| CPC G06F 8/433 (2013.01) | 20 Claims |

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1. A method, the method comprising:
initiating, by a computer-implemented analysis assistant, responsive to an interface of a first computing system, a presentation session comprising a presentation of inefficiency results associated with a mapping of a set of operators of a dataflow program to execute the set of operators on hardware of a second computing system, the analysis assistant included in the first computing system;
receiving, by the analysis assistant, an inefficiency included among the inefficiency results;
composing by the analysis assistant, formatted inefficiency results comprising the inefficiency having a presentation format to assist a developer of the dataflow program to interpret the inefficiency; and,
outputting, by the analysis assistant, to an interface of a third computing system, the formatted inefficiency results, the interface of the third computing system comprising at least a portion to output the formatted inefficiency results for use by the developer to improve the dataflow program in association with the inefficiency.
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