What are the consequences of improper PID parameters?

In mathematics, PID parameters, Kp, Ki, Kd, reflect controlling speed and stability. For example, the picture on the left shows incorrect PID parameters, introducing significant overshoot and swing between actual temperature (red line) and setting temperature (blue line); while with correct PID parameters, picture on the right, shows temperature smoothly approaches to the target temperature.