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Zero-hours contracts
The latest figures and analysis
Laura Gardiner
April 2014
……………………………………………………………………………………………………..
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Exploring zero-hours contracts
• Zero-hours contracts (ZHCs)—contracts which do not offer guaranteed hours
of work—have been the subject of much recent debate and government
consultation
• The Office for National Statistics (ONS) quarterly Labour Force Survey
captures information on ZHCs in the final quarter of each year. This analysis
explores the 2013 data, in comparison to previous years, in order to
understand:
1. The prevalence of ZHCs within and across different groups, in
comparison to non-ZHC workers
2. The labour market experiences of ZHC workers in comparison to non-
ZHC workers: levels of unionisation, underemployment and job search
3. Pay differentials between ZHC and non-ZHC workers across different
groups
2
……………………………………………………………………………………………………..
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Limitations of this analysis
• When comparing ZHC and non-ZHC workers, we recognise that we are not comparing like
with like. Just 2% of workers are on zero-hours contracts, making it statistically impossible
to drill down to a level at which we are looking at truly equivalent workers. Instead, we
consider differences based on age, industry, occupation and highest qualification level –
presenting differences where we find them to be statistically significant to at least a 10%
level
• This means that we are unable to isolate the impact of ZHCs on pay and labour market
experiences. For example, a pay differential between ZHC and non-ZHC workers within a
specific qualification level may simply reflect the concentration of ZHC workers,
irrespective of qualification, in lower-paying sectors. The sample size is not large enough to
consider both conditions at once. The reader should treat the findings as indicative of the
pay differentials experienced by ZHC workers for a combination of reasons, rather than as
evidence of a pay ‘penalty’ associated with ZHCs
• The Labour Force Survey is thought to under-estimate ZHCs because it relies on self-
declaration and not all workers realise the terms on which they are employed. The ONS will
today publish an alternate estimate of the number of workers on zero-hours contracts
based on a survey of businesses rather than worker self-declaration. Nonetheless, the
Labour Force Survey remains the best source from which to understand the characteristics
of ZHC workers
3
……………………………………………………………………………………………………..
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
1 Characteristics of ZHC
workers
……………………………………………………………………………………………………..
This section looks at the prevalence of ZHCs within and across different groups,
and changes in the composition of ZHC workers in recent years. Specifically, we
explore ZHC prevalence by:
• Age
• Industry
• Occupation
• Highest qualification level
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
The number of zero-hours workers has more than
doubled since 2012
……………………………………………………………………………………………………..
The Q4 2013 estimate
from the ONS indicates
that 583,000 people
are employed on a ZHC
in the UK, or just under
2 per cent of the
workforce
Source: ONS, Labour Force Survey
5
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Zero-hours contracts are most prevalent among younger
and older workers, and are not just held by students
……………………………………………………………………………………………………..
Across all age groups,
just 18% of zero-hours
workers are students
Source: ONS, Labour Force Survey
6
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
But looking at the distribution of ZHCs across age bands,
such workers are concentrated in younger groups
……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. ‘Rest of those in employment’ includes self-employed people
7
Half (50%) of ZHC workers
are aged under 30
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
There has been little change in the age profile of ZHC
workers in recent years……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey
8
Despite the overall
increase in the number
of zero-hours workers,
there has been little
change in their age
profile over time
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Zero-hours contracts are most prevalent in the
hospitality sector
……………………………………………………………………………………………………..
8% of hospitality
workers are on a ZHC
The hospitality sector
includes those working
in hotels, bars and
restaurants
Source: ONS, Labour Force Survey
9
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
But the highest number of ZHC workers are in the
health and social work sector……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. ‘Rest of those in employment’ includes self-employed people
10
Health and social work
is a much bigger sector
overall, which means
that it has the largest
share of ZHC workers
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
As with the age profile, there has been little change in
the industries that those on ZHCs work in……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey
11
Despite the overall increase
in the number of zero-hours
workers, there has been
little change in their
distribution across
industries in recent years
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Zero-hours contracts are most prevalent at lower- and
middle-skilled occupation levels
……………………………………………………………………………………………………..
