An embodiment includes parsing form data into a plurality of form values received with a schedule request and assembling the form values into a search vector. The embodiment searches historical data using a nearest neighbor algorithm that inputs the search vector and identifies first and second sets of historical vectors comprising that are closest by Euclidean distance to the search vector. The embodiment calculates an enhanced constraint vector comprising an average value based at least in part on the first set of historical vectors and a standard deviation value based at least in part on the second set of historical vectors. The embodiment generates an employee schedule using an optimization algorithm subject to a plurality of schedule constraints that include the enhanced constraint vector. The embodiment then transmit data for initiating a notification regarding availability of the employee schedule.

Systems and methods for providing personality factor determination for users, teams, and organizations, including determining personality traits and generating a personality factor score for each personality trait. The systems and methods give insight to personality traits of users teams and organizations through the use of personality profiles and by identifying correlations between personality traits of users, teams, and organizations. The systems and methods utilize web-based technology that includes one or more of media capture, video sampling, peer collaboration, and text-based descriptors. Media may serve as proxy measures or representations of personality traits. A personality profile may be generated for a user, team, or organization, which includes representations of their personality traits. The representations may be used to evaluate users, teams, and organizations based on their personality traits.

A work support apparatus, which assigns an operator to an operation performed in a workplace, includes a communication device used for the operation in the workplace, and holds information on a relationship between a process, an operation, and each of divided areas of the workplace and the communication device used for the operation, information on a predicted communication throughput by the communication device in each of the divided areas, and information on an operator-requested communication throughput for a combination of the operation and an operator. For each operation corresponding to the process, the apparatus determines assignment of an operator to the operation, referring to the predicted communication throughput by the communication device and the operator-requested communication throughput, and outputs a result of the operator assignment.

Systems, methods, and computer-readable media for triggering table entries characterizing workflow-related communications occurring between workflow participants are disclosed. The systems and methods may involve presenting a table via a display, the table containing rows and columns defining cells, the rows and cells being configured to manage respective roles of the workflow participants; presenting on the display at least one active link for enabling workflow participants to join in a video or an audio communication; logging in memory, characteristics of the communication including identities of the workflow participants who joined in the communication; and generating an object associated with the table, the object containing the characteristics of the communication logged in memory.

Embodiments herein relate to building component project management systems and methods. In an embodiment, a building component project management system is included herein having a database configured to store records regarding an installation project, an image generation system configured to render a view including a view of a building component superimposed over a view of an actual installation environment, and a user identification system configured to identify a system user and configure the data that is part of the view rendered by the image generation system according to the identified user. The system can be configured to record and store a set of physical dimensions of the actual installation environment in the database along with product selections made by a customer associated with the installation environment. Other embodiments are also included herein.

A method, a computer program product, and a computer system co-assign operators to service an incident with a first operator educating a second operator of skills used in servicing the incident. The method includes determining a type of incident and determining a command group used for the type of incident according to a first mapping based on historical resolutions of historical incidents. The method includes determining the first operator for co-assignment according to a second mapping based on successful historical resolutions of historical incidents by the first operator. The method includes determining the second operator for the co-assignment according to the second mapping that further maps the command group and the second operator based on a lack of experience in using the command group. The method includes co-assigning the incident to the first operator and the second operator.

Disclosed are various embodiments for augmented reality task identification and assistance in construction, manufacturing, and home remodeling. According to various embodiments, an augmented reality system includes a remote computing environment and an augmented reality device, where the remote computing environment is employed to identify tasks for an operator to perform to complete a project. The tasks may be sequentially displayed in an augmented reality session and the environment may be augmented to facilitate performance of the tasks by an operator.

A system and method for a hybrid-interface comprises a computer comprising a processor and memory and configured to assign identify a business role relationship defined in a business role relationship model defining one or more relationships between two or more business roles, assign a first business role to a virtual assistant and a second business role to a worker associated with a user input to the virtual assistant, wherein an authorization level of a response by the virtual assistant is based, at least in part, on a relationship defined in the business role relationship model for the first business role and the second business role.

A computer-implemented method that, in an embodiment, includes receiving a travel request from a traveler that includes a pickup and destination location and a number of travelers and analyzing the travel request and calculating routes for vehicles that are partially based on the pickup and destination location, the number of travelers, destination locations of travelers located in the vehicles, traffic conditions, minimizing a waiting time for the traveler, minimizing a travel time for the traveler, minimizing a travel time for the travelers located in the vehicles, and optimizing an aggregation of travelers on each of the plurality vehicles. In an embodiment, the plurality of vehicles includes 5 vehicles or more and based on the calculating, the method includes supplying a selected route to a selected vehicle and supplying to the traveler, identification information related to the selected vehicle thereby resulting in transportation of the traveler to the destination location.

In some implementations, a method includes receiving user input indicating a request to create a task and presenting a visual representation of the task. The method can also include receiving user input indicating an assignment of the task to an assignee, sending, to a second application, a first notification indicating the task and the assignment of the task to the assignee. It can further include receiving, from the second application, a second notification indicative of a change to a status of the task, and modifying the visual representation of the task to graphically illustrate the change in the status of the task in the user interface of the first application.