Enhancing decision‐making in higher education: Exploring the integration of ChatGPT and data visualization tools in data analysis

Author:

Jiang Tristan1ORCID,Liu Elina2,Baig Tasawar3ORCID,Li Qingrong4

Affiliation:

1. Eastern Virginia Medical School Norfolk Virginia USA

2. Old Dominion University Norfolk Virginia USA

3. Social Sciences University of Central Asia Bishkek Kyrgyzstan

4. Chongqing Industry Polytechnic College Chongqing China

Abstract

AbstractThis chapter explores the potential of integrating conversational AI tools such as ChatGPT with data visualization (DV) tools such as Power BI in higher education settings. A brief history of chatbots is summarized and challenges and opportunities in higher education are outlined. The highlights include AI's prospects for enhancing data‐informed decision‐making while needing safeguards to mitigate risks. Through a pioneering exercise, we integrated ChatGPT's conversational capabilities with Power BI's interface via API and tested functionality. Suggestions for good practice and implications for higher education are discussed.Practical Takeaways The importance of data security, recognizing current limitations in accuracy, and good practices for integrating DV tools with ChatGPT. The exercise shows that AI tools have the potential to aid higher education leaders, but still face many challenges, and human judgment remains essential. Integration of ChatGPT with Power BI in higher education aims to enable natural language interaction with data visualizations, facilitating dynamic discussions and insights for leaders. Considerations include data security protocols, technical challenges, financial constraints, and the potential and limitations of AI. Technical challenges include limitations in ChatGPT's interpretation of complex queries, API performance issues, and data processing inefficiencies. Affordability of enterprise AI versions poses a barrier to adoption for institutions with budget constraints despite recognizing potential benefits. ChatGPT represents a significant advancement in AI capabilities but has limitations, including generating inaccurate information and lacking awareness of its limitations. Human oversight and critical evaluation are crucial in navigating the evolving AI landscape and leveraging its benefits effectively while mitigating risks.

Publisher

Wiley

Reference25 articles.

1. Effects of AI‐based ChatGPT on higher education libraries;Aithal S.;International Journal of Management, Technology, and Social Sciences (IJMTS),2023

2. Araujo G.(2023 May 12).ChatGPT + Python + Power BI. Medium.https://medium.datadriveninvestor.com/chatgpt‐python‐power‐bi‐9771774810e0

3. Association for Institutional Research. (2019).AIR statement of ethical principles.https://www.airweb.org/docs/default‐source/documents‐for‐pages/ethics/air‐ethics‐statement.pdf

4. AI, Concepts of Intelligence, and Chatbots: The “Figure of Man,” the Rise of Emotion, and Future Visions of Education

5. Understanding customer relationship management (CRM)

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3