Hard Skills
AdvancedStatistical ModelingThe mathematical process of constructing a representation of the data to uncover relationships and make predictions.
AdvancedR ProgrammingProficiency in using the R programming language for statistical computing, data manipulation, and visualization.
ExpertExperimental Design (DoE)The planning of data collection to ensure that experimental results can be statistically analyzed and yield valid conclusions.
AdvancedProbability TheoryThe branch of mathematics concerned with analyzing random phenomena and calculating the likelihood of events.
IntermediateMachine Learning AlgorithmsImplementation of supervised and unsupervised learning techniques such as random forests, SVMs, and clustering.
IntermediateHypothesis TestingThe use of statistical tests like t-tests and chi-squared tests to determine if experimental results are statistically significant.