Do I need incline on a walking pad?

Incline meaningfully raises calorie burn and engages more muscles, and several models here advertise auto-incline up to 12-15%. However, the strength of the evidence for these incline mechanisms is thin in our data, mostly Amazon ratings rather than independent measurement. If incline is a priority, favor the higher-reviewed incline models and verify the noise and stability complaints in customer reviews before buying.