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Sep 4, 2022 · We introduce six steps to define a “Window of Tipping Point Analysis” which serves as a framework to increase the understanding of processes and tipping points in social‐ecological...
Tipping point analysis is a popular sensitivity analysis under MNAR by finding the “point(s)” where the p-value is tipped to be insignificant under varying assumptions for the missing outcomes for the different treatment groups independently.
The purpose behind a tipping point analysis (TPA) is to find the point (“tipping point”) at which the objectives of an underlying analysis are no longer met. TPAs have gained popularity in recent years as a tool to assess sensitivity to assumptions about missing data without additional modeling for a variety of analysis types.
We introduce six steps to define a “Window of Tipping Point Analysis” which serves as a framework to increase the understanding of processes and tipping points in social-ecological systems.
We need a more flexible way to evaluate the imputation’s impact to the study results. TP method is an alternative strategy for handling missing data (Yan, et al, 2009). The Tipping Point is “the moment of critical mass, the threshold, the boiling point” --- Malcolm Gladwell, The Tipping Point: How Little.
We introduce six steps to define a “Window of Tipping Point Analysis” which serves as a framework to increase the understanding of processes and tipping points in social‐ecological systems.
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What is a window of tipping point analysis?
What is a tipping point analysis?
What is a tipping point analysis under Mnar?
Do state occurrences depend on the window chosen in Tipping-Point Management?
The traditional tipping point method is a conservative approach. It assumes the IM from both treatments and the MM from the control arm is MAR, and assumes MM in the experimental arm is MNAR, which may not be realistic assumptions.
