Fully-funded PhD opportunity: labour market intelligence and machine learning

ESRC-SDS-Napier studentship logos

We invite applications for a fully-funded PhD studentship within the Centre for Social Informatics at Edinburgh Napier University.

The studentship is entitled Enhancing labour market intelligence using machine learning. It is suitable for holders of undergraduate or Masters degrees in subjects such as Business Information Systems, Business Studies, Computing, Data Science, or Information Science, who have interests in one or more of the following:

  • Artificial Intelligence/Machine Learning/Natural Language Processing
  • Business Information Technology
  • Data Science
  • Information Science
  • Labour Market Intelligence

The project

The success of Labour Market Intelligence (LMI) for forecasting is predicated on accurate, reliable, robust, and accessible data that underpins the decision-making process. Developing, processing, and maintaining vast quantities of often unstructured data (such as text or time-series data) is extremely difficult.

The work to be undertaken for this doctoral study focuses on the application of novel and explainable artificial intelligence (AI) approaches to enhance the current provision of LMI, with a particular reference to skills planning, forecasting and investment in training provision.

In the initial stages of the research, identification of existing and potential applications of machine learning and Natural Language Processing to enhance LMI will be explored. Thereafter, identification of suitable data sources for predictive purposes will be investigated, drawing upon existing Skills Development Scotland (SDS) data and previous research. The PhD candidate, with guidance from the supervision team, will explore these opportunities to develop novel machine learning models that represent a move towards dynamic forecasting capabilities that can be evaluated through ethical and explainable machine learning approaches.

Completion of the project will contribute new knowledge through the provision of state-of-the-art models for LMI forecasting, natural language processing and information representation. This proposal is highly innovative: It extends and enhances the scope of current LMI forecasting; It supports improvements to the My World of Work portal and the accuracy and relevance of data to users; whilst strengthening the SDS Strategic Frameworks beyond 2022 by ensuring that the latest evidence underpins future frameworks.

Supervision team

Four staff from Napier’s School of Computing and Business School will supervise the student. They are: Director of Studies Dr David Brazier (Computing), Dr Dimitra Gkatzia (Computing), Dr Matthew Dutton (Business School), and Alistair Lawson (Computing).


The funding includes fees, a stipend, and training budget for either three or four years. Home students (only) are eligible apply. (See the ESRC eligibility information.)

  • The +3 programme is for those who already have a Masters degree with a strong focus on research methods, and are qualified to start their doctoral studies in October 2021
  • The 1+3 programme includes a first year on a Masters degree in research methods in 2021/22, followed by three years of doctoral studies from October 2022.

This studentship is an ESCR/Skills Development Scotland (SDS) collaborative award. It is offered through the Science, Technology and Innovation Studies and Information and Communication Studies pathway of the Scottish Graduate School of Social Science (SGSSS).

Our track record of ESRC/SDS collaborative awards

The Centre for Social Informatics has a strong track record of supporting ESRC/SDS-funded PhD students. We have four students currently on the programme, and two graduates: Dr John Mowbray 2018 – now a Research Officer at the Scottish Government; Dr Lyndsey Middleton 2020 – now an Assistant Statistician, also at the Scottish Government.

We have recently recruited another student to the programme, who will also start in October 2021 alongside the successful candidate for this advertised studentship.

(We currently have a total of nine research students in the Centre for Social Informatics.)

Recruitment timetable

The recruitment timetable for the studentship is as follows:

  • Applications are due by 4pm Monday 21st June 2021
  • Notifications of interview will be issued on or before Wednesday 23rd June 2021
  • Interviews are scheduled for Monday 28th June 2021 (online)
  • The studentship will start in October 2021
    • As a three year programme, if the appointed student already holds a Masters degree with at least 60 credits of research methods training
    • As a 1+3 four year programme, if the appointed student do(s not already hold a Masters degree with at least 60 credits of research methods training, with an MSc(R) undertaken as the first year, followed by three years of doctoral study

Application process

The studentships can be taken full-time or part-time. Only home students are eligible to apply. For full details including the application process, please see the full advertisement on the SGSSS web site.