Worker in ‘caring ,
leisure and other
personal service
occupations’ (including
child minders,
domiciliary care
workers, travel agents
and hairdressers) and
‘elementary
occupations’ (including
unskilled and routine
sales, manual and
administrative jobs)
are most likely to be on
ZHCsSource: ONS, Labour Force Survey
12
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
More than half of ZHC workers are employed in caring,
leisure and personal services, or elementary occupations……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. ‘Rest of those in employment’ includes self-employed people
13
ZHC workers are
concentrated at the
lower end of the
occupational hierarchy,
with more than half in
either ‘caring, leisure
and other personal
service occupations’ or
‘elementary
occupations’
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
There has been little change in the occupations that
those on ZHCs work in……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey
14
Despite the overall increase
in the number of zero-hours
workers, there has been
little change in their
distribution across
occupational groups in
recent years, with the
exception that the share in
elementary occupations
has increased slightly
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
ZHC are prevalent among workers across qualification
levels
……………………………………………………………………………………………………..
The chances of being
on a ZHC are relatively
even across different
qualification levels, but
highest for those
qualified to GCSE or A
level
Source: ONS, Labour Force Survey
15
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
More than half of ZHC workers have GCSEs or A levels
as their highest qualification……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. ‘Rest of those in employment’ includes self-employed people
16
Workers on ZHCs are
disproportionately
found at the mid-
qualified levels
But one in five have a
degree or equivalent
qualification
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
There has been little change in the composition of ZHC
workers by qualification……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey
17
There is some evidence
that ZHC workers have
become slightly less
qualified over time (the
proportion with degrees
has gone down, and the
proportion with ‘other
qualifications’ has gone
up), but the difference is
relatively marginal
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
2 Labour market experiences
of ZHC workers
……………………………………………………………………………………………………..
This section looks at some features of the labour market experience of ZHC
workers: levels of unionisation, underemployment and job search
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
ZHC workers are less likely to be in a union and more
likely to be looking for a different or additional job……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-ZHC
workers are significant at the 1% level
19
In this analysis the number
of underemployed people is
the total of workers who
are looking for an
additional job, workers who
are looking for a different
job because they want
longer hours, and workers
who are not looking for a
new job but would like
more hours in their current
job. There is therefore some
overlap between workers
who are underemployed
and workers who are
looking for a different or
additional job
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Different levels of unionisation, underemployment and job
search among ZHC workers remain within sub-groups
……………………………………………………………………………………………………..
20
• In terms of levels of unionisation, underemployment and job search,
differences between ZHC and non-ZHC workers remain within age bands,
qualification levels, and the main ZHC industries and occupations
• This suggests that the different composition of the ZHC workforce detailed in
the previous section – younger, more likely to have GCSEs and A levels, and
concentrated in low- and mid-skilled occupations – does not explain all of the
overall difference in unionisation, underemployment and job search between
ZHC and non-ZHC workers
• The annex to this presentation demonstrates this in detail. It shows
differences in union membership, underemployment, and rates of searching
for a different or additional job between ZHC and non-ZHC workers within
age bands, industries, occupational groups and qualification levels
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
3 Pay differentials
……………………………………………………………………………………………………..
This section looks at the difference in hourly pay rates between ZHC workers and non-ZHC workers
(excluding the self-employed, for whom pay data is not collected in the Labour Force Survey).
