数据理论交叉点的认识论挑战

IF 7.8 1区 管理学 Q1 HOSPITALITY, LEISURE, SPORT & TOURISM
Roman Egger , Joanne Yu
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引用次数: 0

摘要

本文探讨了在旅游研究中整合数据密集型方法所带来的认识论挑战。通过关注传统理论驱动方法与数据驱动和模型驱动方法的结合之间的紧张关系,本概念性研究探讨了数据日益普及如何影响理论发展和发现的普遍性。此外,本文还概述了一个将数据驱动和模型驱动方法与旅游研究相结合的概念框架。它不是提供一个完整的模型,而是提供指导性维度,帮助研究人员在保持科学严谨性和道德完整性的同时,导航数据密集型研究。本研究强调跨学科合作的重要性和灵活理论结构的使用,提倡一种平衡的方法,将领域知识与数据探索相结合,以确保在这个快速发展的领域中有强大的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Epistemological challenges at data-theory intersection
This paper examines the epistemological challenges arising from the integration of data-intensive methods in tourism research. By focusing on the tensions between traditional theory-driven approaches, and the incorporation of data-driven and model-driven methods, this conceptual study explores how the growing popularity of data influences theory development and the generalisability of findings. Furthermore, this paper outlines a conceptual framework that integrates data-driven and model-driven approaches with tourism research. Rather than presenting a fully elaborated model, it offers guiding dimensions to help researchers navigate data-intensive studies while maintaining scientific rigor and ethical integrity. Emphasising the importance of interdisciplinary collaboration and the use of flexible theoretical constructs, this study advocates for a balanced approach that merges domain knowledge with data exploration to ensure robust applications in this rapidly evolving landscape.
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来源期刊
CiteScore
19.10
自引率
9.10%
发文量
135
审稿时长
42 days
期刊介绍: The Annals of Tourism Research is a scholarly journal that focuses on academic perspectives related to tourism. The journal defines tourism as a global economic activity that involves travel behavior, management and marketing activities of service industries catering to consumer demand, the effects of tourism on communities, and policy and governance at local, national, and international levels. While the journal aims to strike a balance between theory and application, its primary focus is on developing theoretical constructs that bridge the gap between business and the social and behavioral sciences. The disciplinary areas covered in the journal include, but are not limited to, service industries management, marketing science, consumer marketing, decision-making and behavior, business ethics, economics and forecasting, environment, geography and development, education and knowledge development, political science and administration, consumer-focused psychology, and anthropology and sociology.
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