Data

Empirical Stage-Damage Functions for SME Contents Losses in Australian Flood Vulnerability Assessment: Supplementary Materials

RMIT University, Australia
Afshin Fouladi Semnan (Aggregated by)
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ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rfr_id=info%3Asid%2FANDS&rft_id=info:doi10.25439/rmt.32936528.v1&rft.title=Empirical Stage-Damage Functions for SME Contents Losses in Australian Flood Vulnerability Assessment: Supplementary Materials&rft.identifier=10.25439/rmt.32936528.v1&rft.publisher=RMIT University, Australia&rft.description=This is supplementary material for the paper titled Empirical Stage-Damage Functions for SME Contents Losses in Australian Flood Vulnerability Assessment, published in the ASCE Natural Hazards Review. The paper develops empirical flood stage–damage functions for small and medium-sized enterprise (SME) contents losses in Australia, using post-event survey data from flood-affected businesses in the Northern Rivers region of New South Wales. It models stock, equipment, and fit-out losses as functions of internal flood depth. It provides pooled and business-type-specific estimates to support flood vulnerability assessment, recovery-cost appraisal, and loss estimation. This supplementary material provides the pooled Beta-GAM prediction grid at 0.1 m internal depth intervals for SME content loss indices.&rft.creator=Afshin Fouladi Semnan&rft.date=2026&rft_rights= https://creativecommons.org/licenses/by/4.0/&rft_subject=Civil engineering&rft_subject=Natural hazards&rft_subject=SMEs&rft_subject=stage–damage functions&rft_subject=contents losses&rft_subject=flood vulnerability&rft_subject=flood-loss assessment&rft_subject=Disaster resilience&rft_subject=Statistical modelling&rft_subject=Data analysis&rft_subject=Northern Rivers (N.S.W)&rft_subject=generalized additive models (GAMs)&rft.type=dataset&rft.language=English Access the data
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This is supplementary material for the paper titled "Empirical Stage-Damage Functions for SME Contents Losses in Australian Flood Vulnerability Assessment," published in the ASCE Natural Hazards Review.

The paper develops empirical flood stage–damage functions for small and medium-sized enterprise (SME) contents losses in Australia, using post-event survey data from flood-affected businesses in the Northern Rivers region of New South Wales. It models stock, equipment, and fit-out losses as functions of internal flood depth. It provides pooled and business-type-specific estimates to support flood vulnerability assessment, recovery-cost appraisal, and loss estimation. This supplementary material provides the pooled Beta-GAM prediction grid at 0.1 m internal depth intervals for SME content loss indices.

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Subjects
Civil engineering | Data analysis | Disaster resilience | Natural hazards | Northern Rivers (N.S.W) | SMEs | Statistical modelling | contents losses | flood vulnerability | flood-loss assessment | generalized additive models (GAMs) | stage–damage functions |

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Identifiers
ACN 633 798 857