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Publication  -  Spring 2024

The Good Work Time Series

ForewordKey insightsThe Time Series methodologyWork transitionsEnglandScotlandWalesLondonConclusions

Good Work builds resilience against social, economic and health shocks. More than any other single factor, access to good jobs will determine future prospects for people and places across the country.

The 2024 Good Work Time Series tracks trends in access to good work across all local authorities in England, Scotland and Wales. This unique view over time is designed to help policymakers identify the most effective ways to improve social, economic and health outcomes together, enabling policy interventions tailored to local challenges.

This year, our analysis shows that the trends and trajectories we identified in 2023 are becoming entrenched, with widening gaps between top and bottom performers and differences between local areas becoming more pronounced.

Increasing job polarisation, combined with significant reductions in total scores seen in parts of the East Midlands and North East, should cause policymakers to reflect on the efficacy of current interventions aimed at addressing pronounced regional inequalities.

On the upside, many components of the Good Work Monitor are still interacting positively, despite a drop in median pay, reinforcing the case for a new economic paradigm of good work. This offers offer fresh impetus to develop an industrial strategy in which the creation and protection of good work is recognised as a policy priority across different tiers of government and stages of the technology life cycle.

This year, in the run-up to the General Election, we are combining insight from the Good Work Time Series with the latest analyses from IFOW’s Pissarides Review into Work and Wellbeing to highlight key areas for the attention of policymakers, practitioners and researchers.

Combining this work here with our Disruption Index from the Pissarides Review, we aim to help fulfil the shared ambition for sustained, inclusive growth that harnesses the strengths of different people and places through fast-paced technological transformation. Our research invites a bolder but more nuanced and locally tailored approach to steering responsible innovation and building the infrastructure and institutions needed to produce good automation and good work across the country.

Readers will see that our maps showing access to good work look strikingly similar to those in the Disruption Index mapping both productivity and technological transformation. This further affirms that access to good work is the best way to maximise and spread the benefits and manage the risks of this transformation, so we can shape a good society in which everyone can flourish. Good work is an investment and should be available to everyone, across the country and our everyday economy, not just a few ‘insiders’.

We hope that you enjoy digging into this analysis, and our forthcoming Disruption Index.

We would like to thank the IFOW team and offer particular thanks to our Research Fellow Dr Elena Papaganniaki of Edinburgh Napier University, and to Kester Brewin.

Anna Thomas Institute for the Future of Work Founding Director and Co-Director





Foreword

Chapter

Key insights

1

We publish the Good Work Time Series because research shows that access to good work is central not only to the prosperity and wellbeing of individuals, communities and the country, but to meeting the toughest socio-economic challenges.[1]

Levels of employment in the UK are strong, but good work is more than employment. It is work that promotes dignity, autonomy and equality; work that has fair pay and conditions; work where people are properly supported to develop their talents and have a sense of community.[2]

We know that access to good work confers protection for people and communities against health, social and economic shocks and helps them adapt to the technological transformations of AI and automation that are reaching into almost every workplace. Good work also fosters a sense of unity and solidarity, and is one of the means by which we can heal the divisions that grew through the pandemic and have been sharpened by the cost-of-living crisis and inflationary pressures.[3]

In 2021 the Institute for the Future of Work published the Good Work Monitor which showed that people and places with access to good work have fared best through the pandemic. By contrast, ‘left behind communities’ with less access to good work experienced the sharpest end of the pandemic, with inequalities of work and health deepening. In particular, a lack of good work strongly correlated with deaths and diseases of despair before the pandemic, and with COVID mortality through the pandemic. This insight motivated IFOW’s Good Work Time Series and the Pissarides Review into Work and Wellbeing to interrogate drivers, enablers and relationships in the context of multi-faceted technological transformation. In particular, IFOW’s forthcoming Disruption Index will examine the many interactions between technological transformation and good work by region to support tailored policy response across both technology and job life cycles.

Here, the Good Work Time Series offers a deeper dive into trends shaping access to good work. We trace what is happening across 203 local authorities over fourteen years (2009 – 2022), analyse trends in the dimensions of good work over this time and identify four main types of transition: Good Work Winners, Transitioners, Late Developers and Stragglers.

