Beibei Li

Carnegie Mellon University - H. John Heinz III School of Public Policy and Management

Pittsburgh, PA 15213-3890

United States

  • Carnegie Mellon University - H. John Heinz III School of Public Policy and Management

SCHOLARLY PAPERS

33

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161

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35

Scholarly Papers (33)

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1.

Deep Reinforcement Learning for Sequential Targeting

Management Science, forthcoming
Number of pages: 48 Posted: 05 Dec 2019 Last Revised: 03 May 2022
Wen Wang, Beibei Li, Xueming Luo and xiao yi wang
University of Maryland - Robert H. Smith School of Business, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management, Temple University and affiliation not provided to SSRN
Downloads 1,301 (27,097)
Citation 1

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Deep Reinforcement Learning, Field experiments, Targeting, Promotions, Sequential actions, Mobile

2.

Examining the Impact of Ranking on Consumer Behavior and Search Engine Revenue

Management Science, Forthcoming
Number of pages: 50 Posted: 14 May 2013 Last Revised: 19 Jun 2014
Anindya Ghose, Panagiotis G. Ipeirotis and Beibei Li
New York University (NYU) - Leonard N. Stern School of Business, New York University - Leonard N. Stern School of Business and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management
Downloads 1,271 (28,089)
Citation 10

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3.

Alternative Data for FinTech and Business Intelligence

Number of pages: 32 Posted: 11 Feb 2020
Lin William Cong, Beibei Li and Tony Zhang
Cornell University - Samuel Curtis Johnson Graduate School of Management, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and University of Illinois Urbana Champaign
Downloads 1,097 (34,765)
Citation 5

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Alternative Data, Digital Economy, FinTech, Textual Analysis, Internet-of-Things

4.

Designing Ranking Systems for Hotels on Travel Search Engines by Mining User-Generated and Crowd-Sourced Content

Number of pages: 60 Posted: 02 Jun 2011 Last Revised: 30 Nov 2011
Anindya Ghose, Panagiotis G. Ipeirotis and Beibei Li
New York University (NYU) - Leonard N. Stern School of Business, New York University - Leonard N. Stern School of Business and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management
Downloads 1,018 (38,615)
Citation 16

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User Generated Content, Social Media, Travel Search, Structural Modeling, Hotel Demand Estimation, Text mining, Crowd Sourcing

5.

Examining the Impact of Keyword Ambiguity on Search Advertising Performance: A Topic Model Approach

MIS Quarterly (Forthcoming)
Number of pages: 75 Posted: 04 Mar 2014 Last Revised: 22 Jul 2020
Jing Gong, Vibhanshu Abhishek and Beibei Li
University of Virginia - McIntire School of Commerce, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management
Downloads 1,001 (39,562)
Citation 11

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Sponsored search advertising, topic models, contextual ambiguity, machine learning, keyword selection

6.

Learning Individual Behavior Using Sensor Data: The Case of GPS Traces and Taxi Drivers

Forthcoming in Information Systems Research
Number of pages: 61 Posted: 13 May 2016 Last Revised: 18 May 2020
Yingjie Zhang, Beibei Li and Krishnan Ramayya
Peking University - Guanghua School of Management, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and School of Information Systems and Management, The H. John Heinz III College
Downloads 776 (56,110)
Citation 4

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7.

Trading Privacy for Public Good: How Did America React During COVID-19?

NYU Stern School of Business
Number of pages: 65 Posted: 10 Jun 2020 Last Revised: 05 Jan 2022
Anindya Ghose, Beibei Li, Meghanath Macha, Chenshuo Sun and Natasha Zhang Foutz
New York University (NYU) - Leonard N. Stern School of Business, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management, New York University (NYU) - Leonard N. Stern School of Business and University of Virginia
Downloads 769 (56,808)
Citation 3

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consumer privacy, location tracking, smartphone, public health, COVID-19

8.

Copycats versus Original Mobile Apps: A Machine Learning Copycat Detection Method and Empirical Analysis

Number of pages: 48 Posted: 09 Mar 2015 Last Revised: 06 May 2017
Quan Wang, Beibei Li and Param Vir Singh
Carnegie Mellon University - H. John Heinz III School of Public Policy and Management, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Carnegie Mellon University - David A. Tepper School of Business
Downloads 766 (57,101)
Citation 22

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mobile, mobile apps, copycats, mobile app demand, mobile app competition, mobile applications, iOS

9.