Specifically, we explore pay differentials by:
• Age
• Industry
• Occupation
• Highest qualification level
As previously stated, the size of the sample means that we are unable to compare pay levels for truly
equivalent ZHC and non-ZHC workers. For example, a pay differential between ZHC and non-ZHC
workers within a specific qualification level may simply reflect the concentration of ZHC workers,
irrespective of qualification, in lower-paying sectors. The sample size is not large enough to consider
both conditions at once. The reader should treat the findings in this section as indicative of the pay
differentials experienced by ZHC workers for a combination of reasons, rather than a definitive
measure of the pay ‘penalty’ associated with ZHCs. A ZHC pay penalty may persist even if we were
able to control for all variables at once, but we have no way of knowing for sure
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
There is a larger pay differential for ZHC workers aged
25 and over than there is for younger ZHC workers……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Pay differentials are significant at the
5% level
22
The difference between the pay of
non-ZHC workers and that of ZHC
workers is twice as high for those
aged 25 and over as it is for the
under 25s
Both are smaller than the overall
(‘all ages’) pay differential,
highlighting the importance of the
age composition of the ZHC group.
That is, the sizeable overall pay
differential between ZHC and
non-ZHC workers appears to owe
more to the concentration of ZHCs
among younger workers (who are
typically lower paid than average)
than to differences in pay within
age groups
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
There is a significant pay differential in most of the
main ZHC sectors……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Pay differentials are significant at the 10% level
for all industries displayed
23
The pay differential
between non-ZHC workers
and ZHC workers within
industries does not indicate
that ZHC workers are paid
less for equivalent work, as
they are likely to be
working at different levels
within these industries
However, it confirms that
ZHC are concentrated at
the lower-paying end of
the labour market, both
within and across
industries
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
There is a small but significant pay differential for
workers in elementary occupations……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. The pay differential in ‘elementary
occupations’ is significant at the 5% level. The pay differential in ‘caring,
leisure and other service occupations’ is not significant. Other
occupational groups are not displayed due the low number of ZHC workers
in the sample
24
The ZHC pay differential is much
less stark when comparing ZHC
and non-ZHC workers in the
same broad occupational group
For the 24% of zero-hours
workers who work in ‘caring,
leisure and other personal
service occupations’, there is a
pay difference of £1 per hour, but
it is not statistically significant
For the 32% of zero-hours
workers who work in ‘elementary
occupations’, there is a
significant pay difference of £1
per hour between ZHC and non-
ZHC workers
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
There is a significant ZHC pay differential for those
qualified to GCSE level or above……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. The pay differential is significant at the
10% level for all qualification levels displayed apart from ‘no qualification’.
Higher educational qualifications have been excluded
25
The gap remains significant for
those with GCSEs or A levels as
their highest qualification if you
exclude those currently in
education (and therefore
possibly working on a ZHC out of
convenience to fit around study)
The pay differential between
non-ZHC workers and ZHC
workers with the same
qualifications does not indicate
that ZHC workers are paid less
for equivalent work: the two
groups are not necessarily in
comparable jobs as many
qualified people work below
their skill level
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Conclusions
• At the end of 2013 there were an estimated 583,000 workers employed on a ZHC in the
UK, just under 2% of the workforce
• Workers on ZHCs are younger than non-ZHC workers. They are more likely to have
GCSEs and A levels as their highest qualification (though 1 in 5 have degrees); they work
in lower-level occupations; and they are concentrated in the health and social work,
hospitality, retail and administration sectors
• Although the overall number of ZHC workers has gone up, their composition by age,
industry, occupation or qualification level has not changed much in recent years
• ZHC workers are less likely to be in a union and more likely to be underemployed or
looking for a different or additional job than non-ZHC workers. These differences persist
when looking within age groups, industries, occupations and highest qualification levels
• Previous research has highlighted that zero-hours workers earn less, on an hourly basis,
than others in employment. We find evidence that significant pay differentials exist not
just at the overall level, but across a number of groups. However, the magnitude of the
differential is reduced considerably if we control for age, and if we look within the
industries and occupations where ZHC are most prevalent, suggesting that factors other
than the contract type are playing a very important role. Nevertheless, the pay
differential between non-ZHC workers and ZHC workers remains significant within age
groups, industries, at higher qualification levels and in the lowest occupational grouping
26
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……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Notes on charts
• Charts showing ‘ZHC workers as a proportion of all workers’ display
the percentage of all of those in employment – within each age band,
industry, occupation or highest qualification group – who are on a
zero-hours contract. This is equivalent to the likelihood of being on a
zero-hours contract in each age band, industry or highest qualification
group
• Charts showing the ‘prevalence of ZHC and non-ZHC workers’ display
the proportion of all zero-hours contract workers that are in each age
band, industry, occupation or highest qualification group. This is
compared to the proportion of all those in employment who are not
on zero-hours contracts in each of these groups. This is equivalent to
the distribution of ZHCs (and non-ZHC employment) across age bands,
industries or highest qualification groups
27
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Annex
……………………………………………………………………………………………………..
