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情景分析与假设模拟×全局敏感性分析×
领域仿真仿真
方法族Process / pipelineProcess / pipeline
起源年份1950s (origins); widely adopted in management since 1970s1973–2001
提出者Peter Schwartz (scenario planning formalization), Herman Kahn (RAND Corporation, 1950s–60s)I.M. Sobol (indices, 2001); Morris (screening, 1991); Cukier et al. (FAST, 1973)
类型Structured analytical approach / simulationVariance-based sensitivity decomposition
开创性文献Goodwin, P. & Wright, G. (2014). Decision Analysis for Management Judgment (5th ed.). Wiley. ISBN: 978-1118173671Sobol, I.M. (2001). Global Sensitivity Indices for Nonlinear Mathematical Models and Their Monte Carlo Estimates. Mathematics and Computers in Simulation, 55(1–3), 271–280. DOI ↗
别名what-if analysis, what-if simulation, stress testing, scenario planningvariance decomposition, Sobol indices, Morris screening, FAST method
相关34
摘要Scenario analysis is a structured analytical approach that systematically compares system outputs across different combinations of uncertain input values. When paired with a quantitative model, it becomes a simulation — capable of stress-testing assumptions and projecting the range of plausible outcomes. Formalised in strategic planning by Peter Schwartz and Herman Kahn from the 1950s onward, the method is widely used in policy evaluation, business forecasting, financial risk assessment, and scientific model exploration.Global sensitivity analysis (GSA) is a family of techniques that decompose the variance of a model's output across its input parameters, quantifying how much each input — and each combination of inputs — contributes to the total uncertainty in the result. Sobol's variance-based indices (2001), Morris's one-at-a-time (OAT) screening (1991), and the Fourier Amplitude Sensitivity Test (FAST, first proposed by Cukier et al. in 1973) are the three most widely used approaches. Together they serve as the standard toolkit for identifying which parameters drive model behaviour and which can be safely fixed.
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ScholarGate方法对比: Scenario Analysis · Global Sensitivity Analysis. 于 2026-06-17 检索自 https://scholargate.app/zh/compare