徐茉莉 Galit Shmueli
Distinguished Professor
Institute Director
Business analytics
Statistical and data mining methodology
Behavioral big data
Online markets
Brief Bio
現職 Employment
Distinguished Professor, Institute of Service Science, National Tsing Hua University, Taiwan
SRITNE Chaired Professor of Data Analytics; Tenured Associate Professor of Statistics & Information Systems, Indian School of Business, Hyderabad, India
Tenured Associate Professor of Statistics, Department of Decision, Operations & Information Technologies, Robert H. Smith School of Business, University of Maryland, College Park MD, USA
Assistant Professor of Statistics, Department of Decision, Operations & Information Technologies, Robert H. Smith School of Business, University of Maryland, College Park MD, USA
Visiting Assistant Professor, Department of Statistics, Carnegie Mellon University, Pittsburgh PA, USA
學歷 Education
PhD, Statistics, Faculty of Industrial Engineering & Management, Technion, Israel
MSc, Statistics, Faculty of Industrial Engineering & Management, Technion, Israel
BA, Statistics & Psychology, Summa cum Laude, Haifa University, Israel
研究興趣 Research Interests
Statistical methodology and data mining for real-world applications
Statistical strategy: empirical modeling for scientific research
Business analytics
Models for contemporary data structures
Anomaly detection
Behavioral big data
Select Publications
Tafti, A. R. and Shmueli, G. (2020), "Beyond overall treatment effects: Leveraging covariates in randomized experiments guided by causal structure", Information Systems Research, forthcoming.
Ashouri, M., Shmueli, G., and Sin, C. Y. (2019), Tree-based Methods for Clustering Time Series Using Domain-Relevant Attributes, Journal of Business Analytics, vol. 2 no. 1, pp. 1-23.
Sharma, P., Sarstedt, M., Shmueli, G., and Thiele, K. O. (2019), PLS-Based Model Selection: The Role of Alternative Explanations in MIS Research, Journal of the Association for Information Systems (JAIS), vol 20 no 4, Article 4.
Shmueli, G. and Yahav, I. (2018), The Forest or the Trees? Tackling Simpson’s Paradox with Classification Trees, Production and Operations Management, vol 27 no 4, pp. 696-716.
Shmueli, G. (2017), Research Dilemmas With Behavioral Big Data, Big Data, vol 5 issue 2, pp. 98-119.
Chatla, S. and Shmueli, G. (2017), An Extensive Examination of Linear Regression Models with a Binary Outcome Variable, Journal of the Association for Information Systems (JAIS), vol 18 no 4, article 1.
Yahav, I., Shmueli, G. and Mani, D. (2016), A Tree-Based Approach for Addressing Self-Selection in Impact Studies with Big Data, MIS Quarterly, vol 40 no 4, pp. 819-848.
Bapna, R., Ramprasad, J., Shmueli, G. and Umyarov, A. (2016), One-Way Mirrors and Weak-Signaling in Online Dating: A Randomized Field Experiment, Management Science, vol 62 no 11, pp. 3100-3122.
Kenett, R. S. and Shmueli, G. (2014), “On Information Quality”, with discussion and rejoinder, Journal of the Royal Statistical Society, Series A, vol 177(1), pp. 3-38.
Lin, M., Lucas, H., and Shmueli, G. (2013) “Too Big To Fail: Larger Samples and the P-Value Problem”, Information Systems Research, vol 24 (4), pp. 906-917.
Sellers, K. F., Borle, S., and Shmueli, G. (2012) “The COM-Poisson Model for Count Data: A Survey of Methods and Applications”, Applied Stochastic Models in Business and Industry, vol 28 (2), pp. 104-116; Rejoinder pp. 128-129.
Shmueli, G. and Koppius, O. (2011) “Predictive Analytics in Information Systems Research”, MIS Quarterly, vol 35 no 3, pp. 553-572.
Shmueli, G. (2010), “To Explain or To Predict?”, Statistical Science, vol 25(3), pp. 289-310.
Bapna, R., Jank, W. and Shmueli, G., (2008) “Consumer Surplus in Online Auctions”, Information Systems Research, vol. 19(4), pp. 400 - 416.
Shmueli, G., Minka, T. P., Kadane, J. B., Borle, S. and Boatwright, P. (2005), “A Useful Distribution for Fitting Discrete Data: Revival of the COM-Poisson”, Journal of the Royal Statistical Society, Series C (Applied Statistics), vol 54 no 1, pp. 127-142.
Teaching
Recent Awards
2020 Outstanding Teaching Award, National Tsing Hua University, Taiwan
2020 Elected Fellow, Institute of Mathematical Statistics (IMS)
2019 Outstanding Mentor Award, College of Technology Management, National Tsing Hua University, Taiwan
2018 Outstanding Teaching Award, College of Technology Management, National Tsing Hua University, Taiwan
2016 Outstanding Research Award, Ministry of Science and Technology (MoST), Taiwan
2016 E.SUN Bank Academic Award, Taiwan
2013 Excellence in Teaching Award, Indian School of Business, India
2012 Winner of the Greenfield Challenge, European Network for Business and Industrial Statistics
2012 Best Faculty Award, The Rigsum Institute of IT and Management, Bhutan
2009 Best Information Systems Publication of 2008 Award, Association for Information Systems (AIS)