Empowering Patients Using Smart Mobile Health Platforms: Evidence from a Randomized Field Experiment

Forthcoming at MIS Quarterly, NYU Stern School of Business Forthcoming
Number of pages: 68 Posted: 24 Mar 2021
Anindya Ghose, Xitong Guo, Beibei Li and Yuanyuan DANG
New York University (NYU) - Leonard N. Stern School of Business, Harbin Institute of Technology, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Harbin Institute of Technology
Downloads 715 (62,597)

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mHealth, mobile app, healthcare platform, chronic disease, diabetes, personalization, patient self-management

10.

The Impact of Mobile Channel Adoption on Customer Omni-Channel Banking Behavior

Number of pages: 41 Posted: 07 Feb 2017 Last Revised: 22 Mar 2017
Jun Liu, Vibhanshu Abhishek and Beibei Li
Agency for Science, Technology and Research, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management
Downloads 710 (63,214)
Citation 9

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channel complementarity and substitution, customer behavior, digital banking, econometric analysis, mobile channel, omni-channel banking services, retail banking, big data

11.

Mobile Targeting Using Customer Trajectory Patterns

Number of pages: 52 Posted: 03 May 2017 Last Revised: 30 Apr 2020
Anindya Ghose, Beibei Li and Siyuan Liu
New York University (NYU) - Leonard N. Stern School of Business, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Pennsylvania State University - Smeal College of Business
Downloads 664 (68,834)
Citation 9

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12.

Personalized Mobile Targeting with User Engagement Stages: Combining Structural Hidden Markov Model and Field Experiment

Number of pages: 40 Posted: 05 Oct 2016 Last Revised: 22 May 2018
Yingjie Zhang, Beibei Li, Xueming Luo and Xiaoyi Wang
Peking University - Guanghua School of Management, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management, Temple University and Zhejiang University
Downloads 651 (70,608)
Citation 23

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User engagement, Mobile content consumption, App platforms, Hidden-state model, Forward-looking behavior, Structural econometric model, Field experiment

13.

A Tangled Web: Should Online Review Portals Display Fraudulent Reviews?

Forthcoming, Information Systems Research
Number of pages: 64 Posted: 26 Dec 2018 Last Revised: 08 Mar 2020
Uttara M Ananthakrishnan, Beibei Li and Michael D. Smith
Carnegie Mellon University - Heinz College of Information Systems and Public Policy, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management
Downloads 593 (79,484)

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Fraudulent Reviews, Randomized Experiment, User Trust, Online Platform, Product Search Engine

14.

When the Bank Comes to You: Branch Network and Customer Omni-Channel Banking Behavior

Number of pages: 46 Posted: 11 Sep 2017 Last Revised: 24 Dec 2021
Mi Zhou, Dan Geng, Vibhanshu Abhishek and Beibei Li
University of British Columbia (UBC) - Sauder School of Business, Singapore Management University - School of Information Systems, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management
Downloads 497 (98,741)
Citation 8

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Branch network, branch openings, branch closures, online banking, omni-channel, propensity score matching, difference-in-differences

15.

Everywhere and at All Times: Mobility, Consumer Decision Making, and Choice

Number of pages: 27 Posted: 27 Sep 2016 Last Revised: 29 Sep 2016
Nicholas H. Lurie, Jonah A. Berger, Zoey Chen, Beibei Li, Hongju Liu, Charlotte Mason, David M. Muir, Grant M. Packard, Joseph Pancras, Ann Schlosser, Baohong Sun, Baohong Sun and Rajkumar Venkatesan
University of Connecticut School of Business, University of Pennsylvania - Marketing Department, University of Miami, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management, Peking University - Guanghua School of Management, University of Georgia, University of Delaware - Department of Business Administration, York University - Schulich School of Business, University of Connecticut - Department of Marketing, University of Washington - Department of Marketing and International Business, Cheung Kong Graduate School of Business (New York)Cheung Kong Graduate School of Business (New York) and University of Virginia - Darden School of Business
Downloads 399 (127,895)
Citation 7

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Decision Making, Choice Behavior, Digital Marketing, Mobile Marketing, Electronic Commerce

16.