‘The UK’s core challenge in ‘levelling up’ is that access to good work is very unevenly spread across the country'
Professor Sir Christopher Pissarides, January 2022

We provide an interactive tool to explore the history and trajectories of access to good work by locality, sketching out the early identification of potential strengths, barriers and areas for improvement.

View the interactive map to see how your area has fared over time, then read on for our in-depth analysis.

Key insights

  1. Inequality in access to good work between local authorities – as well as between nations, regions and within London – is widening. The poor mobility between good work ‘winners’ and ‘stragglers’ is compounded by widening gaps between these groups. This widening holds for regional and national levels, and across London’s boroughs. To prevent the hardening of structural inequalities, locally-led policy interventions that are sensitive to underlying drivers and enablers in an area are needed to target root causes.
  1. Employment’s decade-long positive correlation with pay has re-emerged after the pandemic. Despite inflationary pressures beginning to hit real-term wages rises in 2022, the coupling between employment levels and median pay has been restored. Policymakers should be assured: the ‘traditional’ economic wisdom that pay increases may adversely effect increases in employment is not supported by these data. To the contrary, the 2024 Good Time Series demonstrates a strong positive relationship.
  2. The decoupling of Professional Share (the percentage of those in professional or managerial occupations) and De-Routinisation (the percentage of those engaged in ‘routine’ work) has endured. This suggests that the increase in professional jobs can no longer be seen as a vehicle to reduce routine work and this form of job polarisation is set to persist without targeted action. Research from IFOW’s Pissarides Review - both in a survey of 1000 UK firms and a survey of 5000 employees - highlights that automation can either improve or diminish job quality, depending on policy and practical choices, and the environment in which these decisions are made. ‘Good’ automation cannot be assumed.
  3. Highly skilled jobs (Professional Share) appear to act as a vehicle for increasing Median Pay. This connection – though not proven to be causal – is found across all circumstances and levels of our analysis. This insight invites deeper dive into this mechanism and mediators which should enable a focus on investment, policy and practice in people’s skills and capabilities; and the devolved powers needed to shape and implement strategic, joined-up up and context-sensitive approaches. This should extend to addressing the huge variation in the pace of change and demand for skills found in our report for the Pissarides Review, Old skills, New Skills: what is changing in the UK labour market?
  4. In England and Wales, the marked trade-off continues between Median Weekly Pay Score and Satisfactory Hours Score (the percentage of the population with satisfactory hours of work [5] ). However, despite real-terms wage pressures from inflation, Scotland continues to defy this trend, inviting further work on why and this has persisted to support policymakers’ learning from this encouraging finding.
  1. In England and Wales, highly skilled jobs (Professional Share) are linked with low Satisfactory Hours scores. In England and Wales, but not Scotland, we see that highly-skilled jobs can potentially act as a vehicle to increase wages but they are associated with low satisfaction in working hours. A forthcoming report from our Pissarides Review on technology exposure and job quality enriches this insight with findings about a multiplicity of trade-offs in which people can experience positive and negative impacts on job quality concurrently. Together, this invites better and more accessible data, measurements, methods and reporting to allow closer evaluation of impacts.

Key recommendations

  1. Good Work should become a cross-cutting and overarching policy objective, developed as a core plank of an Industrial Strategy. The Good Work Monitor should be developed and refined as a basis for consistent, evidence-based action at national and local levels to boost prosperity, wellbeing and rebalance the economy.

    Similarly, the Good Work Monitor and the Disruption Index should be used to guide and evaluate the success of the government’s approach to funding allocation aimed at tackling regional inequalities. Sustained focus and investment in improving access to Good Work is needed.
  1. Local authorities, Mayors and combined authorities facing similar challenges should be empowered to develop and implement local Future of Work strategies covering the dimensions of the Good Monitor and wider conditions needed to create good, local jobs.

    An irreversible shift of power and resource to local tiers of government is needed for effective, targeted policy response to improve upward mobility within and between the Good Work communities.
  2. Competition between local authorities facing different challenges and undergoing different transitions to obtain funding for Levelling Up and other investments should stop.

    Competition between local authorities with different Good Work profiles is counterproductive and will prevent a sustained, future-oriented approach. Clear targets, measures of success and evaluation are required, supported by the Good Work Monitor: a framework for action and the Disruption Index.
  3. Instead of this competition, Future of Work ‘compacts’ can form the basis of agreements to provide additional funds and powers to implement the local Future of Work strategies, with decisions being made as close as possible to the people affected by them.

