Parameterizing queries helps to prevent SQL injection attacks by separating SQL logic from user input. Using prepared statements ensures that user input is treated as data rather than part of the SQL logic, thereby mitigating the risk of an attacker injecting malicious SQL. The incorrect answers, while they may improve security posture in general, do not directly address the specific vulnerability of SQL injection as effectively as parameterizing queries.