Bike Sharing and Car Trips in the City: The Case of Healthy Ride Pittsburgh

Number of pages: 16 Posted: 18 Oct 2016
Konstantinos Pelechrinis, Beibei Li and Sean Qian
University of Pittsburgh, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Carnegie Mellon University
Downloads 354 (146,100)

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Shared Bike System, Difference-In-Differences

17.

Personalized Privacy Preservation in Consumer Mobile Trajectories

Information Systems Research (Forthcoming)
Number of pages: 52 Posted: 09 Jul 2020 Last Revised: 30 Mar 2023
Meghanath Macha, Natasha Zhang Foutz, Beibei Li and Anindya Ghose
Carnegie Mellon University - H. John Heinz III School of Public Policy and Management, University of Virginia, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and New York University (NYU) - Leonard N. Stern School of Business
Downloads 321 (162,275)
Citation 2

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consumer privacy, GPS tracking, location data, mobile trajectory, machine learning, data obfuscation, mobile advertising

18.

Economic Impact Analysis of the Coronavirus, An Alternative Data Perspective

Number of pages: 9 Posted: 02 Jun 2020
Tony Zhang, Jiayue Wang, Yanjun Li, Xiyuan Zhang, Beibei Li and Danxia Xie
University of Illinois Urbana Champaign, Beijing International Studies University, Crosspoint Academy, Tsinghua University, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Tsinghua University - Institute of Economics
Downloads 276 (190,545)
Citation 2

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coronavirus, COIVD-19, alternative data, investment, high frequency data, stock market

19.

Human-Algorithmic Bias: Source, Evolution, and Impact

Number of pages: 48 Posted: 29 Aug 2022 Last Revised: 22 Dec 2022
Xiyang Hu, Yan Huang, Beibei Li and Tian Lu
Carnegie Mellon University, Carnegie Mellon University - David A. Tepper School of Business, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Department of Information Systems, Arizona State University
Downloads 201 (261,104)

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Algorithmic Bias, Human Bias, Machine Learning, Structural Modeling, Micro-lending

20.

Nudging Mobile Customers with Real-Time Social Dynamics

NYU Stern School of Business
Number of pages: 42 Posted: 27 May 2020
Anindya Ghose, Beibei Li and Siyuan Liu
New York University (NYU) - Leonard N. Stern School of Business, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Pennsylvania State University - Smeal College of Business
Downloads 181 (282,745)
Citation 1

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Mobile Targeting, Mobile Trajectory, Social Dynamics, Location-Based Advertising

21.

Social Determinants of Health: Insights from Location Big Data

Number of pages: 30 Posted: 16 Sep 2021 Last Revised: 01 Nov 2021
Meghanath Macha, Beibei Li and Natasha Zhang Foutz
Carnegie Mellon University - H. John Heinz III School of Public Policy and Management, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and University of Virginia
Downloads 155 (322,816)
Citation 2

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social determinants, location data

22.

Predicting Instructor Performance in Online Education: An Interpretable Hierarchical Transformer with Contextual Attention

Forthcoming at Information Systems Research
Number of pages: 41 Posted: 13 Jul 2023 Last Revised: 09 Sep 2023
Wen Wang, Mi Zhou, Beibei Li and Honglei Zhuang
University of Maryland - Robert H. Smith School of Business, University of British Columbia (UBC) - Sauder School of Business, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Google Research
Downloads 153 (328,157)

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online education, instructor performance, unstructured data analytics, natural language processing, interpretable deep learning

23.

Has Ridehailing Exacerbated Inequalities in Local Spending? Analysis of Ridehailing Usage and Consumption Patterns in 2012-2016

Number of pages: 73 Posted: 02 Aug 2021 Last Revised: 28 Mar 2022
Zhe Zhang and Beibei Li
University of California, San Diego (UCSD) - Rady School of Management and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management
Downloads 129 (373,082)

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ridehailing, urban consumption, distributional consequences of IT, sharing economy

24.

Predicting Consumer In-Store Purchase Using Real-Time Retail Video Analytics

Number of pages: 30 Posted: 25 Jul 2023
Rubing Li, Anindya Ghose, Kaiquan Xu and Beibei Li
New York University (NYU) - Leonard N. Stern School of Business, New York University (NYU) - Leonard N. Stern School of Business, Nanjing University and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management
Downloads 115 (414,214)

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consumer behavior, video analytics, facial recognition, interpretable machine learning, deep learning, predictive modeling

25.

