Do you know the reason ______ his absence?

Do you know the reason ______ his absence?

Explanation

Do you know the reason for his absence?

کیا آپ اس کی غیر موجودگی کی وجہ جانتے ہیں؟

"For" is used to indicate the cause or explanation of something, in this case, his absence.