Research Interests
Research Methods: Natural Language Processing, Deep Learning, Econometrics
Applied Areas: Design Science, Data Science, LLMs, FinTech, Social Media Analytics
Teaching Interests
Courses Taught: Business Intelligence and Data Integration, Practical Data Wrangling, Natural Language Processing
Additional Interests: Applied Machine Learning, Generative AI for Business, Management Information Systems
Publications
Published Paper
- Liu R., Huang J., Zhang Z. (2022). Tracking Disclosure Change Trajectories for Financial Fraud Detection, Production and Operations Management [UTD, FT50, ABDC-A*]. DOI: 10.1111/poms.13888
Under Review
- Huang J., Liu R., Wu Y. Does Skepticism Improve Information Quality? Evidence from Earnings Conference Calls, Decision Sciences [ABDC-A*]. Major Revision Invited (1st Round).
- Weixiao W., Huang J., Torrie W. The Impact of Chinese Import Competition on U.S. Firms’ Sentiment, International Journal of Disclosure and Governance [ABDC-B]. Under 1st Round Review.
Conference Proceedings
- Huang J., Xiong Z. The Penalty of AI-assisted Disclosure: Language Convergence, Innovation, and Market Reactions. Academy of Management Proceedings, 2026(1), 20965. Received credit funds from the OpenAI Research Program.
- Huang J., Liu R., Duan W. Professional Skepticism: A Catalyst for Public Discourse in Online Medical Communities. Proceedings of the 2025 Pre-ICIS SIGDSA Symposium, 2025, 76.
Working Papers
- Huang J., Sun Y. A Framework for Tracking Skill Evolution in the Age of AI. Target: Management Science.
- McKeever D., Huang J., Havrylyshyn A., Liang N. Diminished Cognition in Older CEOs and Firm Performance. Target: FT50 journal.
- Jiang J., Khai S., Huang J., Gao K. AI Phrasing in Earnings Calls.
- Huang J., Kadian A., Liu R., Duan W. Professional Skepticism: A Catalyst for Public Discourse in Online Medical Communities. Target: ISR.
- Huang J., Xiong Z., Zhang Z. The Penalty of AI-assisted Disclosure: Language Convergence, Innovation, and Market Reactions. Target: MISQ.
Presentations & Conferences
- Design Research on Artificial Intelligence: Challenges, Opportunities, and Frontiers — PWD Invited Presenter, Academy of Management (AOM) Annual Meeting. Philadelphia, PA · Aug 2026
- The Penalty of AI-assisted Disclosure: Language Convergence, Innovation, and Market Reactions — Academy of Management (AOM) Annual Meeting. Philadelphia, PA · Aug 2026
- Professional Skepticism: A Catalyst for Public Discourse in Online Medical Communities — Data Science Salon, Binghamton University, SUNY (Mar 2026); Pre-ICIS SIGDSA Symposium (Dec 2025)
- Interpreting Market Risks with Deep Learning Method — TREO, 2024 International Conference on Information Systems (ICIS). Bangkok, Thailand · Dec 2024
- More than Words: Quantifying Colloquial Skepticism Toward Firm’s Fundamentals — Financial Management Association (FMA) Annual Meeting, Atlanta (Oct 2022); Texas State University (Apr 2023); Baruch College, CUNY (May 2023); University of Massachusetts Boston (Jun 2023)
- AI Love with You: Linguistic Convergence in Human-Chatbot Relationship Development — Academy of Management (AOM) Annual Meeting. Seattle, WA · Aug 2022
- Leveraging Disclosure Change Trajectories to Detect Financial Frauds — Workshop on Information Technology and Systems (WITS). Austin, TX · Dec 2021
Academic Service
Journal and Conference Review
- Information Systems Research — 2026
- Management Science — 2026
- International Conference on Information Systems (ICIS) — 2025, 2024
- Summer Workshop on AI for Business — 2025
- Emerging Markets Review — 2025
- Workshop on Information Technology and Systems (WIST) — 2023
- Conference on Information Systems and Technology (CIST) — 2023
- INFORMS Workshop on Data Science — 2022
- IEEE International Conference on Services Computing — 2021
Awards & Honors
- Outstanding Dissertation Award — Stevens Institute of Technology, 2023 – 2024
- Best Student Paper Award — Workshop on Information Technology and Systems (WITS), Dec 2021
- Graduate Assistantship — Stevens Institute of Technology, 2019 – 2023
- Master's Fellowship — Stevens Institute of Technology, 2016
Education
- Stevens Institute of Technology, Hoboken, NJ
- Stevens Institute of Technology, Hoboken, NJ
- Shanghai University of International Business and Economics, Shanghai, China
Teaching Experience
- Binghamton University — Instructor, Natural Language Processing (MIS-480P)
- Binghamton University — Instructor, Practical Data Wrangling (MIS-480D)
- Stevens Institute of Technology — Instructor, Business Intelligence and Data Integration (MIS-634, Master core course)
Non-Academic Experience
United Nations
Data Analyst Intern
- Applied natural language processing techniques to process text data
- Provided artificial intelligence solutions for textual classification on the UN’s website
InsightWorks Ltd.
