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首页> 外文期刊>International Journal of Population Data Science >The looked-after child in time: Creating and analysing longitudinal data on placement history and educational outcomes
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The looked-after child in time: Creating and analysing longitudinal data on placement history and educational outcomes

机译:时间的孩子及时的孩子:在放置历史和教育结果上创建和分析纵向数据

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Background with rationaleThe Scottish government collects data on Looked-after-children (LAC) from the 32 local authorities (LAs) in Scotland. Since 2008, the LAs have provided individual data on a yearly basis that covers every child who was looked after at any time during the year up to the Census date. These data have been linked to data on educational outcomes for these children. Cross-sectional analysis by the Scottish Government show that the educational outcomes for these children are much poorer than for other children in Scotland. This presentation will discuss methods to create a longitudinal data set from these data and thus infer how a child’s lifetime history of care relates to their educational outcomes.Main AimTo relate the children’s educational outcomes (school attendance and exclusion) to their history of being in care. Features of their care history include, age a start of care, number and type of care episodes (e.g. at home, with relatives, in foster care or residential care) as well as their legal reasons for being in care.Methods/ApproachThese data present a number of challenges to achieving the aim. The process of creating longitudinal records from nine cross-sectional samples revealed many data problems. A child’s history in care can potentially last from birth to aged 16, or even older, but the data available was for a nine-year window (2008 to 2017) along with some details of episodes that started before 2008 for those in care later. Individual histories were either right-censored or left-truncated. The latter posed a bigger problem for our analyses since most of the early history is missing for a large proportion of the children. The methods used involved using multiple imputation methods to infer the age at start of care and the number of previous episodes for these children.ResultsWe will compare the results from the longitudinal analyses with those obtained from cross-sectional results.ConclusionLongitudinal data provides the opportunity to understand which patterns of care are associated with the poorest educational outcomes.
机译:与理性的背景苏格兰政府收集来自苏格兰的32名当局(LAS)的看儿童(LAC)的数据。自2008年以来,LAS每年提供个别数据,涵盖每年在普查日期的任何时间照顾的孩子。这些数据已与这些儿童的教育结果数据有关。苏格兰政府的横断面分析表明,这些儿童的教育结果比苏格兰的其他儿童更差。本演示文稿将讨论创建从这些数据集的纵向数据的方法,从而推断孩子的终身历史如何涉及他们的教育结果。旨在将孩子的教育结果(学校出席和排斥)与他们在照顾中的历史相关联。他们的护理历史的特点包括,龄的开始,护理情节的开头(例如,在家里,亲属,寄养或住宅护理)以及他们在护理的法律原因。方法/接近数据存在实现目标的许多挑战。从九个横截面样本中创建纵向记录的过程揭示了许多数据问题。儿童的历史可以潜在持续到16岁的16岁,甚至更老,但可用的数据是为期九年(2008年至2017年),以及为2008年以后开始的一些剧集的细节。个别历史是持续审查或左截断的。后者为我们的分析构成了更大的问题,因为大多数早期历史都缺少大部分儿童。使用多种归纳方法使用的方法来推断出在护理开始时的年龄和这些孩子的前一集的数量。培养龙将与横截面结果中获得的那些比较纵向分析的结果.Conclusionlongitudinal数据提供了机会了解哪些关怀模式与最贫困的教育结果有关。

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