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Latent class analysis was used to profile unique characteristics of and changes in caregivers\u2019 needs across an 18-month period. Four classes of caregiver needs were identified with differential risks for maltreatment. Compared to caregivers with \u201cNo Needs\u201d (25%), caregivers with \u201cChronic Multi-Type\u201d needs (25%) and \u201cParenting Only\u201d needs (26%) were both significantly more likely to engage in psychological aggression, physical abuse, and neglect. Caregivers with \u201cChanging Needs\u201d (24%) were significantly more likely to engage in psychological aggression and neglect. Involvement with child welfare services represents a critical opportunity to offer support to families, especially among those with multiple chronic needs, needing parenting skills, and those with needs that are unstable over time.<\/jats:p>","DOI":"10.1177\/10775595251333310","type":"journal-article","created":{"date-parts":[[2025,4,8]],"date-time":"2025-04-08T16:28:11Z","timestamp":1744129691000},"page":"33-43","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":4,"title":["Profiling Changes in the Needs of Caregivers With Child Welfare Involvement: What Do They Tell Us About Risk for Maltreatment?"],"prefix":"10.1177","volume":"31","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9247-6513","authenticated-orcid":false,"given":"Olivia D.","family":"Chang","sequence":"first","affiliation":[{"name":"University of Michigan"},{"name":"University of Michigan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yujeong","family":"Chang","sequence":"additional","affiliation":[{"name":"The Ohio State University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2318-2823","authenticated-orcid":false,"given":"Susan","family":"Yoon","sequence":"additional","affiliation":[{"name":"The Ohio State University"},{"name":"Ewha Womans University"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2025,4,8]]},"reference":[{"key":"e_1_3_4_2_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF02294359"},{"key":"e_1_3_4_3_1","volume-title":"Auxiliary variables in mixture modeling: A 3-step approach using Mplus (Mplus web notes 15)","author":"Asparouhov T.","year":"2013","unstructured":"Asparouhov T., Muth\u00e9n B. 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