The impact of COVID-19 on unemployment and earnings inequality.

Lead Research Organisation: University of Essex
Department Name: Economics

Abstract

The current pandemic has left many sectors of the UK economy shrinking, with large number of individuals unemployed or at risk of unemployment. It is increasingly clear that the economic impact of the pandemic will persist over time, particularly in the worse affected sectors. The speed of the UK's economic recovery therefore depends on the extent to which the unemployed reallocate from harder hit sectors to those that are booming. More reallocation could make the increase in unemployment short-lived, boosting the UK's chance of a swift economic recovery.

The UK Government has recently announced a set of policies to encourage individuals to retrain and reallocate away from sectors hard-hit by the COVID19 pandemic. Evidence shows, however, that the degree of occupational/industry mobility falls during recessions (see e.g. Carrillo-Tudela, Hobijn, She and Visschers, European Economic Review, 2016). This cast doubts on whether individuals will actually be willing and/or able to change occupations in this difficult time. Indeed, for many changing careers remains a difficult decision: do they wait for jobs to reappear in their previous industries/occupations, risking long periods of unemployment? Or do they accept available jobs, even if they lose their occupation/industry-specific skills which potentially means less job stability and lower earnings? This trade-off makes clear that it might not be desirable for public policy to encourage such reallocations as they might generate "low-pay-no-pay cycles" among a significant group of the population. Given that wages have been already falling since the financial crisis, as individuals reallocate to low-paying sectors, encouraging further reallocation could hasten this trend and worsen livelihoods.

In this research we will first document how individuals search for jobs across occupations/industries. For this purpose, we will use newly collected longitudinal data on job search available through the Understanding Society COVID19 study. Informed by these data, we will develop and estimate multi-sector business cycle models in which workers' occupation/industry mobility decisions trade off their career prospects against the relative abundance of vacancies across sectors. This framework will allow us to quantify the effectiveness of e.g. job seekers assistance, re-training and job retention schemes on unemployment and earnings inequality through their effects on workers' reallocation and firms' layoff and job creation decisions. This will provide a new perspective to the current debate on how best to bring people back to work.

To showcase our findings, in addition to academic articles we will make freely available an online "unemployment and inequality calculator". This tool will provide the likely evolution of unemployment and earnings inequality under different simulated policy regimes. Users will be able to analyse different what-if scenarios by simply changing the models' parameters that describe the aforementioned policies. In the background our models will be re-simulated to produce the desired output. This will inform about the likelihood of persistently high unemployment due to mass layoffs; whether the increase in inequality connected to reallocation to low-paying sectors will be exacerbated by the pandemic; and which policy measures could be implemented to reduce unemployment scarring and inequality.

Publications

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Carrillo-Tudela C (2021) Search and Reallocation in the COVID-19 Pandemic: Evidence from the UK in SSRN Electronic Journal

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Carrillo-Tudela C (2022) Search and Reallocation in the COVID-19 Pandemic: Evidence from the UK in SSRN Electronic Journal

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Carrillo-Tudela C (2022) Cyclical Earnings, Career and Employment Transitions in SSRN Electronic Journal

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Carrillo-Tudela C (2022) Cyclical Earnings, Career and Employment Transitions in SSRN Electronic Journal

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Carrillo-Tudela C (2020) Unemployment and Endogenous Reallocation Over the Business Cycle in SSRN Electronic Journal

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Carrillo-Tudela C (2023) Unemployment and Endogenous Reallocation Over the Business Cycle in Econometrica

 
Description It is well known that different sectors of the economy react differently to the business cycle. The Covid-19 pandemic highlighted this feature. During recessions these differences typically leave a large number of individuals, mostly from the worst affected sectors, unemployed or at risk of unemployment. The speed of the economic recovery therefore depends not only on renewed job creation but also on workers' willingness or ability to reallocate from harder hit sectors to those that are booming. In this context our research has considered how workers' search behaviour and mobility between industries and occupations responded to the Covid-19 pandemic.

We highlight four key findings:

(i) Job seekers significantly adjusted their job search in favour of the industries and occupations that expanded during the pandemic. The growing occupations were those which typically require higher skills, offer higher wages and provide more opportunities to work from home.

(ii) Those at the margins of the labour market were most likely to target declining industries and occupations. For example, we find that non-employed workers were significantly more likely to target a declining industry and occupation in their job search. Those with the lowest education levels were also significantly more likely to target declining occupations. These results hold true even when conditioning on past occupation or industry, so they are not simply a reflection of attachment to previous jobs. However, attachment does play a role as workers from a declining industry (occupation) are more likely to target a declining industry (occupation), suggesting these workers may be trapped in ``bad-job'' cycles. The flip side of this is that employed or higher education workers are more likely to target expanding industries and occupations, as are those who have previously worked in these jobs, implying a more ``virtuous'' job-cycle for these workers.

(iii) There is a substantial mismatch between targeted and realised transitions. Among those targeting an occupation switch, the proportion of workers actually making an occupation transition into expanding occupations was substantially lower than the proportion of job seekers targeting a switch into an expanding occupation, particularly for those individuals coming from declining occupations.

