Big data refers to exceptionally large and complex data sets that traditional processing solutions cannot manage. It is crucial for modern organizations to utilize big data for informed decision-making in areas like policy formation and recruitment, but it raises significant privacy concerns as personal data becomes a commodity. The document highlights the dual nature of big data as both an invaluable resource and a potential threat to individual privacy.