JOANNEUM RESEARCH Forschungsgesellschaft mbH, LIFE - Institute for Climate, Energy and Society, Graz, Styria, Austria.
Risk Anal. 2021 Jun;41(6):958-975. doi: 10.1111/risa.13598. Epub 2020 Oct 10.
Previous studies do not agree on the strengths and directions of the effects between risk appraisal, nonprotective, and protective responses in private flood mitigation. This may be due to the widespread use of cross-sectional survey designs, which infer causality from theoretical considerations alone. The present longitudinal study, in contrast, builds on the logic that cause precedes effect to confirm the direction of effects. Drawing on two-wave survey data from 554 flood-prone households in Austria, cross-lagged autoregressive models analyze pairwise combinations between risk perception, fear, five nonprotective responses (fatalism, denial, wishful thinking, reliance on social support, reliance on public protection), and seven specific protective responses (ranging from coordination with neighbors to structural modifications of the building). These factors show substantial temporal stability, in particular for nonprotective responses and fear. Only in very few instances can effects over time be confirmed statistically. Nonprotective responses emerge as the major drivers; foremost, denial, and reliance on public protection limit private flood mitigation. This overall null finding on causality may trace back to the 1.5 years' time span and the absence of any policy intervention or flood disaster between survey waves, and the high stability of protection motivation theory components. This finding puts into question the theoretically assumed causal relationships and the effects found in cross-sectional studies. The high trait-like stability requires perseverance in risk management efforts to change attitudes and capabilities. Finding nonprotective responses as key determinants in an overall picture of stability suggests that this factor merits a stronger role in future risk research.
先前的研究在私人洪灾缓解中的风险评估、非保护和保护反应的效果强弱和方向上存在分歧。这可能是由于广泛使用横断面调查设计,仅从理论考虑推断因果关系所致。相比之下,本纵向研究基于因果关系先于效果的逻辑,通过对来自奥地利 554 个洪水多发家庭的两波调查数据进行交叉滞后自回归模型分析,确认了效果的方向。该研究分析了风险感知、恐惧、五种非保护反应(宿命论、否认、一厢情愿、依赖社会支持、依赖公共保护)和七种具体保护反应(从与邻居协调到建筑物结构修改)之间的两两组合。这些因素表现出相当大的时间稳定性,尤其是非保护反应和恐惧。只有在极少数情况下,才能从统计学上确认随时间的效果。非保护反应是主要的驱动因素;首要的是,否认和依赖公共保护限制了私人洪灾缓解。这种关于因果关系的整体零发现可能归因于 1.5 年的时间跨度以及两次调查之间没有任何政策干预或洪水灾害,以及保护动机理论成分的高度稳定性。这一发现质疑了理论上假设的因果关系以及横断面研究中发现的效果。高度的特质稳定性要求在风险管理工作中坚持不懈,以改变态度和能力。在稳定的整体图景中,将非保护反应作为关键决定因素表明,这一因素在未来的风险研究中值得更加强调。