, the time schedule of similar projects in progress, and the comparable time schedule of similar projects that have been completed, the planned time schedule is revised to obtain a revised time schedule for the project time tasks. The revised time schedule includes information on the correspondence between the project development cycle ratio and the total number of project time tasks. In response to the operation of inputting the project development cycle ratio and the project time task completion progress stage target value in the revised time schedule table, the stage target value of each time task of the project is obtained; The revised project schedule is obtained by modifying the planned schedule based on project time quotas, the time schedule of similar projects in progress, and the comparable time schedule of completed similar projects, including: The project time quota, the planned time schedule, the time schedule of similar projects being executed, and the comparable time schedule of similar projects that have been completed are input into the four-parameter Prophet model to obtain the corrected time schedule output by the four-parameter Prophet model.

2. The method for performance management of scientific research project personnel according to claim 1, characterized in that, The process of fitting the completion cycle of each task based on the total project time data of the unit to obtain the real-time mapping relationship between the task cycle and the task type includes: Based on the work hour data of all projects of the unit, the least squares method is used to fit the completion cycle of each work hour task of the unit to obtain the real-time mapping relationship between the work hour task cycle and the work hour task type.

3. The method for performance management of research project personnel according to any one of claims 1 to 2, characterized in that, The work hour task cycle is the period from the initiation of the work hour task application to the completion of the task.

4. The method for performance management of research project personnel according to any one of claims 1 to 2, characterized in that, The timeline of work hours for similar projects is the ratio of the cumulative number of work hours completed in similar projects to the total number of work hours for the project.

5. The method for performance management of research project personnel according to any one of claims 1 to 2, characterized in that, The comparable time schedule of completed similar projects is the ratio of the cumulative number of completed time tasks of completed similar projects at the current development cycle ratio to the total number of time tasks of the project.

6. A performance management system for scientific research project personnel, characterized in that, include: The acquisition unit is used to acquire all project time data of the unit in the time management system, and fit the completion cycle of each time task of the unit based on the all project time data of the unit to obtain the real-time mapping relationship between the time task cycle and the time task type, and determine the planned time schedule of the project time tasks based on the real-time mapping relationship; the all project time data of the unit includes the time task type and the corresponding time task completion cycle data. The correction unit is used to correct the planned schedule based on the project time quota, the time schedule of similar projects being executed, and the comparable time schedule of similar projects that have been completed, to obtain a corrected schedule for the project time tasks; the corrected schedule includes the correspondence information between the project development cycle ratio and the total number of project time tasks. The input unit is used to respond to the operation of inputting the project development cycle ratio and the project time task completion progress stage target value in the revised time schedule table, and to obtain the stage target value of each time task of the project; The revised project schedule is obtained by modifying the planned schedule based on project time quotas, the time schedule of similar projects in progress, and the comparable time schedule of completed similar projects, including: The project time quota, the planned time schedule, the time schedule of similar projects being executed, and the comparable time schedule of similar projects that have been completed are input into the four-parameter Prophet model to obtain the corrected time schedule output by the four-parameter Prophet model.

7. An electronic device comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, characterized in that, When the processor executes the computer program, it implements the research project personnel performance management method as described in any one of claims 1 to 5.

8. A non-transitory computer-readable storage medium having a computer program stored thereon, characterized in that, When the computer program is executed by the processor, it implements the research project personnel performance management method as described in any one of claims 1 to 5.

9. A computer program product, comprising a computer program, characterized in that, When the computer program is executed by the processor, it implements the research project personnel performance management method as described in any one of claims 1 to 5.

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