OneOneOh
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OneOneOh

Careful inference. Honest uncertainty. Better decisions.

Independent consulting in science, AI, data analysis, statistical inference, decision theory, education, and training, built on more than twenty years of experience.

Focus areas

Science and AI

  • Effective integration of AI into the scientific method
  • Custom machine-learning methods for numerical problems
  • Balance between AI-based methods and traditional methods for complex mathematical problems

Decision Science and Risk Analysis

  • Optimizing return on investment through decision theory
  • Honest predictions and careful uncertainty estimates
  • Careful planning for long-tail scenarios
  • Systematic transformation of background knowledge into prior probabilities
  • Proposal writing and review for NSF, DOE, and NASA

Data Science

  • Forecasts and time series analysis
  • Analysis and visualization of high-dimensional data sets
  • Integration of complex models and large uncertainties with real-world constraints
  • Massively parallel computing using traditional and distributed paradigms on homogeneous and heterogeneous architectures

Statistical Inference

  • Bayesian inference and machine learning
  • Simulation-based inference
  • Model verification and comparison
  • Interface between statistical inference and information theory

Training and Education

  • Training in physics, computing, and statistical inference
  • Training researchers to use AI effectively
  • Curriculum design
  • Experiential learning
  • Professional development

About

OneOneOh LLC was founded by Andrew W. Steiner, Ph.D., a theoretical physicist who spent two decades building novel mathematical models for complex systems at the University of Tennessee, Oak Ridge National Laboratory, the University of Washington, Michigan State University, and Los Alamos National Laboratory.

20+
years of experience
80+
peer-reviewed research papers
12,000+
citations
$6M+
in total federal funding
30
scientists led across 20 institutions

Contact

To discuss a project, a training engagement, or an advisory role, contact admin@mail.oneoneoh.com.

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