last update: August 2025
Anat Goldstein, PhD
E-Mail: anatgo AT ariel.ac.il
Room: 8.2.20
Address: Dept. of Industrial Engineering and Management
Data Science and AI Research Center
Ariel University
Consumer online behavior - Developing models and methods for:
Analyzing consumers' behavior along the conversion funnel
Measuring product similarity using multimodal representations
Behavior-dependent recommendation systems
Analyzing the differences between mobile vs. desktop users
Human - Machine Learning
Developing an AI-based Assistant for mentoring novice drivers
Learning personality traits from chatbot conversations
Using reciprocal human-machine learning for text classification tasks
Digital medicine - Applying machine learning and data analytics to solve medical problems
Predicting response to treatment in breast cancer patients based on MRI
Prediction of children's visual problems and Amblyopia
Endometriosis prediction
Enteral nutrition failure prediction and mortality prediction in ICU patients
Early prediction of Alzheimer's Disease
Predicting fetal risk during labor from ultrasound examination
Using NLP for analyzing design thinking
How can we model design processes?
Do experienced designers differ from novice designers in their design process?
Additional research areas: Information technology in agriculture, Domain-specific modeling languages, Ontology development
The paper "Quality Control for Crowd Workers and for Language Models: A Framework for Free-Text Response Evaluation with No Ground Truth" has been accepted for publication in Information Systems Research (August 2025)
The paper "Predicting Onset of Myopic Refractive Error in Children Using Machine Learning on Routine Pediatric Eye Examinations Only" has been accepted for publication in Nature Scientific Reports (August 2025)
The paper "Equal Opportunity for All? The Long Tail of Crowdfunding: Evidence from Kickstarter" has been published in MISQ (June 2024)
I am an Assistant Professor at Ariel University at the Department of Industrial Engineering and Management and a member of the Data Science and Artificial Intelligence Research Center.
I was a postdoctoral fellow at the Department of Technology and Information Management, at the Coller School of Business at Tel Aviv University, and at the Department of Industrial Engineering and Management at Ben-Gurion University
I was a guest scientist at the Department of Business Informatics and Business Modeling, at the University of Duisburg Essen (Germany)
I hold a PhD in Information Systems from Tel Aviv University. I also hold an MBA and a BA in Computer Science and Economics from Tel-Aviv University.