    Local priorities, challenges and opportunities should shape transitions to good future work. Collaboration and peer learning should be encouraged.
  4. Job creation policies should aim for good jobs — not just employment — because the Time Series shows that the dimensions of Good Work can and should support each other.

    Job creation policies should extend to building the conditions and ‘pipeline’ for good jobs and support for people transitioning to better jobs in the context of multifaceted technological transformation. These span investment, research and development, responsible innovation, access to finance, connectivity, information, childcare and transport.
  5. The UK Infrastructure Bank and British Business Bank should have extended remits to allow consideration of access to good work and objectives to promote access to Good Work.

    An open, public debate on these banks’ purpose and remit should be encouraged. Investment principles and selection criteria should include the provision of good, local jobs.
  6. The Time Series invites a holistic review of the approach to labour regulation to boost the floor of protection across the dimensions of the Good Work Monitor, including filling any gaps identified, including working hours, flexible work, security and the right to disconnect.

    Policymakers should assess new research that shows how exposure to workplace technologies impacts employees' wellbeing and job quality, further supporting the case for boosted labour standards through technological transformation.
  7. Good Work impact assessments at different tiers of government should be introduced as new regulation comes into force, to boost the fresh approach to funding, allocation, rights and powers.

    All available policy levers should be used to actively promote access to Good Work to unlock the potential of people and places across the country.
  8. Good Automation - in particular, the impacts of automation technologies on access to good work - should become a national research and policy priority.

    For now, policymakers, investors, employers and technologists should prioritise, consider and monitor good work impacts across technology and job life-cycles. ‘Good’ automation which creates ‘good’ or better work should be actively encouraged.
[1] The Good Work Monitor, Institute for the Future Of Work (2021)
[2] The Good Work Charter, Institute for the Future of Work (2018)
[3] A Better Future for Work: The World After Covid-19. The Future of Work Commission, Institute for the Future of Work (2020)
[4] The Good Work Monitor, Institute for the Future Of Work (2021)
[5] This indicator is an ONS job quality indicator derived from the Annual Population survey. Employees who work satisfactory hours work fewer than 48 hours a week, do not wish to work more hours in their current role and are not looking for an additional or replacement job that offers more hours. This indicator is residency-based.

Chapter

The Time Series methodology

2


Methodology

Stage one

The Good Work Monitor offers the first holistic measure of the availability of good work in each local authority area of England, Scotland and Wales. The monitor combines data on three domains: ‘labour market access’, ‘status and autonomy’ and ‘pay and conditions’. The Good Work Time Series analyses access to Good Work in local authorities across the United Kingdom over the decade from 2009 to 2023. 

The Institute for the Future of Work (IFOW) defines Good Work through ten principles set out in the Good Work Charter. The principles of the Charter aim to encourage a ‘high road’ approach which exceeds legal compliance. But the Charter also synthesises relevant national and international legal requirements and standards pertaining to Good Work.

What gets measured is what gets valued, and tends to be where action is oriented. Good Work indicators were selected following a review of relevant academic and policy literature, and subject to data quality and availability at an upper tier local authority level. Objective measures, which reflect real-world choices and outcomes, were preferred to capture persistent trends within local areas at an aggregate level. IFOW has worked with researchers to rigorously select, assess and compile the data that underpins the monitor. 

Data were collected for 203 unitary authorities and counties across England, Scotland and Wales for the decade 2009-2023. It was decided this geographic level provides the best balance of data availability and geographic specificity. London has been analysed as a separate entity due to its relative size and impact.

Due to a lack of data availability, Northern Ireland is not included in the monitor at this stage. Due to non-reporting of data to the ONS on Routine work and Professional Share, the following boroughs were not included in calculations for 2022: West Devon, Harlow, Maldon, Rushmoor, Tees Valley, Three Rivers, Welwyn Hatfield, Sevenoaks, Boston, Craven, Adur, Horsham, Burnley, Epson and Ewell, Runnymede, Surrey Heath, Waverley, Woking, Derbyshire Dales, North East Derbyshire, and Shetland Islands.

The Good Work Time Series enables a detailed look at changing relationships between different aspects of work quality and analysis of the drivers of transition by community. The methodology used for Stage 1 of building the Good Work Monitor is described here.

