About the Authors

Stefano Conti

Roles Conceptualization, Formal analysis, Methodology, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing

stefano.conti@nhs.net

Affiliations Improvement Analytics Unit, the Health Foundation, London, United Kingdom, Modelling and System Analytics, Data & Analytics, NHS England, London, United Kingdom

Paris Pariza

Roles Conceptualization, Data curation, Formal analysis, Software, Validation, Visualization, Writing – review & editing

Affiliation Clinical and Improvement Analytics, NHS England, London, United Kingdom

Arne Wolters

Roles Conceptualization, Investigation, Methodology, Project administration, Resources, Supervision, Writing – original draft, Writing – review & editing

Affiliation Improvement Analytics, NIHR Applied Research Collaboration for the North East and North Cumbria, Cumbria, Northumberland, Tyne & Wear NHS Foundation Trust, Newcastle upon Tyne, United Kingdom

Competing Interests

The authors have declared that no competing interests exist.