When evaluating bone conduction earphones, focus on the transducer technology to ensure minimal sound leakage and high vibration efficiency. Look for Bluetooth 5.3 or higher for stable connectivity and low power consumption. A critical metric is the IPX rating; for sports use, prioritize IPX7 or IPX8 (waterproof), while IP55 is sufficient for general dust and sweat resistance. Additionally, verify the battery capacity, aiming for at least 6-8 hours of continuous playback with a charging time of under 2 hours.