Table 1 – Good Work Monitor and subcomponents

Stage two

On completion of Stage one, the raw data for all six of the Good Work Monitor domains used in the Time Series for the years 2009-23 was standardised (mean=0 and variance=1).

In this report, we highlight key findings including ranking, grouping and shared features of local authority transitions over time. We decompose Good Work indicators to examine drivers, weaknesses and strengths for each community, and offer an overview of trends for local authorities within England, Scotland, Wales and London. 

Given the wealth of information within the Time Series, this commentary only reflects our own initial analyses. We encourage policymakers to use the interactive data visualisations to explore Good Work trends in greater depth for a more nuanced understanding of local dynamics and challenges.

To explore detailed Good Work Monitor and subcomponent scores, click on the column header by the year and indicator below.

A visualisation of how the different regions (with London taken as a separate region) perform over time across the different Good Work indicators is below.

A plot of how each dimension of the six dimensions of the index have trended over time is below.


Chapter

Work transitions

3

The 2024 Good Work Time Series reveals the nature and extent of disparities in access to Good Work across time and place, in spite of an overall improvement in scores over the decade. Patterns in access to good work have broadly endured through the pandemic as many features of the labour market revert to pre-pandemic trends.

There is poor mobility between the ‘leaders’ and ‘losers’ over time with a very small number of local authorities jostling for the top ten places. Communities falling into the worst performers struggle to emerge from that category, including through the pandemic period.

Our analyses demonstrate a high level of interaction between the different dimensions of the monitor, with a particularly striking synergy between employment and pay for all ranks and groups.

The UK’s ‘top’ performing local authorities are shown below. Key areas for peer learning and improvement are then discussed.

Top Performers excluding London 2009-2023

The UK’s ‘bottom’ performing local authorities, most in need of support to improve access to Good Work, are here.

Bottom Performers excluding London 2009-2023

Good Work Winners

The Good Work Winners feature relatively high scores across the dimensions of the Good Work Monitor. Three of the top four Good Work Winners are in Scotland - East Dunbartonshire, City of Edinburgh and East Renfrewshire - with the rest based in the South of England, encircling London.

High overall scores do not improve consistently, or at pace, and these can mask markedly different levels of Good Work between local authorities within this group of 'winners'. The group is driven by a high professional share, with lower scores in employment and satisfactory hours. The size of the Good Work Winners community has diminished by approximately one third over the time period studied and mobility within and outside the group is limited.

The 2024 Time Series reveals that the negative relationship between professional share and de-routinisation that entrenched during the pandemic has continued.

Good Work Stragglers

The Straggler communities are characterised by relatively poor access to Good Work across all dimensions of Good Work throughout the Time Series. An increase in employment towards the end of the decade coincides with stagnation in the other dimensions of Good Work, with a decrease in the professional share of new employment opportunities and even slower de-routinisation.

These communities are home to relatively high levels of ‘routine’ work, associated with a higher risk of automation and labour market polarisation. The Time Series highlights that key characteristics of these local authorities are observed right across England, Scotland and most of Wales.

Leicester, Nottingham and Wolverhampton have seen particularly stark decreases in overall score between last year's Good Work Time Series release and this year's, inviting focused reflection in these authorities about what has driven these larger-than-expected changes.

Capital transitions

London has unique characteristics and has been treated as a separate region within England. The capital’s strong performance in Good Work Access is driven by particularly high scores in Professional Share (very high) and Median Pay (high).

However, consistently high scores in these areas across the Time Series obscure the extent of variation between neighbouring local authorities within the city. The inequality of access to Good Work seen in the capital is as wide as the inequality observed within the UK as a whole. This chasm seen just within the one city shows how urgent it is that action is taken to 'level up' within cities, as well as across regions.

Satisfactory Hours are relatively poor, and the monitor highlights a marked negative relationship of this measure with Professional Share for local authorities within London.

