The reason for lanthanoid contraction is:

Lanthanoid contraction is the steady decrease in the size of atoms/ions from Lanthanum to Lutetium. It is caused by the poor shielding (negligible screening effect) of the $4f$ electrons. As the nuclear charge increases across the series, the poorly shielded $4f$ electrons cannot effectively counter the attraction, causing the electron cloud to shrink.