Marketing Researcher
- Advised clients, including L’Oréal & Unilever, on product research and development
- Conducted research projects, including questionnaire design, fieldwork, and data analysis
- Analyzed consumer datasets to identify areas of improvement and develop solutions
- Wrote reports for product improvement, marketing strategy, and new product launches
研究方向
研究方法: 自然语言处理、深度学习、计量经济学
应用领域: 设计科学、数据科学、大语言模型(LLMs)、金融科技(FinTech)、社交媒体分析
教学方向
已讲授课程: 商业智能与数据集成、实用数据整理、自然语言处理
其他教学兴趣: 应用机器学习、面向商业的生成式人工智能、管理信息系统
论文发表
已发表
- Liu R.、Huang J.、Zhang Z.(2022). Tracking Disclosure Change Trajectories for Financial Fraud Detection, Production and Operations Management [UTD, FT50, ABDC-A*]. DOI: 10.1111/poms.13888
审稿中
- Huang J.、Liu R.、Wu Y. Does Skepticism Improve Information Quality? Evidence from Earnings Conference Calls, Decision Sciences [ABDC-A*]. 大修邀请中(第一轮)。
- Weixiao W.、Huang J.、Torrie W. The Impact of Chinese Import Competition on U.S. Firms’ Sentiment, International Journal of Disclosure and Governance [ABDC-B]. 第一轮审稿中。
会议论文集
- Huang J.、Xiong Z. The Penalty of AI-assisted Disclosure: Language Convergence, Innovation, and Market Reactions. Academy of Management Proceedings, 2026(1), 20965. 获 OpenAI Research Program 研究经费资助。
- Huang J.、Liu R.、Duan W. Professional Skepticism: A Catalyst for Public Discourse in Online Medical Communities. Proceedings of the 2025 Pre-ICIS SIGDSA Symposium, 2025, 76.
工作论文
- Huang J.、Sun Y. A Framework for Tracking Skill Evolution in the Age of AI. 目标期刊:Management Science。
- McKeever D.、Huang J.、Havrylyshyn A.、Liang N. Diminished Cognition in Older CEOs and Firm Performance. 目标期刊:FT50 journal。
- Jiang J.、Khai S.、Huang J.、Gao K. AI Phrasing in Earnings Calls.
- Huang J.、Kadian A.、Liu R.、Duan W. Professional Skepticism: A Catalyst for Public Discourse in Online Medical Communities. 目标期刊:ISR。
- Huang J.、Xiong Z.、Zhang Z. The Penalty of AI-assisted Disclosure: Language Convergence, Innovation, and Market Reactions. 目标期刊:MISQ。
学术报告与会议
- Design Research on Artificial Intelligence: Challenges, Opportunities, and Frontiers — PWD 特邀报告人,Academy of Management(AOM)年会。美国费城 · 2026年8月
- The Penalty of AI-assisted Disclosure: Language Convergence, Innovation, and Market Reactions — Academy of Management(AOM)年会。美国费城 · 2026年8月
- Professional Skepticism: A Catalyst for Public Discourse in Online Medical Communities — Data Science Salon(宾汉姆顿大学,2026年3月);Pre-ICIS SIGDSA Symposium(2025年12月)
- Interpreting Market Risks with Deep Learning Method — TREO, 2024 International Conference on Information Systems (ICIS)。泰国曼谷 · 2024年12月
- More than Words: Quantifying Colloquial Skepticism Toward Firm’s Fundamentals — Financial Management Association(FMA)年会,美国亚特兰大(2022年10月);Texas State University(2023年4月);Baruch College, CUNY(2023年5月);University of Massachusetts Boston(2023年6月)
- AI Love with You: Linguistic Convergence in Human-Chatbot Relationship Development — Academy of Management(AOM)年会。美国西雅图 · 2022年8月
- Leveraging Disclosure Change Trajectories to Detect Financial Frauds — Workshop on Information Technology and Systems(WITS)。美国奥斯汀 · 2021年12月
学术服务
期刊与会议审稿
- Information Systems Research — 2026
- Management Science — 2026
- International Conference on Information Systems(ICIS)— 2025、2024
- Summer Workshop on AI for Business — 2025
- Emerging Markets Review — 2025
- Workshop on Information Technology and Systems(WIST)— 2023
- Conference on Information Systems and Technology(CIST)— 2023
- INFORMS Workshop on Data Science — 2022
- IEEE International Conference on Services Computing — 2021
奖项与荣誉
- 优秀博士论文奖 — 史蒂文斯理工学院,2023 – 2024
- 最佳学生论文奖 — Workshop on Information Technology and Systems(WITS),2021年12月
- 研究生助教/助研奖学金 — 史蒂文斯理工学院,2019 – 2023
- 硕士奖学金 — 史蒂文斯理工学院,2016
教育经历
- 史蒂文斯理工学院,美国新泽西州霍博肯
- 史蒂文斯理工学院,美国新泽西州霍博肯
- 上海对外经贸大学,中国上海
教学经历
- 宾汉姆顿大学 — 授课教师,自然语言处理(MIS-480P)
- 宾汉姆顿大学 — 授课教师,实用数据整理(MIS-480D)
- 史蒂文斯理工学院 — 授课教师,商业智能与数据集成(MIS-634,硕士核心课程)
非学术工作经历
联合国
数据分析实习生
- 运用自然语言处理技术处理文本数据
- 为联合国官网的文本分类任务提供人工智能解决方案
InsightWorks Ltd.
市场研究员
- 为欧莱雅(L’Oréal)、联合利华(Unilever)等客户的产品研发提供咨询建议
- 开展研究项目,包括问卷设计、实地调研与数据分析
- 分析消费者数据,识别改进空间并提出解决方案
- 撰写产品改进、市场策略与新品上市相关报告