University of Wisconsin-Madison · 17 hours ago
Postdoctoral Research Fellow In Computational Modeling Of Operator States
Madison, WI
Full-time
Onsite
Senior LevelThe University of Wisconsin-Madison is seeking a postdoctoral fellow to advance research at the intersection of human performance, machine learning, and neurophysiology. The role involves developing machine learning models and predictive models of operator states using multimodal physiological and behavioral data.
EducationUniversities
Responsibilities
Develop and implement scientific machine learning models that incorporate physics and biological constraints (e.g., locomotion, hemodynamic or cardiac dynamics) into operator state prediction models
Develop predictive models of operator states using multimodal physiological and behavioral data (e.g., EEG, ECG, motion), leveraging techniques in signal processing, machine learning, and time-series analysis
Analyze high-dimensional datasets from lab and field settings, using tools such as Python, MATLAB, or R for data cleaning, feature extraction, sensor fusion, and model validation
Engineer and optimize low-latency deployment pipelines for edge devices, ensuring real-time inference of high-dimensional physiological data
Evaluate signal fidelity and model robustness across wearable platforms to ensure laboratory-grade accuracy in real-world, "in-the-wild" deployments
Collaborate across disciplines and mentor junior researchers
Lead manuscript preparation and contribute to ongoing grant efforts
Qualification
Required
Ph.D. (by start date) in computer science, biomedical, electrical engineering, neuroscience, data science, or a related field
Strong programming and data analysis skills (e.g., Python, MATLAB, R) with demonstrated experience handling and modeling real-world data (required)
Proficiency in applying scientific machine learning or statistical modeling techniques to biomedical, behavioral, or time-series data (required)
Familiarity with LSL, ROS, or similar middleware for high-bandwidth data synchronization (required)
Strong publication record and proven ability to work independently and collaboratively in interdisciplinary teams (required)
Preferred
Experience with physiological signal processing (e.g., EEG/fNIRS, ECG, motion data) or working with human subjects (preferred)
Excellent written and verbal communication skills; mentoring experience is a plus
Prior experience with fatigue, stress, workload, or performance monitoring research is a plus
Company
University of Wisconsin-Madison
University of Wisconsin-Madison is a research institution providing education opportunities.
Founded in 1848
10001+ employees
H1B Sponsorship
University of Wisconsin-Madison has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2020 (10)
Funding
Current Stage
Late StageTotal Funding
$24.76MKey Investors
US Department of EnergyHyundai Hope On WheelsNational Institute of Food and Agriculture
2024-09-17Grant· $2M
2024-08-28Grant· $0.4M
2024-06-26Grant· $1.31M
Leadership Team
Nita Ahuja
Dean School of Medicine and Public Health and Vice Chancellor for Medical Affairs
Page Moreau
Marketing Professor and Executive Director of the Center for Brand and Product Management
Recent News
The Express Tribune
2025-11-05
Company data provided by crunchbase