 ‘The ultimate purpose of the economy is to serve the needs of society. And society’s most pressing needs are ultimately tied to the reduction of social and economic inequalities. This takes us to the most important of social and economic activities – work’
Anna Thomas and Christopher Pissarides, The Foundation of a Modern Moral Economy [6]

Total Score - Regions with Local Authorities

Employment Score and Median Pay across Great Britain - 2009-2023

‘Good health is, to a large extent, a consequence of good jobs. Work is absolutely central to wellbeing, dignity and for communities’
Professor Sir Angus Deaton at IFOW inaugural Future of Work Conference. [7]
[6] Thomas, Anna and Christopher Pissarides ‘The Future of Good Work: The Foundation of a Moral Economy’ Institute for the Future of Work, 2019
[7] IFOW Future of Work Conference, Westminster, 2019. For the video interview please see https://vimeo.com/342198079
Chapter

England

4

England’s Top Performing local authorities are here. Areas for improvement and peer learning are discussed below.

Top 10 Rest of England Race Chart 2009-2023

‍England’s bottom performing local authorities, most in need of support to improve access to Good Work are here:

Bottom 10 Rest of England Race Chart 2009-2023

A steady increase in overall Good Work scores over the decade masks differences revealed by a detailed decomposition of Good Work domains at a local authority level. The Good Work Times Series points to higher levels of variation in profile composition between local authorities within a region than between regions, even where areas are neighbouring.

Professional share is the only component of the monitor which increases steadily over time, consistent with transition from manufacturing to a services economy, combined with the growth of public sector professional jobs in health care and education. This highlights professional share as a vehicle for increasing median pay, borne out at each level of analysis.

However, de-routinisation does not progress in tandem with the professional share through the pandemic, suggesting that structural transformation of the economy is unlikely to create good jobs or better work per se. Devolution agreements and Trailblazer Deals have allowed Combined Authorities to pursue improvement in some, but not all, dimensions of the Good Work Monitor.[8]

A chart showing the synergy between Professional Share and De-routinisation in England is below.

ENGLAND - Professional Share and De-routinisation

ENGLAND - Median Pay and Employment

Our evidence-based focus on Good Work can suggest disparities with the funding allocated by the Department for Levelling Up.

For example, in the recent round of funding, Birmingham and Sandwell — together the third largest area of Gross Value Added in the UK (excluding London)[9], and scoring low in our Good Work Monitor — received only 5 grants, totalling less than £85m. In contrast, East Sussex — with a lower population and higher Good Work scores — received 8 grants totalling over £110m.[10]

[8] See blog by Anna Thomas at https://www.ifow.org/news-articles/autumn-statement-future-of-work
[9] https://public.tableau.com/app/profile/maryna.ramcharan/viz/BER_LEP_extract/Story1
[10] https://levellingup.campaign.gov.uk/projects-near-me/

Chapter

Scotland

5

The Time Series highlights the strong performance of Scotland, which boasts a history of cross-department focus on quality work, including the Fair Work Framework, Fair Work First procurement pledge and Healthy Working Lives initiative from Public Health Scotland. These initiatives communicate both immediate and wider advantages of good work, including the improvement of health and wellbeing beyond working age adults to their families and communities.

Contrasting with the rest of the United Kingdom, Scotland demonstrates a positive relationship between satisfactory hours and median pay, and between satisfactory hours and professional share. This demonstrates that the negative relationships observed elsewhere here are not inevitable and offers a benchmark for policy makers.

The ranking of local authorities in Scotland are below.

SCOTLAND Race Chart 2009-2023

Data from Scotland shows that a trade-off between Median Weekly Pay and Satisfactory Hours is not inevitable, as it appears to be in other nations: 

SCOTLAND - Median Weekly Pay and Satisfactory Hours

Chapter

Wales

6

Wales consistently underperforms in most dimensions of the Good Work monitor, highlighting patterns that have become entrenched over time and the lack of mobility in access to Good Work. 

The Time Series shows that Levelling Up policies should target employment and work quality together in Wales, aiming at the creation of good jobs, not any jobs, to address the range of intersectional inequalities growing in Wales. Examination of the detailed, rather than aggregate data, demonstrates a positive relationship between employment and pay in particular. Professional share is very low, and de-routinisation of jobs is only half that of London, suggesting Wales would benefit most from policy activism directed at increasing professional jobs to boost low median pay, alongside policies directed at ‘raising the floor.’ 

Good Work initiatives, such as the Fair Work Commission in 2019 request additional resources, institutions and enhanced mechanisms to pursue the Good, and Fair, Work agenda, pointing out this is required to become more than an ‘expressed aspiration’ for Wales. The synergy between professional share and median pay in Wales is below:

The ranking of local authorities in Wales is below.

