Senior Bayesian Modeling Architect — Remote

Willow Thrive; United Arab Emirates; Remoto; AED 350.000 - 520.000; Tempo pieno

Vantaggi offerti da questo lavoro

100% remote work

Professional development

International team collaboration

Descrizione del lavoro

Willow Thrive is seeking a Senior Bayesian Modeling Specialist for a fully remote role based in the United Arab Emirates. You will design, validate, and implement Bayesian models, applying Bayesian inference and probabilistic methods to generate reliable predictions from complex datasets.

Responsibilities include developing hierarchical models, implementing MCMC/HMC techniques, and communicating probabilistic findings to technical and business stakeholders.

Competenze

• Significant professional experience in Bayesian statistics or probabilistic modeling.
• Advanced understanding of Bayesian inference and posterior analysis.
• Experience with hierarchical, multilevel, and Bayesian regression models.
• Strong knowledge of MCMC, convergence diagnostics, and posterior predictive validation.
• Proficiency in Python or R and libraries for statistics.

Mansioni

• Design and develop Bayesian models for prediction, estimation, classification, and decision support.
• Apply Bayesian inference to estimate parameters and quantify uncertainty.
• Define and document priors based on evidence and domain knowledge.
• Develop hierarchical and multilevel Bayesian models for complex datasets.
• Implement Bayesian regression, time series, and probabilistic forecasting models.
• Apply MCMC, Hamiltonian Monte Carlo, and other inference methods.
• Evaluate convergence, mixing, and diagnostics; conduct posterior predictive checks.
• Translate results into actionable recommendations for stakeholders.
• Maintain documentation of model assumptions, priors, inference methods, and limitations.

Conoscenze

Bayesian statistics

Probabilistic modeling

MCMC methods

Hamiltonian Monte Carlo

Python

R

PyMC/Stan

Experimental design

Causal analysis

Forecasting

SQL

Formazione

Bachelor's or Master's in Statistics, Mathematics, Data Science, Econometrics, CS

Strumenti

PyMC

Stan

Python

R

SQL

Descrizione del lavoro

Willow Thrive is seeking a Senior Bayesian Modeling Specialist for a fully remote role based in the United Arab Emirates. You will design, validate, and implement Bayesian models, applying Bayesian inference and probabilistic methods to generate reliable predictions from complex datasets.

Responsibilities include developing hierarchical models, implementing MCMC/HMC techniques, and communicating probabilistic findings to technical and business stakeholders.