Abstract: Methods, systems and apparatus, including computer programs encoded on computer storage medium, for allocating computation resources using ESG reporting. In one aspect a method includes obtaining data from a knowledge source for an entity, the knowledge source comprising a plurality of ESG disclosures that relate to one or more ESG dimensions; computing vulnerability indicator scores that represent measures of latent vulnerability with respect to the ESG dimensions; computing descriptive distribution scores that represent distributions of descriptions of the ESG dimensions within the knowledge source; determining, using the vulnerability indicator scores and the descriptive distribution scores, an allocation of computational resources to ESG computational processes associated with the ESG dimensions that achieves an increased gain in sustainability for the entity; and initiating allocation of the computational resources to the ESG computational processes according to the determined allocation.

Abstract: A dynamic expert solicitation, collaboration and reputation management system monitors and matches tasks with experts qualified to perform the tasks. The system receives a request for assistance associated with a task from a user. The request for assistance includes task information such as a due date, at least one skill associated with the task, and badges assigned to the task. The system publishes the request for assistance to at least one community of practice web page from among a plurality of community of practice web pages, and obtains a response to the request for assistance from another user. Upon completion of the task, they system allocates the badges to a profile of the second user, and publishes completion of the task to an activity feed of the community of practice web site.