(iv) As the labour market recovers the rise in resignations in the UK over 2021 - the so called "Great Resignation''- has not significantly improved the career paths of workers as some have hoped. Resigning workers are not quitting to leave the labour force, or even to drastically change career. Instead, most of the rise in resignations is "sideways" moves, with workers quitting to move to jobs in the same occupations at new firms. But the sharp rise in the competition to fill vacant positions has at least led firms to improve the pay of these workers who are willing to move firm. For most workers, who don't change jobs, wage growth will be slower and insufficient to offset large increases in the cost of living. Rising resignations are a symptom rather than cause of labour shortages, with most of the rise occurring among workers staying in the same industry.
Exploitation Route The outcomes of this project have been very helpful in informing our discussions with several government departments: HM Treasury, Bank of England, Department for Work and Pensions as well as the Lords Economic Affairs Committee inquiry into UK Labour Supply. We have and continue to engage with all these stakeholders. Recently we have also engaged with the Low Pay commission and BEIS (Minimum wage group). Our findings have been heavily used in the report by the Lords Economic Affairs Committee inquiry into UK Labour Supply. https://committees.parliament.uk/committee/175/economic-affairs-committee/news/175197/eac-uk-labour-supply-report-publication/
It has also been used in the National Minimum Wage:
Low Pay Commission Reports 2022 and 2023 https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/1129930/Low_Pay_Commission_Report_2022.pdf
https://assets.publishing.service.gov.uk/media/65e0b1f93f6945001103601d/E03071356_NMW_LPC_Report_2023_Accessible.pdf
Sectors Government

Democracy and Justice

URL https://covidjobsresearch.co.uk
 
Description Our impact activities started in December 2020, with members of the Treasury, Labour Markets and Distributional Analysis (LMDA) team. This was an introductory meeting, where we explained our research plans. The LMDA found the discussion very useful, and they were keen to get research updates from our project. We had two subsequent meetings with the LMDA team in July 2021 and December 2021. These were also very positive. The LMDA team found our result interesting and relevant for their analysis. In these meeting, members of the team requested additional analysis to help provide a better picture of the labour shortages the UK economy started to suffer. We subsequently provided them with the requested analysis. These meeting led to an invitation from the head of the LMDA to participate in a (virtual) roundtable to discuss the drop in the labour force participation of the over 50's. This meeting took place in March 2022. In preparation for this meeting, we produced the Policy Briefing Report "Rising Inactivity in the Over 50s post-Covid", which then became the source for our Conversation Article "Over 50's are resigning en masse" (May, 2022). The policy briefing report was shared with members of the LMDA. This Policy Briefing Report as well as our paper "Sectoral Labour Flows" (still in progress) was the basis for our engagement with the House of Lords, Economic Affairs Committee inquiry, UK Labour Supply (September 2022 - December 2022). Engagement with the members of the Treasury, LMDA team continued in parallel to the engagement with the House of Lords. At the beginning of October 2022, we met with the heads of the LMDA and the Economic Assessment (LRH) teams to update them on our research on labour shortages and the rise in the inactivity rate of the over 50s, as well as showcase our project website. Such a website contains up-to-date data on labour market flows across employment states and sectors for the UK economy and can be used as a "calculator" which provides counterfactual "what if" scenarios in relation to the labour shortages in the UK. The website can be found here: https://covidjobsresearch.co.uk The meeting was very well received, and a summary was circulated among the members of the LMDA and LRH teams who did not attend. The head of the LRH team then requested his team to follow up with engagement activities with us and possibly incorporate our methodology in their work. This meeting also prompted the head of the LMDA team to connect us with the Deputy Director for Labour Market Strategy Analysis (LMSA) with the Strategy and Governance Directorate at the DWP. At the end of October 2022, we held a meeting with members of the LMSA, where we presented our work on labour shortages and showcased the aforementioned website. The presentation was very well received. The meeting was followed up with several questions via email. Since many of these questions were also posed by members of the Treasury, in November 2022 we held a join meeting with the DWP and Treasury teams, where we presented new analysis answering their questions. The meeting was followed up with request to share the new material. In mid-April we met with the Treasury and the DWP teams once again to update them on the progress we made. This meeting led to a follow up meeting in May 2023 with the Deputy Director of the LMSA team in which we discussed how to use our methodology to help job centres give advice to registered individuals looking for work. Our ideas were very well received, but further discussion with the DWP showed us that given the political climate these would not be feasible to implement at that moment. In October 2022 we were contacted by members of the Structural Economics Division of the Bank of England, who had come across our project website and were interested in learning more about our work on labour shortages. Our presentation was well received and was shared with the team of the Bank of England. We held a follow up meeting early in December 2022, where we presented further results from our labour shortages research, where once again we shared our presentation. We met again at the beginning of May 2023 to discuss the newest results of our labour shortages research. Once again, the presentation was very well received followed up by an interesting discussion on how our analysis can help the decisions of the Monetary Policy Committee (MPC). This led us to plan another meeting in which we discussed this issue further. Finally this lead us to provide and co-write a report on sectoral reallocation and its impact on estimating "labour market matching efficiency" for the MPC. In early March 2023, an economist from the Low Pay Commission contacted us to learn more about our research on workers' sectoral mobility and labour shortages. The contact came about as the LPC had used our work when producing analysis to inform the Government on the 2023 minimum wage rate recommendations. We set up an introductory meeting in late March, where we described our research and how we thought it could be used to inform the discussion on the 2024 increase of the minimum wage. Also in early March 2023, we had a meeting with the Deputy Director Labour Market Analysis and National Minimum Wage at BEIS, who was interested in how our research could inform the discussion on the effects of the planned increase in the minimum wage in 2024. We have had further meetings with economists at the LPC and BEIS in April and May 2023 to show preliminary results of the effects of an increase in the minimum wage on labour shortages and worker reallocation. We worked towards a September deadline to strengthen our analysis and produce further results along the lines we have been discussing with the LPC and BEIS. Our analysis was presented in the minimum wage workshop organised by the LPC in September 2023. Our research has been cited in the following open access documents: https://committees.parliament.uk/committee/175/economic-affairs-committee/news/175197/eac-uk-labour-supply-report-publication/ https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/1129930/Low_Pay_Commission_Report_2022.pdf https://assets.publishing.service.gov.uk/media/65e0b1f93f6945001103601d/E03071356_NMW_LPC_Report_2023_Accessible.pdf
First Year Of Impact 2021
Sector Government, Democracy and Justice
Impact Types Policy & public services

