In the dynamic world of telecommunications, maintaining accurate caller identification has been an ongoing challenge. Stir Shaken, a pioneering framework designed to authenticate caller IDs and combat the proliferation of fraudulent calls, has significantly influenced the accuracy and reliability of caller ID information. Understanding Stir Shaken's impact on caller ID accuracy illuminates its transformative role in enhancing trust and transparency in phone communications.