It is often overlooked that ethical dimensions within data science management. Knowing how to handle personal data, mastering the AI, or transparency in analytics matters. Construction and project managers are increasingly accountable for tech-driven decisions. Even in traditional sectors, the College of Contract Management encourages a data-informed mindset. That’s why integrating basic data concepts in professional courses is no longer optional.