Search engine for discovering works of Art, research articles, and books related to Art and Culture
ShareThis
Javascript must be enabled to continue!

Organisational values of National Health Service trusts in England: semantic analysis and relation to performance indicators

View through CrossRef
Background Organisational values are widely assumed to have positive effects on performance and staff. National Health Service (NHS) trusts in England have accordingly chosen their own organisational values. However, there has been no survey of the values adopted, and there is little evidence that the choice of values per se has consequences for outcomes. We comprehensively described trusts’ organisational values, using natural language processing to identify common themes. We tested whether the choice of themes was associated with outcomes for patients and staff. Methods We collected data on trusts’ values (from their websites), performance (Summary Hospital-level Mortality Indicator (SHMI) statistics, Care Quality Commission (CQC) ratings), sickness absence rates (SAR) and staff opinions (NHS Staff Survey responses). We first characterised values based on lexical properties then progressed to semantic analysis, using Google’s Universal Sentence Encoder, to transform values to high-dimensional embeddings, and k-means clustering of embeddings to semantically cluster values into 12 common themes. We tested for associations between trusts’ use of these themes and outcomes. Results Organisational values were obtained for 221 of 228 NHS trusts, with 985 values in total (480 unique). Semantic clustering identified themes including ‘care’, ‘value respect’ and ‘togetherness’. There was no significant association between themes and SHMI or CQC ratings. However, themes predicted trusts’ SAR (p=0.001, R2=0.159), with use of ‘care’, ‘value respect’, ‘aspirational’ and ‘people’ all significant predictors of increased sickness absence; themes also predicted staff opinions on ‘Equality, diversity and inclusion’ (p=0.011, R2=0.116), but with ‘supportive’ and ‘openness’ predicting more negative responses. Conclusion A trust’s adoption of individualised organisational values does not seem to make a positive difference to its patients or staff. These findings should give NHS managers pause for thought, challenging them to reconsider their reliance on value-defining initiatives, and to seek evidence that a focus on values has measurable benefits on outcomes.
Title: Organisational values of National Health Service trusts in England: semantic analysis and relation to performance indicators
Description:
Background Organisational values are widely assumed to have positive effects on performance and staff.
National Health Service (NHS) trusts in England have accordingly chosen their own organisational values.
However, there has been no survey of the values adopted, and there is little evidence that the choice of values per se has consequences for outcomes.
We comprehensively described trusts’ organisational values, using natural language processing to identify common themes.
We tested whether the choice of themes was associated with outcomes for patients and staff.
Methods We collected data on trusts’ values (from their websites), performance (Summary Hospital-level Mortality Indicator (SHMI) statistics, Care Quality Commission (CQC) ratings), sickness absence rates (SAR) and staff opinions (NHS Staff Survey responses).
We first characterised values based on lexical properties then progressed to semantic analysis, using Google’s Universal Sentence Encoder, to transform values to high-dimensional embeddings, and k-means clustering of embeddings to semantically cluster values into 12 common themes.
We tested for associations between trusts’ use of these themes and outcomes.
Results Organisational values were obtained for 221 of 228 NHS trusts, with 985 values in total (480 unique).
Semantic clustering identified themes including ‘care’, ‘value respect’ and ‘togetherness’.
There was no significant association between themes and SHMI or CQC ratings.
However, themes predicted trusts’ SAR (p=0.
001, R2=0.
159), with use of ‘care’, ‘value respect’, ‘aspirational’ and ‘people’ all significant predictors of increased sickness absence; themes also predicted staff opinions on ‘Equality, diversity and inclusion’ (p=0.
011, R2=0.
116), but with ‘supportive’ and ‘openness’ predicting more negative responses.
Conclusion A trust’s adoption of individualised organisational values does not seem to make a positive difference to its patients or staff.
These findings should give NHS managers pause for thought, challenging them to reconsider their reliance on value-defining initiatives, and to seek evidence that a focus on values has measurable benefits on outcomes.

Related Results

A Semantic Orthogonal Mapping Method Through Deep-Learning for Semantic Computing
A Semantic Orthogonal Mapping Method Through Deep-Learning for Semantic Computing
In order to realize an artificial intelligent system, a basic mechanism should be provided for expressing and processing the semantic. We have presented semantic computing models i...
ACKNOWLEDGMENTS
ACKNOWLEDGMENTS
The UP Manila Health Policy Development Hub recognizes the invaluable contribution of the participants in theseries of roundtable discussions listed below: RTD: Beyond Hospit...
The Influence of Work Discipline, Organisational Culture, and Organizational Commitment on Employee Performance
The Influence of Work Discipline, Organisational Culture, and Organizational Commitment on Employee Performance
This study aims to analyze the influence of work discipline, organisational culture, and organisational commitment on the performance of employees at the Surabaya Health Department...
Indicators of infertility and fertility care: a systematic scoping review
Indicators of infertility and fertility care: a systematic scoping review
Abstract STUDY QUESTION What is the scope of literature regarding infertility and fertility care indicators in terms of types an...
Housing Improvements for Health and Associated Socio‐Economic Outcomes: A Systematic Review
Housing Improvements for Health and Associated Socio‐Economic Outcomes: A Systematic Review
Poor housing is associated with poor health. This suggests that improving housing conditions might lead to improved health for residents. This review searched widely for studies fr...
The Organisational Culture of the Police Force
The Organisational Culture of the Police Force
The concept of ’organisational culture’ can be described based on numerous approaches nowadays. This underlines the fact that it is a significant issue within work and organisation...
Presupposition
Presupposition
Presupposition, broadly conceived, is a type of inference associated with utterances of natural-language sentences. Presuppositional inferences are distinguished from other kinds o...

Back to Top