The document discusses two types of data scientists: those in "the lab" who focus on question-driven and interactive analytics on fixed data, and those in "the factory" who focus on metric-driven and automated analytics on fluid data. It then describes tools for each type, including Apache Spark and related tools for data science in the factory, and Cloudera Impala and related tools for investigative analytics in the lab. The speaker concludes by thanking the audience.