This annex provides further detail on some features of the labour market
experience of ZHC workers: levels of unionisation, underemployment and job
search. These features are explored within different groups:
• Age
• Industry
• Occupation
• Highest qualification level
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Different rates of union membership between ZHC and
non-ZHC workers are upheld within age groups……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-ZHC
workers are significant at the 10% level. Ratios compare the proportion of non-
ZHC workers with union membership to the proportion of ZHC workers with union
membership within each age band
29
The relative difference
between the rates of union
membership of ZHC and
non-ZHC workers is similar
within each age group to the
‘all ages’ difference
This suggests that the
different age composition of
the two groups (ZHCs are
concentrated among
younger workers) is not
what’s driving the overall
difference in levels of
unionisation between ZHC
and non-ZHC workers
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
And within the main ZHC industries
……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-
ZHC workers are significant at the 10% level for all industries
displayed. Only the three main ZHC industries are displayed here,
which collectively account for more than half of ZHC workers. Ratios
compare the proportion of non-ZHC workers with union membership
to the proportion of ZHC workers with union membership within
each industry
30
The relative difference between the
rates of union membership of ZHC
and non-ZHC workers is similar
within the three main ZHC industries
to the overall difference, which
suggests that the different industrial
composition of the ZHC workforce is
not what’s driving the overall
difference in union membership
For example, although the
hospitality sector has much lower
union membership than the average,
there remains a clear gap between
unionisation of ZHC workers and
non-ZHC workers within this industry
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Lower unionisation rates among ZHC workers are also
upheld within the main ZHC occupational groups……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-ZHC
workers are significant at the 10% level for all occupational groups displayed.
Only the two main ZHC occupations are displayed here, which collectively
account for more than half of ZHC workers. Ratios compare the proportion of
non-ZHC workers with union membership to the proportion of ZHC workers
with union membership within each occupational group
31
Proportionally lower rates of
union membership among
ZHC workers (compared to
others in employment) are
similar within the two main
ZHC occupational groups to
the overall difference
This suggests that the
different composition of the
ZHC workforce (ZHC workers
are concentrated in
occupations at the lower
end of the hierarchy) is not
what’s driving the overall
difference in union
membership
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
And when comparing workers with the same
qualifications……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-ZHC
workers are significant at the 10% level for all qualification levels displayed. Only
the three main ZHC qualification levels are displayed here, which collectively
account for more than half of ZHC workers. Ratios compare the proportion of
non-ZHC workers with union membership to the proportion of ZHC workers with
union membership within each qualification level
32
Proportionally lower rates of
union membership among
ZHC workers (compared to
others in employment) are
similar to the overall
difference within the three
most common ZHC highest
qualification levels
This suggests that the
composition of the ZHC
workforce by qualification
level is not what’s driving
the overall difference in
union membership between
ZHC and non-ZHC workers
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Differences in rates of underemployment between ZHC
and non-ZHC workers are similar within age groups……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-ZHC
workers are significant at the 10% level. Ratios compare the proportion of ZHC
workers who are underemployed to the proportion of non-ZHC workers who are
underemployed within each age band
33
The relative difference
between the rates of
underemployment of ZHC
and non-ZHC workers is
similar within each age group
to the ‘all ages’ difference,
although the margin of
difference is smaller for
young people
This suggests that the
different age composition of
the two groups may explain
some, but not all, of the
overall difference in
underemployment between
ZHC and non-ZHC workers
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
And within the main ZHC industries
……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-ZHC
workers are significant at the 10% level for all industries displayed. Only the
three main ZHC industries are displayed here, which collectively account for
more than half of ZHC workers. Ratios compare the proportion of ZHC workers
who are underemployed to the proportion of non-ZHC workers who are
underemployed within each industry
34
The difference between the
rates of underemployment
of ZHC and non-ZHC workers
remains when looking
within the three main ZHC
industries, which suggests
that the different industrial
composition of the ZHC
workforce is not what’s
driving the overall
difference in union
membership
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
The relationship continues to hold within the main ZHC
occupational groups……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-ZHC
workers are significant at the 10% level for all occupational groups displayed.
