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In the case of the Zener effect, high doping creates a very thin depletion layer.
In the case of the avalanche effect, low doping creates a relatively wide depletion layer.
Applying an external voltage in the conducting direction - the diode works in the on-state region - reduces the potential barrier in the depletion layer and the diffusion current increases exponentially.