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Revitalizing rural areas

A review of vivacity indicators and the potential of generative AI in rural development analysis

Bibliographic Data

ID12090752
AuthorsEmilio Hernández-López (0009-0001-7812-4076, Universitat de Miguel Hernández d'Elx, corresponding author), Laura Martínez-Carrasco (Universitat de Miguel Hernández d'Elx), Margarita Brugarolas (Universitat de Miguel Hernández d'Elx)
Year2025
Volume122
Pages103957-103957
Publication date2025-12-02
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueJournal of Rural Studies (JOURNAL)
Journal identifiersISSN: 0743-0167 • E-ISSN: 1873-1392
PublisherElsevier BV (PUBLISHER)
DOI10.1016/j.jrurstud.2025.103957
OpenAlexW7108205493
LanguageEN
Citations received1
References cited23

Over the past several decades, rural areas in Spain and the European Union have experienced progressive population decline that has fostered negative discourse and generated a loss of interest among the population, exacerbating these issues. Therefore, it is essential to promote a new and optimistic narrative that highlights the potential of rural areas and its present and future development possibilities to provide a positive image of rural territories. This concept, which we have termed 'vivacity', reflects the level of opportunities for inhabitants to achieve a sustainable future that encourages their settlement in rural areas and the development of their lives without location-related difficulties. This study aims to identify the most suitable rural development indicators for measuring the vivacity of rural territories. Therefore, a qualitative analysis of the literature on rural development indicators was conducted, and the potential of a generative artificial intelligence tool (ChatGPT 4) is examined to assist researchers in conducting such analysis. The study's findings indicate that economic and social wellbeing indicators are relevant to the dynamism or vivacity of rural territories. Furthermore, ChatGPT currently does not meet the standards of human analysts although it can facilitate directed analysis with close scrutiny of the results. • There is a need for an optimistic discourse to highlight the potential and development of rural areas. • Vivacity relates to opportunities for a sustainable that favours people setting in rural areas. • A qualitative review of rural development indicators potential was assessed. • Economic and social welfare indicators are key to rural vivacity. • AI requires close monitoring for analyses comparable to those of a human analyst

Dynamism · Generative grammar · Generative model · Rural area · Rural development · Rural management · Rural settlement · Rural sociology · Sustainability · Sustainable development · Land Use and Ecosystem Services · Regional resilience and development · Rural development and sustainability

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Unique citing works1
Citations per year1
Citation span2026 - 2026 (1)
Citation velocitycurrent
Highly citedNo

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