Prospective applicants are also welcome to contact Dr David Brazier as the Director of Studies of the studentship with any enquiries about this opportunity d.brazier@napier.ac.uk

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Opportunity for refugees and asylum seekers to contribute to research on UK public library services

Do you know or work with adult refugees and/or asylum seekers who have lived in the UK for 5 years or fewer? If so, please could you let them know about this opportunity to contribute to an on-going research project within the Centre for Social Informatics by completing a short online questionnaire at tinyurl.com/culturepubliclibraries. Continue reading

Two contributions from the Centre for Social Informatics accepted at European Conference on Information Literacy #ECIL2021

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Culture and public library use amongst newcomer populations: two contributions from Rachel Salzano at #iconf21

Rachel Salzano

Rachel Salzano

In Week 2 of the 2021 iConference, Rachel Salzano will be the second of our Centre for Social Informatics PhD students to make contributions to the event. Like first year Marina Milosheva, second year Rachel is delivering two formal presentations, as well as participating as a delegate in a range of conference sessions.

Rachel will take the stage (or rather the screen) for the first time at the iConference today in Doctoral Colloquium Session 2. Here Rachel will discuss the progress of her doctoral study on the effect of culture on public library use in newcomer populations. Her focus will be the pilot study completed in preparation for the main empirical component of her doctorate. Continue reading

Knowledge co-creation, and career information literacy: two contributions from Marina Milosheva at #iconf21

iConference 2021 launched yesterday, and the first of the two Centre for Social Informatics PhD students who will be making contributions to the event is about to take the (online) stage.

PhD student Marina Milosheva will be available to answer questions about her poster The socio-material nature of careers work: an exploration of knowledge co-creation amongst career practitioners in the conference chatroom at the first of three poster sessions today (with the others taking place next week on 24th and 26th March). Continue reading

Two fully-funded PhD studentship opportunities: (1) labour market intelligence and machine learning; (2) gendered career choices

Merchiston Tower spring

The successful candidates will be based at Edinburgh Napier University’s Merchiston campus

Applications are invited for two fully-funded PhD studentships within the Centre for Social Informatics at Edinburgh Napier University. These are:

  1. Enhancing labour market intelligence using machine learning to be supervised by Dr David Brazier, Dr Dimitra Gkatzia, Dr Matthew Dutton, and Alistair Lawson
  2. Gendered information landscapes and their impact on routes into, and through, apprenticeships to be supervised by Dr Ella Taylor-Smith, Professor Sally Smith, and Dr Colin Smith

Continue reading

Katherine Stephen and Marina Milosheva contribute to CDI Student Conference Scotland 2021 #CDIScotConf

CDI, Napier UWS, SDS, bannerThe 2021 Career Development Institute Student Conference Scotland takes place (online) today. Organised collaboratively by the Career Development Institute, Edinburgh Napier University, University of the West of Scotland, and Skills Development Scotland (SDS), the conference theme is ‘Responding to COVID-19: changing labour markets, changing practice’. The Conference Chair is Dr Pete Robertson of Edinburgh Napier University. Continue reading

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Farewell 2020

Social Informatcis staff and students all centre meeting December 2019

The way we were, December 2019. L to R: John Marshall, Peter Cruickshank, Lyndsey Middleton (now graduated with PhD), Katherine Stephen, Rachel Salzano, Marina Milosheva, Laura Muir (now retired), Hazel Hall, Leo Appleton (now graduated with PhD), Ella Taylor-Smith, David Haynes, David Brazier, Frances Ryan (now Research Fellow at the University of Aberdeen), Colin Smith, Wegene Demeke, and Bruce Ryan.

Just over a year ago, on 22nd December 2019, I summarised the the previous six months of activities of the members of the Centre for Social Informatics. I illustrated this account with a jolly photograph of us all bunched closely together around the table a few days earlier in room C34a of Edinburgh Napier University’s Merchiston campus. Continue reading