Hard Skills
AdvancedMachine LearningThe process of building and deploying mathematical models that can learn from and make predictions on data without being explicitly programmed.
ExpertStatistical InferenceThe use of statistics to draw conclusions about a population based on sample data, including hypothesis testing and confidence intervals.
AdvancedSQL & Database QueryingProficiency in Structured Query Language to extract, manipulate, and manage data from relational database management systems.
AdvancedPython ProgrammingMastery of Python and its scientific libraries (e.g., Pandas, Scikit-learn) for data processing and model development.
Soft Skills
IntermediateData StorytellingThe ability to effectively communicate insights from data using a combination of narrative, visuals, and context to influence decision-makers.
IntermediateEthical Data HandlingUnderstanding and applying principles of privacy, fairness, and transparency in data collection and algorithmic design.