This week chapters 3 and 4 were assigned. Chapter 3 focused on understanding where data comes from, the types of data, and how it is managed. Data is sourced from internal or external sources. Internal sources are within the organization, like sales data, or employee data, while external sources are from outside of the organization, Like social media platforms, or research firms. Some ways that data is collected is with surveys and questionnaires, getting data from websites, sharing data through systems and applications, and collecting data through sensors. The quality of data matters. The accuracy, complete Ness, consistency, timelines, and relevance are all important to the quality of data collected. Chapter 4 introduced data pipelines, warehousing, and modern data infrastructure. Data pipelines are series of steps, which move data to a data warehouse from its original source. The function of a pipeline is to extract data, change it into a usable, format, and load it into storag...