Impediment of Infodemic on Disaster Policy Efficacy: Insights from Location Big Data

Number of pages: 34 Posted: 08 Jun 2022
Xiaobin Shen, Natasha Zhang Foutz and Beibei Li
Carnegie Mellon University - H. John Heinz III School of Public Policy and Management, University of Virginia and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management
Downloads 94 (467,568)

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infodemic, disaster management, information management, location big data

26.

Inclusive Decision Making via Contrastive Learning and Domain Adaptation

Number of pages: 38 Posted: 05 Jul 2023
Xiyang Hu, Yan Huang, Beibei Li and Tian Lu
Carnegie Mellon University, Carnegie Mellon University - David A. Tepper School of Business, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Department of Information Systems, Arizona State University
Downloads 80 (519,954)

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Contrastive Learning, Domain Adaptation, Fairness, FinTech, Inclusion, Representation Bias

27.

When Less Is More? Deep Reinforcement Learning-Based Optimization of Debt Collection

Number of pages: 40 Posted: 26 Jun 2023
Cenying Yang, Tian Lu, Beibei Li and Xianghua Lu
City University of Hong Kong, Department of Information Systems, Arizona State University, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Fudan University
Downloads 66 (574,312)

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Debt collection, Deep reinforcement learning, FinTech, Microfinance, Sequential optimization

28.

Consumer Health in the Digital Age

Liu, Peggy J., J. Jeffrey Inman, Beibei Li, Charlene A. Wong, and Nathan Yang (2022), "Consumer Health in the Digital Age," Journal of the Association for Consumer Research, 7 (2), 198-209.
Number of pages: 35 Posted: 06 Sep 2022
Peggy Liu, Jeffrey Inman, Beibei Li, Charlene Wong and Nathan Yang
University of Pittsburgh, University of Pittsburgh - Katz Graduate School of Business, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management, Duke University and Cornell University
Downloads 65 (578,914)
Citation 1

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consumer health; digital marketing; healthcare; technology; patient journey; personalization; interactivity; information transparency

29.

Resilience of Gig Economy during Economic Downturn: Insights from Location Big Data

Number of pages: 48 Posted: 16 Sep 2023
Naveen Basavaraj, Natasha Zhang Foutz and Beibei Li
Carnegie Mellon University, H. John Heinz III School of Public Policy and Management, Students, University of Virginia and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management
Downloads 54 (633,478)

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Resilience, Gig Economy, Economic Downturn, Location Big Data

30.

Divergent Thinking and Online Videos: A Study of TED Talks via Multi-Modal Video Analytics

Posted: 09 Sep 2023
Wen Wang, Beibei Li and Michael D. Smith
University of Maryland - Robert H. Smith School of Business, Carnegie Mellon University - H. John Heinz III School of Public Policy and Management and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management

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Online Videos, Divergent Thinking, Idea Content, Idea Delivery, Natural Language Processing, Visual-Audio Multi-modal Deep Learning

31.

Learning Personalized Privacy Preference From Public Data

Posted: 19 Jun 2023
Wen Wang and Beibei Li
University of Maryland - Robert H. Smith School of Business and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management

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Personalized Privacy Preference, Public Data Source, Deep Learning, Natural Language Processing, Psycho-social Traits

32.

Profit vs. Equality? The Case of Financial Risk Assessment and A New Perspective on Alternative Data

MIS Quarterly, Forthcoming
Posted: 18 Feb 2021 Last Revised: 18 Jan 2023
Tian Lu, Yingjie Zhang and Beibei Li
Department of Information Systems, Arizona State University, Peking University - Guanghua School of Management and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management

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Credit Risk, Alternative Data, Financial Trade-off, Financial Inclusion, Profitability, Equality, Biases, Counterfactual Simulated Experiment

33.

Designing Ranking Systems for Hotels on Travel Search Engines by Mining User-Generated and Crowdsourced Content

Marketing Science, Vol. 31, No. 3, 2012; pp. 493-520; DOI: 10.1287/mksc.1110.0700
Posted: 24 Oct 2012
Anindya Ghose, Panagiotis G. Ipeirotis and Beibei Li
New York University (NYU) - Leonard N. Stern School of Business, New York University - Leonard N. Stern School of Business and Carnegie Mellon University - H. John Heinz III School of Public Policy and Management

Abstract:

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user-generated content, social media, search engines, hotels, ranking system, structural models, text mining, crowdsourcing