Dr Daniel Chalk

Dr Daniel Chalk

Senior Research Fellow in Applied Healthcare Modelling and Analysis

Expertise

Operational Research, Data Science

Biography

I am an applied health services researcher focused on using modelling, simulation and data science techniques to help provide evidence to solve problems in health and social care settings, and inform decision making. My areas of expertise include the use of Discrete Event Simulation to model patient pathways, System Dynamics to model whole systems, Agent Based Simulation to model emergent population dynamics from individual-level behaviours and machine learning methods to train machines to replicate decision making.

I have a particular research interest in the application of AI-based Natural Language Processing techniques to health and social care data to automate the extraction of information from free text data. This includes identifying important named information (Named Entity Recognition) and predicting the sentiment of free text data (such as patient surveys) and the particular issues raised to help organisations better understand what is and isn’t working well in the delivery of their services (Aspect-Level Sentiment Analysis).

My prior projects have led to significant impacts for patients and services across the region, including significant reductions in referral to treatment time for muscle-invasive bladder cancer patients in Cornwall, and close work with Kernow CCG to improve the provision of urgent and emergency care provision across Cornwall.

In addition to my research work, I lead the development and delivery of the PenARC Health Service Modelling Associates (HSMA) Programme – an innovative and impactful programme in which health and social care staff are released from their usual role for a day a week for a year to undertake a modelling or data science project of importance for their organisation. We provide training and ongoing mentoring support for HSMAs, and previous HSMA projects have led to £multi-million investments in mental health services and emergency department facilities, as well as the establishment of new in-house Operational Research teams in NHS organisations across the region.

I am a firm advocate of the use of Free and Open Source software in developing my models and solutions, to ensure that the work I do can be freely shared, developed upon and critically appraised. I have significant programming experience, primarily in the use of the Python programming language, which I use for most of my work.

Other team members

Jemma Phillips

Jemma Phillips

Research and Communications Administrator
Ben Holdsworth

Ben Holdsworth

PenCHORD Honorary Associate Research Fellow
Sammi Rosser

Sammi Rosser

Postdoctoral Research Fellow
Dr Robert Challen

Dr Robert Challen

PenCHORD Honorary Associate Research Fellow
Sebastian Rabucha

Sebastian Rabucha

PenCHORD Honorary Associate Research Fellow
Andy Mayne

Andy Mayne

PenCHORD Honorary Associate Research Fellow
Amy Heather

Amy Heather

Postdoctoral Research Associate
Dr Thomas Monks

Dr Thomas Monks

Associate Professor of Health Data Science
Chrissie Walker

Chrissie Walker

PenCHORD Research and Operations Manager
Dr Alison Harper

Dr Alison Harper

PenCHORD Honorary Associate Research Fellow
Dr Sean Manzi

Dr Sean Manzi

PenCHORD Honorary Associate Research Fellow
Dr Mike Allen

Dr Mike Allen

Senior Research Fellow in Applied Healthcare Modelling and Data Science
Professor Martin Pitt

Professor Martin Pitt

Professor of Applied Healthcare Modelling and Data Science