Human Computer Interaction Researcher

Univeristy of Michigan

Biography

As a Research Scientist, I specialize in the field of human-centered engineering design, blending insights from information science and human factors. My work focuses on understanding, predicting, and influencing how people interact with technology. I’m particularly interested in exploring the complex dynamics of human-computer interactions and using that knowledge to design products that are both effective and engaging.

I’m passionate about conducting experimental studies and running simulations to gather meaningful data about user behavior. I’m skilled in a range of statistical methods, from descriptive analyses to inferential techniques, and have experience developing computational models of human behavior.

Collaboration is an essential part of my work, and I thrive in multidisciplinary environments. I enjoy translating research findings into practical applications, working closely with designers, engineers, and product managers to ensure that our products are user-friendly and meet the needs of our users.

Interests
  • Human-Computer Interaction (HCI)
  • Natural Language Processing (NLP)
  • Bahavioral Modeling
Education
  • PhD in Industrial Engineering, 2024

    University of Michigan

  • MS in Information Security, 2019

    National Polytechnic University of Armenia

  • BSc in Information Security, 2017

    National Polytechnic University of Armenia

Skills

Programming Languages
Python
C#
R
MATLAB
SQL
Tools
SPSS
Minitab
iMotions
Pupil Labs
Qulatrics
Azure Cloud
Power BI
Git
Research Methods
Quantitative Data Analysis
Qualitative Data Analysis
Experimental Design
Survey Design & Analysis
Simulations
Physiological Data Analysis
Eye-tracking
Concept Testing
A/B Testing
Interviews
Simulations
RTI
PreScan
CarMaker
Unity VR
Technical
Statistical Modeling
Natural Language Processing
Data Engineering
Data Science
Design of Experiments
Generative AI
Machine Learning

Experience

 
 
 
 
 
Research Fellow
September 2024 – Present Ann Arbor, MI

Responsibilities include:

  • Leading research on enhancing driver-autonomous vehicle interactions through Large Language Model (LLM) generated explanations, focusing on improving trust and user experience
  • Investigating user behavior patterns in traffic information sharing, analyzing motivational factors for driver participation in crowdsourced navigation platforms such as Waze
 
 
 
 
 
Instructor
August 2023 – June 2024 Dearborn, MI
  • Taught C# Programming for Engineers | IMSE 255, CIS 205
  • Instructed in Human-Centered Engineering Design | HCED 510
 
 
 
 
 
Research Assistant
September 2020 – August 2023 Dearborn, MI

Responsibilities include:

  • Design and conduct experiments to investigate the relationship between emotions, trust, and automated vehicle performance
  • Apply natural language processing techniques, including topic modeling and sentiment analysis, to interpret public attitudes
  • Analyze trends and challenges in micro-mobility across the US and EU, with a focus on safety concerns
  • Develop high-fidelity driving environments using CarMaker, Unity VR, and SimCreator for behavioral studies
  • Create machine learning models to predict drivers’ state (e.g. situation awareness and trust) in real-time
  • Develop and apply machine learning models for Named Entity Recognition in automated vehicle safety analysis
  • Utilize Generative AI models (e.g., GPT-3.5 Turbo, GPT-4) for automated document labeling and analysis
  • Contribute to projects focused on automated vehicle safety, human-automation interaction, and micro-mobility trends
  • Write reports and academic articles to document research findings and methodologies
  • Present research results at academic and industry conferences
 
 
 
 
 
Senior Data Engineer
January 2016 – September 2020 Yerevan, Armenia
  • Design and develop distributed, near real-time event management systems using Azure Cloud services
  • Create data-driven analytics platforms based on customer’s data nature
  • Research and model multi-layered security architectures for distributed systems
  • Plan and implement storage services for efficient data management
  • Organiz and deliver regular workshops and training sessions on trends and best practices in cloud technologies and data storage systems

Publications

Quickly discover relevant content by filtering publications.
(2024). Towards Context-Aware Modeling of Situation Awareness in Conditionally Automated Driving. arXiv preprint arXiv:2405.07088.

Cite

(2023). Investigating HMIs to Foster Communications between Conventional Vehicles and Autonomous Vehicles in Intersections. arXiv preprint arXiv:2305.17769.

Cite

(2023). Navigating in the Dark--Designing Autonomous Driving Features to Assist Old Adults with Visual Impairments. AutomotiveUI ‘23 Adjunct: Adjunct Proceedings of the 15th International Conference on Automotive User Interfaces and Interactive Vehicular Applications.

Cite

(2023). Real-time trust prediction in conditionally automated driving using physiological measures. IEEE Transactions on Intelligent Transportation Systems.

Cite

Contact

  • Interested in exploring a research project together?
  • Looking for a speaker on human-centered design or human-computer interaction?
  • Need insights on user behavior or product design?

Let’s connect!