Astrology makes predictions, yet it is the textbook example of a pseudoscience. The question is what genuine science has that such imitations lack. Popper answered that a theory is scientific when, and only when, observation could in principle refute it (Falsificationism). Kuhn answered that a field becomes a science only when its practitioners share a paradigm and solve the puzzles it sets (Kuhnian Puzzle-Solving). Lakatos answered that scientific standing belongs not to a single theory but to a series of theories that keeps predicting new facts (Progressive Research Programmes).
The answer matters because modern philosophy often borrows authority from science while also questioning its limits.