Abstract: Systems and methods for content framing monitoring and intervention are disclosed. In one example, a method includes receiving, at a computing device, first text conveying first information, performing natural language processing of the first text, determining a first framing of the first information based on the natural language processing of the first text, determining second text conveying the first information with a second framing, different from the first framing, and outputting the second text on an electronic display.

Abstract: Systems and methods to determine the value of scientific expertise in large scale experimentation are disclosed. In one embodiment, a method includes receiving a cost of performing a controlled experiment to test a plurality of interventions associated with a metric of interest, receiving a distribution of expected effect sizes associated with the interventions, receiving a level of expertise associated with the metric of interest, generating sample data for a plurality of simulated trials of the experiment, generating a sample ordering of the plurality of interventions for each of the plurality of simulated trials, simulating a plurality of trials of the experiment using the sample data and the sample orderings of the interventions, and determining a first value indicating an amount that the metric of interest will be improved from hiring an expert compared to not hiring an expert based on the results of simulating the plurality of trials.