ChatGPT 在市场营销中的应用:主题建模方法

IF 3.6 3区 管理学 Q2 BUSINESS
Wondwesen Tafesse, Anders Wien
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引用次数: 0

摘要

目的 ChatGPT 是一种多用途技术,其实际应用案例横跨许多专业学科,包括市场营销。然而,作为一项最新的创新技术,学术界对其在营销领域的实际应用还缺乏深入了解。为了填补这一空白,本研究通过挖掘社交媒体数据来探索 ChatGPT 在市场营销中的应用。此外,本研究还采用了成长阶段模型来评估 ChatGPT 在营销组织中的应用现状。研究结果该主题模型产生了七个潜在主题,囊括了 ChatGPT 在营销中的主要应用领域,包括内容营销、数字营销、搜索引擎优化、客户策略、B2B 营销和提示工程。进一步的分析表明了这些主题在营销从业者中的受欢迎程度和兴趣。原创性/价值研究结果为 ChatGPT 在营销中的应用提供了实证证据,从而为文献做出了贡献。它们展示了 ChatGPT 在市场营销中的核心用例。此外,本研究还应用了成长阶段模型来定位 ChatGPT 在营销组织中的应用现状,并预测其未来的发展轨迹。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
ChatGPT’s applications in marketing: a topic modeling approach

Purpose

ChatGPT is a versatile technology with practical use cases spanning many professional disciplines including marketing. Being a recent innovation, however, there is a lack of academic insight into its tangible applications in the marketing realm. To address this gap, the current study explores ChatGPT’s application in marketing by mining social media data. Additionally, the study employs the stages-of- growth model to assess the current state of ChatGPT’s adoption in marketing organizations.

Design/methodology/approach

The study collected tweets related to ChatGPT and marketing using a web-scraping technique (N = 23,757). A topic model was trained on the tweet corpus using latent Dirichlet allocation to delineate ChatGPT’s major areas of applications in marketing.

Findings

The topic model produced seven latent topics that encapsulated ChatGPT’s major areas of applications in marketing including content marketing, digital marketing, search engine optimization, customer strategy, B2B marketing and prompt engineering. Further analyses reveal the popularity of and interest in these topics among marketing practitioners.

Originality/value

The findings contribute to the literature by offering empirical evidence of ChatGPT’s applications in marketing. They demonstrate the core use cases of ChatGPT in marketing. Further, the study applies the stages-of-growth model to situate ChatGPT’s current state of adoption in marketing organizations and anticipate its future trajectory.

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来源期刊
CiteScore
8.00
自引率
9.10%
发文量
64
期刊介绍: Marketing Intelligence & Planning (MIP) facilitates communication between researchers and practitioners, providing the users of research with a wealth of robust and relevant information. At a time when some journals are losing their relevance to industry and practical requirements, MIP successfully offers a bridge between academic and practitioner thinking, while retaining a high level of scientific rigour.
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