Abstract: The system provides a method of sorting and presenting messages in a way so that the relationship in message threads can be easily observed and related messages can be identified. The system provides a way to view messages and map message threads and inboxes in two and three dimensions so that the content of messages can be easily reviewed and the relationship between messages can be seen and followed. The system is not limited to email messages but can present the relationship between multiple types of communications including emails, instant messages, texts, tweets, bulletin boards, wilds, blogs, voice conversations postings on social networks and other types of communications. In addition, the system allows for the inclusion of transactional information, including financial transactions, physical movement, asset deployment, or other acts or activities that may be related to, or independent of, the communications.

Abstract: A method, apparatus, system, and computer program code for digitally presenting a comparison of labor resource allocations between organizations. A computer system identifies employee data for a set of employees. The employee data includes job titles, and job descriptions. Using a set of machine learning models, the computer system extracts skills data from the job descriptions. Based on the skills data extracted from the job descriptions and using the set of machine learning models, the computer system maps the job titles to normalized titles within a job taxonomy that governs relationships between business functions, subfunctions, and the normalized titles. The computer system determines a resource allocation for an organization over each of the normalized titles. The computer system generates a granular comparison of the granular resource allocation to a set of benchmark allocations. The computer system digitally presents the granular comparison in a graphical user interface.

Abstract: The system provides a method of sorting and presenting messages in a way so that the relationship in message threads can be easily observed and related messages can be identified. The system provides a way to view messages and map message threads and inboxes in two and three dimensions so that the content of messages can be easily reviewed and the relationship between messages can be seen and followed. The system is not limited to email messages but can present the relationship between multiple types of communications including emails, instant messages, texts, tweets, bulletin boards, wikis, blogs, voice conversations postings on social networks and other types of communications. In addition, the system allows for the inclusion of transactional information, including financial transactions, physical movement, asset deployment, or other acts or activities that may be related to, or independent of, the communications.

Abstract: A predictive benchmarking of job wages is provided. Wage data is collected from a number of sources and preprocessed, wherein the wage data comprises a number of dimensions. A wide linear part of a wide-and-deep model is trained to emulate benchmarks and to memorize exceptions and co-occurrence of dimensions in the wage data. A deep part of the wide-and-deep model is concurrently trained to generalize rules for wage predictions across employment sectors based on relationships between dimensions. When a user request is received a number of wage benchmarks are forecast by summing linear coefficients produced by the wide linear part with nonlinear coefficients produced by the deep part according to parameters in a user request, and the wage benchmark forecasts are displayed.

Abstract: The system provides a method of sorting and presenting messages in a way so that the relationship in message threads can be easily observed and related messages can be identified. The system provides a way to view messages and map message threads and inboxes in two and three dimensions so that the content of messages can be easily reviewed and the relationship between messages can be seen and followed. The system is not limited to email messages but can present the relationship between multiple types of communications including emails, instant messages, texts, tweets, bulletin boards, wilds, blogs, voice conversations postings on social networks and other types of communications. In addition, the system allows for the inclusion of transactional information, including financial transactions, physical movement, asset deployment, or other acts or activities that may be related to, or independent of, the communications.

Abstract: The system provides a method of sorting and presenting messages in a way so that the relationship in message threads can be easily observed and related messages can be identified. The system provides a way to view messages and map message threads and inboxes in two and three dimensions so that the content of messages can be easily reviewed and the relationship between messages can be seen and followed. The system is not limited to email messages but can present the relationship between multiple types of communications including emails, instant messages, texts, tweets, bulletin boards, wikis, blogs, voice conversations postings on social networks and other types of communications. In addition, the system allows for the inclusion of transactional information, including financial transactions, physical movement, asset deployment, or other acts or activities that may be related to, or independent of, the communications.

Abstract: The system provides a method of sorting and presenting messages in a way so that the relationship in message threads can be easily observed and related messages can be identified. The system provides a way to view messages and map message threads and inboxes in two and three dimensions so that the content of messages can be easily reviewed and the relationship between messages can be seen and followed. The system is not limited to email messages but can present the relationship between multiple types of communications including emails, instant messages, texts, tweets, bulletin boards, wilds, blogs, voice conversations postings on social networks and other types of communications. In addition, the system allows for the inclusion of transactional information, including financial transactions, physical movement, asset deployment, or other acts or activities that may be related to, or independent of, the communications.