Mattavelli, Ludovico
(2025)
Climate risk assessment: a literature review and the formulation of a model hierarchy.
[Laurea magistrale], Università di Bologna, Corso di Studio in
Fisica del sistema terra [LM-DM270], Documento ad accesso riservato.
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Abstract
Assessing climate change risk represents a urgent and complex challenge. This thesis
presents a comprehensive literature review on climate risk assessment, evaluating the
current state of the art and formulating a model hierarchy to improve the usability and
practical application of climate risk science. The review focuses on three key natural
hazards — river floods, heatwaves and droughts — at global scale. The analysis reveals
that while hazard modeling is well-established, showing notable differences in approach
across different hazard types, the exposure model shows moderate consistency, with
variations primarily driven by the choice of risk metric. In contrast, vulnerability remains
the least represented and most inconsistently modeled risk determinant. To address these
challenges, this thesis provides a structured interpretation of the reviewed studies and
introduces a framework that organizes the modeling processes into six interconnected
modules. From the findings of the review, here a novel hierarchy of climate risk models is
proposed. Following an interpretation of model complexity based on the dynamism of its
components, this hierarchy aligns with the literature goal of simplifying complex systems
and enhancing process understanding. An analytical definition of three categories of
models gives the hierarchy an interesting direction on its possible applications, providing
a systematic approach to selecting and applying models for different research and policy
needs, addressing the demand for usable science in climate risk assessment. The work
also acknowledges the limitations of this proposal and possible future developments.
The framework and hierarchy proposed in this thesis presents substantial potential to
advance climate risk research and to shape effective strategies to mitigate the widespread
impacts of climate change. However, further research is essential to realize and refine
these contributions.
Abstract
Assessing climate change risk represents a urgent and complex challenge. This thesis
presents a comprehensive literature review on climate risk assessment, evaluating the
current state of the art and formulating a model hierarchy to improve the usability and
practical application of climate risk science. The review focuses on three key natural
hazards — river floods, heatwaves and droughts — at global scale. The analysis reveals
that while hazard modeling is well-established, showing notable differences in approach
across different hazard types, the exposure model shows moderate consistency, with
variations primarily driven by the choice of risk metric. In contrast, vulnerability remains
the least represented and most inconsistently modeled risk determinant. To address these
challenges, this thesis provides a structured interpretation of the reviewed studies and
introduces a framework that organizes the modeling processes into six interconnected
modules. From the findings of the review, here a novel hierarchy of climate risk models is
proposed. Following an interpretation of model complexity based on the dynamism of its
components, this hierarchy aligns with the literature goal of simplifying complex systems
and enhancing process understanding. An analytical definition of three categories of
models gives the hierarchy an interesting direction on its possible applications, providing
a systematic approach to selecting and applying models for different research and policy
needs, addressing the demand for usable science in climate risk assessment. The work
also acknowledges the limitations of this proposal and possible future developments.
The framework and hierarchy proposed in this thesis presents substantial potential to
advance climate risk research and to shape effective strategies to mitigate the widespread
impacts of climate change. However, further research is essential to realize and refine
these contributions.
Tipologia del documento
Tesi di laurea
(Laurea magistrale)
Autore della tesi
Mattavelli, Ludovico
Relatore della tesi
Correlatore della tesi
Scuola
Corso di studio
Ordinamento Cds
DM270
Parole chiave
climate risk assessment,model hierarchy,climate determinants,climate change
Data di discussione della Tesi
24 Marzo 2025
URI
Altri metadati
Tipologia del documento
Tesi di laurea
(NON SPECIFICATO)
Autore della tesi
Mattavelli, Ludovico
Relatore della tesi
Correlatore della tesi
Scuola
Corso di studio
Ordinamento Cds
DM270
Parole chiave
climate risk assessment,model hierarchy,climate determinants,climate change
Data di discussione della Tesi
24 Marzo 2025
URI
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