Systems, methods, and computer-readable media are provided for collaboration in a group-based communication system via a third-party integration. A new collaboration instance controller is initialized which allows the third-party integration to request and receive group-based communication system objects from the group-based communication system.

A system and method for managing virtual queues. A cloud-based queue service manages a plurality of queues hosted by one or more entities. The queue service is in constant communication with the entities providing queue management, queue analysis, and queue recommendations. The queue service is likewise in direct communication with queued persons. Sending periodic updates while also motivating and incentivizing punctuality and minimizing wait times based on predictive analysis. The predictive analysis uses “Big Data” and other available data resources, for which the predictions assist in the balancing of persons across multiple queues for the same event or multiple persons across a sequence of queues for sequential events. Furthermore, the system utilizes a virtual agent engine and various predictive models to schedule and execute callbacks between a person in a virtual queue and a virtual agent based on predictive model results.

An approach for optimizing the selection of team members on a project team. The approach retrieves data associated with prospective members of a project team. The approach generates team member personality scores based on a machine learning model. The approach generates a team compatibility score based on a portion of the prospective team member personality scores. The approach calculates a predicted project success score based on the team compatibility score. The approach assigns prospective team members to the team based on maximizing the predicted project success score.

An approach for predicting team dynamics based on changing circumstances. The approach retrieves profiles associated with a group of first team members of a project team. The approach selects a virtual reality (VR) scenario to interact with the group of first team members. The approach executes the VR scenario based on the profiles. The approach receives VR input from an interacting team member interacting with the VR scenario. The approach predicts responses of the group of first team members to the VR input. The approach analyzes the responses and provides the interacting team member a ranked list of scenario outcomes.

In some implementations, a device may receive project management data including information related to project elements associated with one or more projects and associations among the project elements associated with the one or more projects. The device may generate one or more data structures representing the project elements associated with the one or more projects and the associations among the project elements associated with the one or more projects. The device may receive a request to visualize project data, wherein the request may indicate a view to use in order to visualize the project data and/or specify criteria related to the project data to be visualized in the view. The device may search the one or more data structures to obtain the project data to be visualized based on the criteria specified in the request. The device may render the project data using the view indicated in the request.

A system for investigative analysis.

Certain aspects involve building segment-specific executable program code. In one example, a code-building service can execute segmentation logic that assigns different target entity records to different segments based on differences between sets of attribute values among the target entity records. The code-building service can select, for each segment, a set of data assets that is specific to the assigned segment and a set of source code portions that is specific to the selected data assets. The code-building service can order each set of the source code portions based on an identified modeling output type for the target entity records. The code-building service can generate, from the ordered source code portions, a set of program code referencing the selected subset of the data assets. For instance, the generated program code, if executed, can generate and transmit different modeling outputs for different target entity records.

There is provided an information processing apparatus for efficiently processing various products. The information processing apparatus includes a determiner that receives signals from sensors respectively provided in a plurality of machine tools, determines operation statuses of the plurality of machine tools, and derives a plurality of usable machine tools, a receiver that receives product specifying data for specifying a product to be manufactured, a decider that decides, based on the product specifying data, a necessary machine tool required to process the product, and a presenter that searches for the necessary machine tool from the plurality of usable machine tools, and presents information concerning a use machine tool as a search result.

Visualizations are automatically generated based at least on a received identifier that identifies a report. One or more data sets and one or more style configurations are retrieved from a shared visualization library via a backend API based on the received identifier and passed to a router component. The router component includes a switch that renders a score component, which generates a score visualization, if the retrieved data sets include score data. If the data sets include time series data, or the score visualization also includes a time series graph, the router component renders a time series component that passes the data sets and the style configurations to a parser that parses the data sets and the style configurations and outputs one or more highcharts options objects. A highcharts component generates the time series visualizations and/or adds the time series graph to the score visualization based on the highcharts options objects.

Methods, apparatuses, systems, and computer program products are disclosed for outputting a contextually relevant development unit performance insight interface component in a project management and collaboration system. In an example embodiment, an apparatus detects an insight interface component request, accesses past development unit performance metrics data, determines a suggested development unit performance target, determines a selected development unit commitment, determines a visual emphasis element for the selected development unit commitment, wherein the visual emphasis element is configured to visually compare the selected development unit commitment to the suggested development unit performance target, generates a development unit performance summary insight interface component comprising the visual emphasis element, and outputs the development unit performance summary insight interface component for rendering to a project management user interface.