FASECO:利用自然语言处理强化分析为中小企业电子商务和数字化转型提供高级支持的框架

Q1 Economics, Econometrics and Finance
Luis Miguel Garay Gallastegui , Ricardo Reier Forradellas
{"title":"FASECO:利用自然语言处理强化分析为中小企业电子商务和数字化转型提供高级支持的框架","authors":"Luis Miguel Garay Gallastegui ,&nbsp;Ricardo Reier Forradellas","doi":"10.1016/j.joitmc.2024.100412","DOIUrl":null,"url":null,"abstract":"<div><h3>Objectives</h3><div>The primary aim of this study is to develop a framework that identifies the factors, organizational processes, and mechanisms that facilitate the successful integration of e-commerce within the digital transformation journey of Small and medium-sized enterprises (SMEs). The FASECO framework seeks to enhance strategic alignment, IT infrastructure, customer experience, and data analytics in SMEs, and is compared with existing theoretical frameworks to provide a holistic solution.</div></div><div><h3>Methods/Approach</h3><div>The research employs a mixed-methods approach, starting with an extensive literature review on digital transformation and e-commerce integration in SMEs, followed by qualitative semi-structured interviews with 13 industry professionals. The data is analysed using thematic analysis, significantly enhanced by Natural Language Processing (NLP) tools, which allowed for the extraction of deeper insights into e-commerce adoption challenges and organizational dynamics that traditional methods might overlook.</div></div><div><h3>Results</h3><div>The study reveals that effective e-commerce integration in SMEs requires robust IT infrastructure, strategic alignment, personalized customer experiences, and data-driven decision-making. The FASECO framework supports SMEs by providing a comprehensive structure that bridges the gap between strategy and technology, enhancing their digital maturity and competitiveness. The framework’s holistic approach and detailed comparison with existing models underscore its effectiveness.</div></div><div><h3>Conclusions</h3><div>The FASECO framework offers a novel approach tailored to SMEs for digital transformation and e-commerce integration, highlighting the critical role of strategic and technological alignment in achieving digital maturity and competitive advantage. The use of NLP techniques in this study enhanced the analysis of qualitative data, providing deeper insights into organizational processes. Future research should explore the adaptation of this model for micro-SMEs and the integration of emerging technologies.</div></div>","PeriodicalId":16678,"journal":{"name":"Journal of Open Innovation: Technology, Market, and Complexity","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"FASECO: A Framework for Advanced Support of E-Commerce and digital transformation in SMEs with natural language processing-enhanced analysis\",\"authors\":\"Luis Miguel Garay Gallastegui ,&nbsp;Ricardo Reier Forradellas\",\"doi\":\"10.1016/j.joitmc.2024.100412\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Objectives</h3><div>The primary aim of this study is to develop a framework that identifies the factors, organizational processes, and mechanisms that facilitate the successful integration of e-commerce within the digital transformation journey of Small and medium-sized enterprises (SMEs). The FASECO framework seeks to enhance strategic alignment, IT infrastructure, customer experience, and data analytics in SMEs, and is compared with existing theoretical frameworks to provide a holistic solution.</div></div><div><h3>Methods/Approach</h3><div>The research employs a mixed-methods approach, starting with an extensive literature review on digital transformation and e-commerce integration in SMEs, followed by qualitative semi-structured interviews with 13 industry professionals. The data is analysed using thematic analysis, significantly enhanced by Natural Language Processing (NLP) tools, which allowed for the extraction of deeper insights into e-commerce adoption challenges and organizational dynamics that traditional methods might overlook.</div></div><div><h3>Results</h3><div>The study reveals that effective e-commerce integration in SMEs requires robust IT infrastructure, strategic alignment, personalized customer experiences, and data-driven decision-making. The FASECO framework supports SMEs by providing a comprehensive structure that bridges the gap between strategy and technology, enhancing their digital maturity and competitiveness. The framework’s holistic approach and detailed comparison with existing models underscore its effectiveness.</div></div><div><h3>Conclusions</h3><div>The FASECO framework offers a novel approach tailored to SMEs for digital transformation and e-commerce integration, highlighting the critical role of strategic and technological alignment in achieving digital maturity and competitive advantage. The use of NLP techniques in this study enhanced the analysis of qualitative data, providing deeper insights into organizational processes. Future research should explore the adaptation of this model for micro-SMEs and the integration of emerging technologies.</div></div>\",\"PeriodicalId\":16678,\"journal\":{\"name\":\"Journal of Open Innovation: Technology, Market, and Complexity\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-10-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Open Innovation: Technology, Market, and Complexity\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2199853124002063\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"Economics, Econometrics and Finance\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Open Innovation: Technology, Market, and Complexity","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2199853124002063","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Economics, Econometrics and Finance","Score":null,"Total":0}
引用次数: 0

