What should I expect in terms of tools, techniques, and environments?
That's easy ... any and everything.
The goal of the TradeCraft platform is to replicate the tools and environments that would be encountered at actual companies across varying industries.
The same goes for techniques. Some industries have a greater focus on Data Science while others are more focused on Business Intelligence and Visualization.
Below is a list of some of the skills, concepts, tools, and techniques you will encounter: Spreadsheets | Pivot Tables | BI Tools | Data Visualizatin | RDBMS | SQL | Process Mgmt | Database Architecture | Subject Matter Expert | Question Identification | Communication | Relationship Mgmt | Quantification | Decision Making | Problem Solving | Modeling Applications | Modling Principles | Forecasting Principles | Probability & Statistics | Advanced Statistics | R-Programming | Python