2013 - 2017 Business Analytics Manager, Procter & Gamble, Singapore
2008 - 2012 Research Scholar, National University of Singapore, Singapore
Selected Publications
Journal Papers:
Zhang T.; Chen J.; Ye Z.; Liu W.; Tang J. (2025), Prior Knowledge-informed Multi-task Dynamic Learning for Few-shot Machinery Fault Diagnosis. Expert Systems With Applications,124349, ISSN 0957-4174, https://doi.org/10.1016/j.eswa.2025.126439. (ABDC: A, CiteScore 14.8, Impact Factor 8.8)
Guan, C., Liu, W., Cheng, Y. C., & Heng, B. (2025). Mining Digital Ad Contents: Finding the Sweet Spot of Authenticity via Personality Profiling. Journal of Current Issues & Research in Advertising, 1–23. https://doi.org/10.1080/10641734.2024.2448138 (ABDC rating: B, Impact factor: 4.3)
Li, Y., Yang, Z., Zhang, S., Liu, W. (2024). A Study of the Capacitated Vehicle Routing Problem with Time-Window and Three-Dimensional Loading Constraints in Land–Sea Transport. Sustainability, 16(23), 10272.
Zhang Y., Ren J., Liu W., Ding, D. (2024), “Application of Text Mining Analysis in Understanding Gamefi Adoption”. International Journal of Data Analysis Techniques and Strategies (forthcoming), DOI: 10.1504/IJDATS.2025.10064876
Xiao, P., Wang, Y., Liu, W., Ye, Z. S. (2024). Remaining Useful Life Prediction Based on Forward Intensity. Technometrics, 1-23. (ABDC rating: A; Impact Factor 2.3)
Mou, J., Liu, W., Guan, C., Westland, J. C., & Kim, J. (2024). Predicting the cryptocurrency market using social media metrics and search trends during COVID-19. Electronic Commerce Research, 1-27. (ABDC rating: A; Impact Factor 3.5)
Guan, C., Liu, W., Yu, Y., Ding, D. (2024). Tokenomics in the Metaverse: understanding the lead-lag effect among emerging crypto tokens. Financial Innovation, 10(1), 88. (Impact Factor 6.8)
Lin, H., Wu, S., Zhang, S., Liu, W. (2023). Design of Reverse Network for Recyclable Packaging Boxes under Uncertainties. Sustainability, 15(15), 11781. (Impact Factor 3.9)
Guan, C., Hung, Y. C., Liu, W. (2022). Cultural differences in hospitality service evaluations: mining insights of user generated content. Electronic Markets, 32(3), 1061-1081. (ABDC rating: A; Impact Factor 8.5)
Guan, C., Liu, W., Cheng, J. Y. C. (2021). Using social media to predict the stock market crash and rebound amid the pandemic: the digital ‘haves’ and ‘have-mores’. Annals of Data Science, 1-27. (Impact Factor 3.4)
Ding, D., Guan, C., Chan, C. M., Liu, W. (2020). Building stock market resilience through digital transformation: using Google trends to analyze the impact of COVID-19 pandemic. Frontiers of Business Research in China, 14(1), 1-21. (Impact Factor 5.5)
Books/Book Chapters:
Liu Wenting (2021). Digital Payment, in Lee David Kuo Chuen, Ding Ding & Guan Chong. (Eds). Financial Management in the Digital Economy (Singapore University of Social Sciences - World Scientific Future Economy Series). vol. 6, World Scientific Publishing.
Conference Papers:
Wang, W. J., Wu, C. K., Liu, W., Hung, Y. C., Ren, J., & Horng, J. T. (2023). Public Sentiment Toward ChatGPT on Social Media X: An Evidence of Mixed Emotions. 34th Australasian Conference on Information Systems, Wellington, New Zealand, Dec 5-8.
Chang, H. and Liu, W. (2023). Balancing Short-Term Earnings Pressure with Long-Term Socially Responsible Behavior: An Examination of Managerial Cognitive Biases. 15th CEA (Europe) and 34th CEA (UK) 2023 Annual Conference, Gottingen, Germany, Jul 14-16.
Hung, Y., Ding D., Liu W., Guan, C. (2022). Overjoyed By Customised Service? The Role Of Individualism, Australian & New Zealand Marketing Academy (ANZMAC) 2022, Perth, Australia, Dec 5-7.
Ren J., Zhang Y., Liu W., Lo S. (2022). Is All-Win Possible? A Novel Recommendation System for Music NFT Platform, The 22nd International Conference on Electronic Business (ICEB) 2022, Bangkok, Thailand, Oct 13-17.
Mou Jian, Guan Chong, & Liu W. (2021). Predicting Cryptocurrency Market Using Social Media Sentiments and Search Trends during Covid-19. The 22nd International Conference on Electronic Commerce (ICEC 2021), Chengdu, China.
Xiao Tong Yu, Guan Chong & Liu W. (2019). Marketing Strategy of Organic Agricultural Products on E-Commerce Platforms, ICEB 2019 Proceedings.
Liu W., Chai Kah-Hin (2010).Identifying and measuring Reach and Richness:Toward a knowledge sharing mechanism selection model. Portland International Conference on Management of Engineering and Technology 2010, Phuket, Thailand
More Information
The Academic Council of the Risk and Insurance Management Association of Singapore (RIMAS) (actively involved in advancing risk-focused education and certification initiatives, encompassing various areas such as AI Risk, Cybersecurity, Sustainability, Green Data Center Risk, Generative AI Risk, among others.)
Reviewer, Asia Pacific Journal of Information Systems
Reviewer, Electronic Commerce Research and Applications
Reviewer, International Journal of Internet Marketing and Advertising
Reviewer, Journal of Electronic Business & Digital Economics
Utilizing Big Data and Machine Learning Models for Pricing in the Food and Beverage Industry, with Revenue Management Solutions, 2019
Predict price elasticities using big data, discrete choice models and Markov chain Monte Carlo model
Develop recommender engine on next best purchase by collaborative filtering
Optimise profitability using genetic algorithm based quadratic optimisation model
Natural Language Processing/Natural Language Inference/LDA/ABSA/BERT
Deep Learning and Image Recognition Model
Machine Learning Models (gradient boosting machines, random forest, recommender engine)
Genetic-algorithm-based Quadratic Optimisation Model
Multivariate Time Series/Vector Auto Regression (VAR)
MOE Start-up Research Funding, Free-to-Play or Play-to-Earn? Understanding GameFi's Mass Players and Market using Text Analytics. Co-Principal Investigator. 31 July 2023 to 30 June 2024. Reference number: RFE23006
MOE Start-up Research Funding, Is All-Win Possible? A Novel Recommendation System for Music NFT Platform, Co-Principal Investigator, Sep 2022 to Mar 2024
“Unleashing Creativity: Exploring Generative AI for Business Innovation”, SkillsFuture Festival@IHL 2024, July 29, 2024
“Unravelling Donor Engagement on Donation-based Crowdfunding platform”, WWF Singapore, Jul 26, 2023
“Unleashing the Future: Blockchain and AI in Entertainment”, SkillsFuture Festival@IHL 2023, Aug 3, 2023
“Analytics-driven pricing strategy in big data context”, Critical Core Skills Workshops, Lifelong Learning Institute & HeadHunt, 2020
“Big data driven pricing strategy”, Department of Economics, National University of Singapore, 2019
“Price sensitivity measurement via MCMC and Bayesian Modeling”, School of Management, Zhejiang University, 2018