Wales Race Chart 2009-2023

The relationship between de-routinisation and median pay in Wales is shown below. A regression in pay in 2023 was matched by a similar shift in de-routinisation:

WALES - De-Routinisation and Median Pay

Chapter

London

7

The Capital’s strong performance is driven by the high professional share and median pay. Consistently high scores in these areas across the Good Work Time Series obscure the extent of variation between neighbouring local authorities, which is more extreme than any other group. 

There is one exception to the positive synergies between the dimensions of Good Work, and this is seen most sharply in London: satisfactory hours has a negative relationship with median pay and drops dramatically as the latter increases. Similarly, satisfactory hours are experienced as a cost for more autonomy at work.  

Taken together, our findings reminds policymakers that professional jobs, while a vehicle for increasing pay, are no silver bullet. Interventions and policies aimed at increasing access to Good Work along all dimensions will be required.

The ranking of local authorities in London is below:

London 2009-2023

A chart showing the synergy between median pay and satisfactory hours in London is below:

LONDON – Satisfactory Hours and Median Pay

A chart showing the synergy between professional share and satisfactory hours in London is below:

LONDON – Professional Share and Satisfactory Hours

A chart showing the synergy between professional share and median pay in London is below:

LONDON – Professional Share and Median Pay

Chapter

Conclusions

8

  1. Good Work should become a central and overarching policy objective, developed at the core plank of an Industrial Strategy, with the Good Work Monitor and the Disruption Index developed and refined as a basis for consistent, evidence-based action at national and local levels to boost prosperity, wellbeing and rebalance the economy.
  1. Local authorities, Mayors and combined authorities facing similar challenges should be empowered to develop and implement local Future of Work strategies covering the dimensions of the Good Monitor and wider conditions needed to create good, local jobs.

    An irreversible shift of power and resource to local tiers of government is needed for effective, targeted policy response to improve upward mobility within and between the Good Work communities.
  2. Competition between local authorities facing different challenges and undergoing different transitions to obtain funding for Levelling Up and other investments should stop.

    Competition between local authorities with different good work profiles is counterproductive and will prevent a sustained, future-oriented approach. Clear targets, measures of success and evaluation are required, supported by the Good Work Monitor: a framework for action
    and the Disruption Index.
  3. Instead of competition, Future of Work ‘compacts’ should form the basis of agreements to provide additional funds and powers to implement the local Future of Work strategies, with decisions being made as close as possible to the people affected by them.

    Local priorities, challenges and opportunities should shape transitions to good future work. Collaboration and peer learning should be encouraged.
  4. Job creation policies should aim for good jobs — not just employment — because the Time Series shows that the dimensions of Good Work can — and should — support each other.

    Job creation policies should extend to building the conditions and ‘pipeline’ for good jobs and support for people transitioning to better jobs. These span access to finance, connectivity, information, childcare and transport.

    This recommendation builds on the practice of undertaking equality impact assessments as part of introducing new legislation.
  5. The UK Infrastructure Bank and British Business Bank should have extended remits to allow consideration of access to Good Work and objectives to promote access to Good Work.

    An open, public debate on these banks’ purpose and remit should be encouraged. Investment principles and selection criteria should include the provision of good, local jobs.
  6. The Time Series invites a holistic review of the approach to labour regulation to boost the floor of protection across the dimensions of the Good Work Monitor, including filling any gaps identified, including working hours, flexible work, security and the right to disconnect.

    Policymakers should assess new research that shows how exposure to workplace technologies impacts employees' wellbeing and job quality, further supporting the case for boosted labour standards through technological transformation.
  7. Good Work impact assessments at different tiers of government should be introduced as new regulation comes into force, to boost the fresh approach to funding, allocation, rights and powers.

    All available policy levers should be used to actively promote access to Good Work to unlock the potential of people and places across the country.
  8. Good Automation, in particular, the impacts of automation technologies on access to good work should become a national research and policy priority.

    Policymakers, investors, employers and technologists should prioritise, consider and monitor Good Work impacts across technology and job life-cycles. ‘Good’ automation which creates ‘good’ or better work should be actively encouraged.

IFOW will refine the Good Work Times Series as additional data becomes available.