摘要

目标本研究的主要目的是制定一个框架,确定促进电子商务成功融入中小企业(SMEs)数字化转型历程的因素、组织流程和机制。FASECO 框架旨在加强中小企业的战略调整、IT 基础设施、客户体验和数据分析,并与现有的理论框架进行比较,以提供一个整体解决方案。数据采用主题分析法进行分析,自然语言处理(NLP)工具大大增强了分析效果,使我们能够更深入地了解电子商务应用挑战和组织动态,而传统方法可能会忽略这些挑战和动态。FASECO 框架为中小企业提供了一个全面的结构,在战略与技术之间架起了一座桥梁,提高了中小企业的数字化成熟度和竞争力。结论 FASECO 框架为中小企业的数字化转型和电子商务整合提供了一种新颖的方法,突出了战略和技术协调在实现数字化成熟度和竞争优势方面的关键作用。本研究中使用的 NLP 技术加强了对定性数据的分析,为深入了解组织流程提供了依据。未来的研究应探索如何将这一模型适用于微型中小型企业以及新兴技术的整合。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
FASECO: A Framework for Advanced Support of E-Commerce and digital transformation in SMEs with natural language processing-enhanced analysis

Objectives

The primary aim of this study is to develop a framework that identifies the factors, organizational processes, and mechanisms that facilitate the successful integration of e-commerce within the digital transformation journey of Small and medium-sized enterprises (SMEs). The FASECO framework seeks to enhance strategic alignment, IT infrastructure, customer experience, and data analytics in SMEs, and is compared with existing theoretical frameworks to provide a holistic solution.

Methods/Approach

The research employs a mixed-methods approach, starting with an extensive literature review on digital transformation and e-commerce integration in SMEs, followed by qualitative semi-structured interviews with 13 industry professionals. The data is analysed using thematic analysis, significantly enhanced by Natural Language Processing (NLP) tools, which allowed for the extraction of deeper insights into e-commerce adoption challenges and organizational dynamics that traditional methods might overlook.

Results

The study reveals that effective e-commerce integration in SMEs requires robust IT infrastructure, strategic alignment, personalized customer experiences, and data-driven decision-making. The FASECO framework supports SMEs by providing a comprehensive structure that bridges the gap between strategy and technology, enhancing their digital maturity and competitiveness. The framework’s holistic approach and detailed comparison with existing models underscore its effectiveness.

Conclusions

The FASECO framework offers a novel approach tailored to SMEs for digital transformation and e-commerce integration, highlighting the critical role of strategic and technological alignment in achieving digital maturity and competitive advantage. The use of NLP techniques in this study enhanced the analysis of qualitative data, providing deeper insights into organizational processes. Future research should explore the adaptation of this model for micro-SMEs and the integration of emerging technologies.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Journal of Open Innovation: Technology, Market, and Complexity
Journal of Open Innovation: Technology, Market, and Complexity Economics, Econometrics and Finance-Economics, Econometrics and Finance (all)
CiteScore
11.00
自引率
0.00%
发文量
196
审稿时长
1 day
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信