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We leveraged our empirically-calibrated models [ 15, 33, 34] to validate the companion model by comparing projected model outcomes for selected countries to those obtained using the companion model.
However, more universities involved in a collaboration predicted fewer coordination activities and fewer project outcomes.
A statistical mediation analysis showed that insufficient coordination explained the negative relationship between multi-university collaboration and project outcomes.
We report a study of the coordination activities and project outcomes of 491 research collaborations funded by the US National Science Foundation.
Monte Carlo sampling allows many project outcomes to be evaluated statistically.
The project delivery method (PDM) greatly influences the project outcome.
This is due to the unfamiliarity of foresight in many corporations, the need to gain participation from reluctant employees to guide the project to achieve managerial results, and the need to validate the outcomes for the broader corporate culture.
Finally, simulations of the algorithms were conducted to validate our outcomes.
A cluster validity index is used to validate the outcome.
Furthermore, the study tries to identify how to validate the AHP outcomes.
This coming year, we will scale this programming to reach more communities and further validate outcomes.
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