The first step in ethical data science is ensuring the ethical collection of data. This means obtaining data with proper consent and ensuring the privacy of individuals is maintained. It's essential to follow legal guidelines and regulations, such as the General Data Protection Regulation (GDPR) in the EU, which dictates how personal data should be collected, stored, and processed.