Lanthanide contraction is caused due to :

Lanthanide contraction is caused due to the imperfect shielding of outer electrons by 4f electrons from the nuclear charge.

A lower atomic radius derives from the lanthanoid contraction effect, which is caused by 4f electrons' insufficient ability to buffer nuclear charge (the force that attracts electrons toward the nucleus).