 
Description Bank of England 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Policymakers/politicians
Results and Impact Members of the Bank of England were very interested in our findings and ongoing work. We are currently finalising the second paper of the project that we have refocused to deal with reallocation and labour shortages across industries and occupations. All BoE members found our results very relevant and interesting and wanted to continue engaging with us.
Year(s) Of Engagement Activity 2022
 
Description Conference participation 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact I was invited to present the paper "Search and Reallocation in the Covid-19 Pandemic: Evidence from the UK" in a special session of the Econometric Society Summer Meeting in August, 2021.
Year(s) Of Engagement Activity 2021
 
Description Interview for national news 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Media (as a channel to the public)
Results and Impact I was interviewed by Hearts Radio in September, 2021 to explain the main results of our research paper "Search and Reallocation in the Covid-19 Pandemic: Evidence from the UK". The interview was transmitted in Hearts Essex and Hearts Cambridgeshire.
Year(s) Of Engagement Activity 2021
 
Description Lords Economic Affairs Committee inquiry into UK Labour Supply 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Policymakers/politicians
Results and Impact The Lords Economic Affairs Committee inquiry into UK Labour Supply were very interested in our research on the reallocation of the over 50's. In particular, what they were retiring en masse. Our research ended influencing the committee's decisions and recommendations.
Year(s) Of Engagement Activity 2022
 
Description Meeting with DWP Labour Market Analysis Division, Strategy and Governance Directorate 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Policymakers/politicians
Results and Impact Members of the DWP were very interested in our findings and ongoing work. We are currently finalising the second paper of the project that we have refocused to deal with reallocation and labour shortages across industries and occupations. All DWP members found our results very relevant and interesting and wanted to continue engaging with us.
Year(s) Of Engagement Activity 2022
 
Description Roundtable for the Treasury on the rise in non-participation of the 50+ 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Policymakers/politicians
Results and Impact I was invited to contribute to a Roundtable organised by the Labour Market and Distributional Analysis of the Treasury. The analysis of this project was the basis of my contribution to the debate.
Year(s) Of Engagement Activity 2022
 
Description Seminar invitation 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact I was invited to present the paper "Search and Reallocation in the Covid-19 Pandemic: Evidence from the UK" to the members of the members of the Economics Department of the University of Le Mans, France in November, 2021.
Year(s) Of Engagement Activity 2021
 
Description Treasury 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Policymakers/politicians
Results and Impact Members of the Her Majesty Treasury were very interested in our findings and ongoing work. We are currently finalising the second paper of the project that we have refocused to deal with reallocation and labour shortages across industries and occupations. All Treasury members found our results very relevant and interesting and wanted to continue engaging with us.
Year(s) Of Engagement Activity 2022
 
Description Update on the results of the project - Treasury 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Policymakers/politicians
Results and Impact I was invited to update members of the Labour Market and Distributional Analysis group of the Treasury about the results of the paper "Search and Reallocation in the Covid-19 Pandemic: Evidence from the UK" as well as the give preliminary findings on our analysis on labour market shortages.
Year(s) Of Engagement Activity 2021
 
Description Workshop participation 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Professional Practitioners
Results and Impact The paper "Search and Reallocation in the Covid-19 Pandemic: Evidence from the UK" was presented in a workshop hosted by the Department of Economics of the University of Essex in October, 2021.
Year(s) Of Engagement Activity 2021