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Family characteristics as predictors of intensity in family services
Authors:Leanne M Kelly  Lyndon Walker  Julie M Knowles
Institution:1. Windermere Child &2. Family Services, Narre Warren, Victoria, AustraliaLeanne.Kelly@windermere.org.au;4. Veritate Data Science, Melbourne, Victoria, Australia;5. Family Services, Melbourne, Australia
Abstract:This article investigates factors influencing the number of hours families are involved with family services and uses these factors to develop a predictive model. This research began with focus groups involving family service workers who identified three key domains influencing service intensity: worker/family relationship, family motivation, and family characteristics. The family characteristics domain is the focus of this article. Influencing factors within this domain are examined through analysis of database information from 258 families who had previously accessed family services through a community services organization. Key predictors identified include the gender of main consumer, family size, and presence of issues such as family violence and physical illness. These findings are used to develop a model to predict intervention intensity for families accessing family services. The ability to estimate service intensity provides data to effectively develop innovative programs and enable better balancing of staff workloads and resources. Additionally, the capability to predict intensity helps allocate families to appropriate workers and programs.
Keywords:Length of stay  service intensity  duration  family services  prediction model  family support services
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