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Language skills are vital to children’s ability to thrive in school and elsewhere. In order to support children’s language development we need to understand the aspects of early interaction that drive their learning (Donnellan et al, 2019; Down et al, 2015). The goal of this PhD project is to use statistical analysis of observational data to identify these. The student will oversee the collection of a) home videos of children interacting with their caregivers at 24 months of age b) videos of the same children interacting with preschool educators at 24 months and c) home videos of child language during play at 30 months. Supported by expert training, they will code the videos for language and communication. Recent work by the supervisory team used statistical analysis to identify the combinations of child and caregiver behaviours in videos collected at 12 months of age that are the best predictors of language development in the second year of life (Donnellan et al, 2019). The current project will extend this to interactions during the third year – identifying the behaviours in the 24-month recordings that predict language ability at 30 months.
Analysis of the behavioural data will involve the use of time-series modelling. To date, all work in this area has built statistical models based on counts of behaviours identified across videos. This required the researcher to decide in advance what combinations of behaviours to count, constrained by the need to avoid a combinatorial explosion. The current work will analyse the video transcriptions directly – treating them as behaviours unfolding across time and using neural time series models to identify sequences of behaviours that are associated with later language ability. The student will attend courses on the MSc in Computational and Corpus Linguistics at the University of Manchester to acquire skills where necessary.
Eligibility
This is an interdisciplinary project spanning Linguistics, Psychology, Education, Computer Science and Statistics. We welcome applications from students with backgrounds in any relevant area, and training in other component areas will be available where needed. Please note that the successful candidate will spend 12 months of their PhD at the University of Melbourne, Australia and the remainder at the University of Manchester in the UK.
Academic
English Language
All applicants must provide evidence of English language proficiency:
How to apply
The application deadline will be Midnight (GMT) on 14/03/25. Apply online for PhD Linguistics at the University of Manchester.
Under Section 6 Research Details select ‘Yes’ to ‘Are you applying for an advertised project?’. Insert the project title as stated at the top of the advert. It is recommended when entering the name of the supervisor to simply enter this and not use the supervisor search function.
Please indicate in Section 9 Funding Sources your intention to apply for the Manchester-Melbourne Studentship.
Please ensure all required supporting documents are included at the time of submission, as incomplete applications may not be considered. Your application must include the following:
Formal interviews: Interviews are expected to take place in April 2025.
If you have any questions or would like to discuss this further, please contact Dr Colin Bannard (colin.bannard@manchester.ac.uk)
Equality, diversity and inclusion
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We actively encourage applicants from diverse career paths and backgrounds and from all sections of the community, regardless of age, disability, ethnicity, gender, gender expression, sexual orientation and transgender status.
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