I find out that the current implementation is just based on burn value.
It is not even burn value.
My account 'r1s2g3" has 282610 as DEC value and collection value of 249730
My account "saachi" has 255145 as DEC value and collection value of 261250.
So having higher burn value and higher level summoner than other account I have low collection score.