; or (II) a group of individuals who are similar in gender, age, income level, race, or ethnicity to the specific individual to whom the product or service is marketed; (ii) psychological profiling; or (iii) a unique identifier of the device; and (B) as a result of use by the individual, access by any device of the individual, or use by a group of individuals who are similar to the specific individual, of— (i) a website; (ii) an online service; (iii) an online application; (iv) a mobile application; or (v) an operating system. . (b) Online collection, use, and disclosure of personal information of children and minors Section 1303 of the Children’s Online Privacy Protection Act of 1998 ( 15 U.S.C. 6502 ) is amended— (1) by striking the heading and inserting the following: Online collection, use, and disclosure of personal information of children and minors. ; (2) in subsection (a)— (A) by amending paragraph (1) to read as follows: (1) In general It is unlawful for an operator of a website, online service, online application, or mobile application directed to a child or minor, or an operator having constructive knowledge that personal information being collected is from a child or minor, to collect personal information from a child or minor in a manner that violates the regulations prescribed under subsection (b). ; and (B) in paragraph (2)— (i) by striking of such a website or online service ; and (ii) by striking subsection (b)(1)(B)(iii) to the parent of a child and inserting subsection (b)(1)(A)(iii) to the parent of a child or under subsection (b)(1)(A)(iv) to a minor