Hard Skills
AdvancedMachine Learning AlgorithmsThe application of statistical models and computational algorithms to identify patterns and make predictions from complex datasets.
ExpertStatistical Programming (Python/R)Proficiency in using programming languages specifically designed for data manipulation, statistical computing, and graphical representation.
IntermediateSQL & Relational Database ManagementThe skill of writing complex queries to extract, transform, and load data from structured databases for analysis.
AdvancedBig Data Technologies (Spark/Hadoop)Knowledge of distributed computing frameworks used to process and analyze datasets that are too large for traditional systems.