Abstract: Methods, systems, and computer storage media for providing ecosystem carbon emissions data using an ecosystem management engine in a carbon emissions management system. The ecosystem management engine operates as a collaborative integration platform for managing carbon emissions associated with a client and suppliers of the client based on a plurality of ecosystem management operations (e.g., data exchange and aggregation, self-service carbon emissions calculations, data validation, and carbon reduction evaluation). In operation, using an ecosystem management engine, a client communicates a request for carbon emission data from a supplier of the client. The carbon emissions data comprises product-level data of the supplier. Based on communicating the request, the client receives the carbon emissions data. One or more ecosystem management operations are executed on the carbon emissions data.

Abstract: Methods, systems, and computer storage media for providing a marketing budget allocation service associated with an optimization and simulation engine in a data analytics system. The marketing budget allocation service is a marketing expenditure optimization service that provides marketing budget allocation intelligence and visualizations based on data analysis and business information (e.g., prior hypothesis input data or scenario input data). The marketing budget allocation service is based on a service pipeline that includes a set of allocation intelligence data processors and operations that are used to generate output that is managed (e.g., visualized, presented, and revised) using a data analytics user interface. In operation, based on analyzing marketing budget allocation data—via an allocation service analytics computation model, marketing budget allocation results data are generated.