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The Map of Need: identifying and predicting the spatial distribution of financial hardship in Scotland’s veteran community
INTRODUCTION: During military service, many household costs for both married and single service personnel are subsidised, and transition can leave veterans unprepared for the financial demands of civilian life. Armed Forces organisations such as Sailor, Soldier, Air Force Association (SSAFA) play a...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8788048/ https://www.ncbi.nlm.nih.gov/pubmed/33664091 http://dx.doi.org/10.1136/bmjmilitary-2020-001718 |
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author | Kiernan, Matthew D Rodrigues, M Mann, E Stretesky, P Defeyter, M A |
author_facet | Kiernan, Matthew D Rodrigues, M Mann, E Stretesky, P Defeyter, M A |
author_sort | Kiernan, Matthew D |
collection | PubMed |
description | INTRODUCTION: During military service, many household costs for both married and single service personnel are subsidised, and transition can leave veterans unprepared for the financial demands of civilian life. Armed Forces organisations such as Sailor, Soldier, Air Force Association (SSAFA) play a central role in understanding the financial challenges that UK veterans face and provide an insight into the financial hardship experienced by veterans. The aim of this study was to use SSAFA beneficiary data as a proxy to identify the nature of financial benefit, the spatial distribution of financial hardship in the Scottish SSAFA beneficiary community and explore factors that might predict where those recipients are located. METHODS: Using an anonymised data set of Scottish SSAFA financial beneficiaries between 2014 and 2019, this study used a geographical methodology to identify the geospatial distribution of SSAFA benefit recipients and exploratory regression analysis to explore factors to explain where SSAFA beneficiaries are located. RESULTS: Over half of benefit applicants (n=10 735) were concentrated in only 50 postcode districts, showing evidence of a clustered pattern, and modelling demonstrates association with area-level deprivation. The findings highlight strong association between older injured veterans and need for SSAFA beneficiary assistance. CONCLUSION: The findings demonstrate that beneficiaries were statistically clustered into areas of high deprivation, experiencing similar challenges to that of the wider population in these areas. Military service injury or disability was strongly associated with areas of high SSAFA benefit use and in those areas high unemployment was also a significant factor to consider. |
format | Online Article Text |
id | pubmed-8788048 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-87880482022-02-07 The Map of Need: identifying and predicting the spatial distribution of financial hardship in Scotland’s veteran community Kiernan, Matthew D Rodrigues, M Mann, E Stretesky, P Defeyter, M A BMJ Mil Health Original Research INTRODUCTION: During military service, many household costs for both married and single service personnel are subsidised, and transition can leave veterans unprepared for the financial demands of civilian life. Armed Forces organisations such as Sailor, Soldier, Air Force Association (SSAFA) play a central role in understanding the financial challenges that UK veterans face and provide an insight into the financial hardship experienced by veterans. The aim of this study was to use SSAFA beneficiary data as a proxy to identify the nature of financial benefit, the spatial distribution of financial hardship in the Scottish SSAFA beneficiary community and explore factors that might predict where those recipients are located. METHODS: Using an anonymised data set of Scottish SSAFA financial beneficiaries between 2014 and 2019, this study used a geographical methodology to identify the geospatial distribution of SSAFA benefit recipients and exploratory regression analysis to explore factors to explain where SSAFA beneficiaries are located. RESULTS: Over half of benefit applicants (n=10 735) were concentrated in only 50 postcode districts, showing evidence of a clustered pattern, and modelling demonstrates association with area-level deprivation. The findings highlight strong association between older injured veterans and need for SSAFA beneficiary assistance. CONCLUSION: The findings demonstrate that beneficiaries were statistically clustered into areas of high deprivation, experiencing similar challenges to that of the wider population in these areas. Military service injury or disability was strongly associated with areas of high SSAFA benefit use and in those areas high unemployment was also a significant factor to consider. BMJ Publishing Group 2022-02 2021-03-04 /pmc/articles/PMC8788048/ /pubmed/33664091 http://dx.doi.org/10.1136/bmjmilitary-2020-001718 Text en © Author(s) (or their employer(s)) 2022. Re-use permitted under CC BY. Published by BMJ. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits others to copy, redistribute, remix, transform and build upon this work for any purpose, provided the original work is properly cited, a link to the licence is given, and indication of whether changes were made. See: https://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Original Research Kiernan, Matthew D Rodrigues, M Mann, E Stretesky, P Defeyter, M A The Map of Need: identifying and predicting the spatial distribution of financial hardship in Scotland’s veteran community |
title | The Map of Need: identifying and predicting the spatial distribution of financial hardship in Scotland’s veteran community |
title_full | The Map of Need: identifying and predicting the spatial distribution of financial hardship in Scotland’s veteran community |
title_fullStr | The Map of Need: identifying and predicting the spatial distribution of financial hardship in Scotland’s veteran community |
title_full_unstemmed | The Map of Need: identifying and predicting the spatial distribution of financial hardship in Scotland’s veteran community |
title_short | The Map of Need: identifying and predicting the spatial distribution of financial hardship in Scotland’s veteran community |
title_sort | map of need: identifying and predicting the spatial distribution of financial hardship in scotland’s veteran community |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8788048/ https://www.ncbi.nlm.nih.gov/pubmed/33664091 http://dx.doi.org/10.1136/bmjmilitary-2020-001718 |
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