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Bayesian & Computational Methods

A skill group in Data, AI & Analytics › Statistical Analysis & Inference: 70 skills, 64 of them carrying a SynapseScope Skill Rating, named in 15,336 open US roles at the latest reading.

SkillOrganisation ratingOpen rolesMedian salary
Statistical ProgrammingMaintain7,251$102,500
Computational ToolsNot rated1,218$87,500
Bayesian StatisticsInvest1,147$177,500
Uncertainty QuantificationInvest891$182,500
Numerical MethodsMaintain776$142,500
Mathematical AnalysisNot rated621$127,500
Probabilistic ModelingInvest470$202,500
Bootstrap MethodsMaintain366$182,500
Stochastic ModelingMaintain357$142,500
Technical ComputingNot rated338$127,500
Statistical ComputingMaintain329$137,500
Numerical AnalysisMaintain259$107,500
Computational StatisticsInvest235$117,500
Agent-Based ModelingInvest203$137,500
Matrix operationsNot rated173$147,500
Markov Chain Monte CarloInvest123$72,500
Numerical ComputingNot rated106$157,500
Uncertainty EstimationNot rated65$202,500
Bayesian NetworksInvest60$162,500
Markov ModelingInvest56$247,500
Gaussian ProcessesInvest39
Topological Data AnalysisInvest31
Hidden Markov ModelsInvest26$247,500
Particle FilteringInvest25
Variational InferenceInvest23$202,500
Hierarchical BayesInvest21$172,500
Computational TopologyMonitor19
JASPMonitor19
Data InversionMaintain16
Statistical simulationMaintain15
PyroMaintain13$107,500
Probabilistic Programming with Stan and PyMCMaintain8
Gibbs SamplingInvest6
Chaos TheoryMonitor4
Expectation-MaximizationInvest4
Metropolis-HastingsInvest4
Prior Elicitation and SpecificationMaintain4
Amortized Variational InferenceMonitor3
Quantum Many-Body Problem SimulationInvest3
Tensor AnalysisMaintain3
Approximation MethodsMaintain2
Markov Random FieldsMonitor2
Probabilistic ComputingMonitor2
Bayesian Adaptive EstimationInvest
Bayesian Decision-Theoretic Experiment StoppingMonitor
Bayesian Leave-One-Out Cross-ValidationMonitor
Bayesian Predictive PowerInvest
Bayesian Workflow and Model CriticismInvest
Beta ProcessMonitor
Chinese Restaurant ProcessMonitor
Differentiable Probabilistic ProgrammingInvest
Dirichlet Process MixturesInvest
Elliptical CopulasMonitor
Gaussian CopulaMaintain
Gumbel CopulaInvest
Hamiltonian Monte CarloInvest
Hawkes ProcessInvest
Higher Dimensional AlgebraMaintain
Indian Buffet ProcessMonitor
Joe CopulaMaintain
MCMC Convergence Diagnostics with Rank-Normalized StatisticsMaintain
Matrix IterationMaintain
PolyBayesMonitor
Semi-Markov ProcessMonitor
Simulation-Based (Likelihood-Free) InferenceMonitor
Simulation-Based Calibration CheckingMonitor
Stochastic Gradient Langevin DynamicsInvest
Tucker Linear MethodMonitor
Vine CopulasInvest
poLCAMonitor

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