Gathering and preparing these data for use in data science projects has resulted in the need for data scientists to develop the programming and hacking skills to scrape, merge, and clean data (sometimes unstructured data) from external web sources. Also, the emergence of big data has meant that data scientists need to be able to work with big-data technologies, such as Hadoop.
