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模拟辅助趋势研究×纵向研究×
领域研究设计研究设计
方法族Process / pipelineProcess / pipeline
起源年份1990s–2000s (convergence of computational simulation with survey-based trend designs)Late 19th–early 20th century; methodologically codified through the 20th century
提出者Synthesized from trend research (Creswell) and Monte Carlo / agent-based simulation traditions (Mooney, 1997)No single originator; foundational methodological treatments by Stuart Menard and Judith Singer & John Willett
类型Quantitative research design with computational augmentationQuantitative (or mixed) observational research design
开创性文献Creswell, J. W., & Creswell, J. D. (2023). Research Design: Qualitative, Quantitative, and Mixed Methods Approaches (6th ed.). SAGE Publications. ISBN: 978-1071817971Menard, S. (2002). Longitudinal Research (2nd ed.). Sage Publications. ISBN: 978-0761922841
别名simulation-augmented trend study, Monte Carlo trend research, computational trend analysis, simulation-based longitudinal trend designlongitudinal study, longitudinal design, prospective longitudinal study, repeated-measures observational study
相关44
摘要Simulation-assisted trend research combines repeated cross-sectional survey data collected at multiple time points with computational simulation techniques — such as Monte Carlo methods or agent-based modeling — to project, validate, and stress-test observed trends. It extends classic trend research by replacing or supplementing extrapolation with probabilistic scenario modeling, allowing researchers to quantify uncertainty around trend trajectories and explore counterfactual futures under varying assumptions.Longitudinal research is an observational design in which the same participants, groups, or units are measured repeatedly over an extended period. Rather than capturing a single snapshot, it tracks change, stability, and temporal sequencing of variables — making it the primary non-experimental strategy for studying development, growth, decline, and the unfolding of causal processes across time.
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ScholarGate方法对比: Simulation-Assisted Trend Research · Longitudinal Research. 于 2026-06-19 检索自 https://scholargate.app/zh/compare