Only the two main ZHC occupations are displayed here, which collectively
account for more than half of ZHC workers. Ratios compare the proportion of
ZHC workers who are underemployed to the proportion of non-ZHC workers
who are underemployed within each occupational group
35
Higher rates of underemployment
among ZHC workers (compared to
others in employment) are present
within the two main ZHC
occupational groups, although the
gap is smaller than the overall
difference
This suggests that the different
composition of the ZHC workforce
(ZHC workers are concentrated in
occupations at the lower end of
the hierarchy) may explain some,
but not all, of the overall
difference in underemployment
levels between ZHC and non-ZHC
workers
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
And when comparing those with the same qualifications
……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-ZHC
workers are significant at the 10% level for all qualification levels displayed. Only
the three main ZHC qualification levels are displayed here, which collectively
account for more than half of ZHC workers. Ratios compare the proportion of
ZHC workers who are underemployed to the proportion of non-ZHC workers who
are underemployed within each qualification level
36
Proportionally higher rates
of underemployment among
ZHC workers (compared to
others in employment) are
similar to the overall
difference within the three
most common ZHC highest
qualification levels
This suggests that the
composition of the ZHC
workforce by qualification
level is not what’s driving
the overall difference in
underemployment between
ZHC and non-ZHC workers
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Differences in job search rates between ZHC and non-
ZHC workers are similar within age groups……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-ZHC
workers are significant at the 10% level. Ratios compare the proportion of ZHC
workers who are searching for a different or additional job to the proportion of
non-ZHC workers who are searching for a different or additional job within each
age band
37
The difference between
the proportion of ZHC and
non-ZHC workers looking
for a different or
additional job is similar
within each age group to
the ‘all ages’ difference
This suggests that the
different age composition
of the two groups explains
little of the overall
difference in job search
rates between ZHC and
non-ZHC workers
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
And within the main ZHC industries
……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-ZHC
workers are significant at the 10% level for all industries displayed. Only the
three main ZHC industries are displayed here, which collectively account for
more than half of ZHC workers. Ratios compare the proportion of ZHC workers
who are searching for a different or additional job to the proportion of non-ZHC
workers who are searching for a different or additional job within each industry
38
The difference between the
rate of ZHC and non-ZHC
workers looking for a
different or additional job
remains when focusing
within the three main ZHC
industries, although the gap
is slightly smaller within
health and social work and
hospitality
This suggests that the
different industrial
composition of the ZHC
workforce is not what’s
driving the overall difference
in job search
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
Higher job search rates among ZHC workers are also
present within the main ZHC occupational groups……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-ZHC
workers are significant at the 10% level for all occupational groups displayed.
Only the two main ZHC occupations are displayed here, which collectively
account for more than half of ZHC workers. Ratios compare the proportion of
ZHC workers who are searching for a different or additional job to the
proportion of non-ZHC workers who are searching for a different or
additional job within each occupational group
39
Higher rates those looking for a
different or additional job
among ZHC workers (compared
to others in employment) are
present within the two main
ZHC occupational groups
This suggests that the different
composition of the ZHC
workforce (ZHC workers are
concentrated in occupations at
the lower end of the hierarchy)
explains little of the overall
difference in job search levels
between ZHC and non-ZHC
workers
……………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………………
And the relationship persists when comparing those with
the same qualifications……………………………………………………………………………………………………..
Source: ONS, Labour Force Survey. Differences between ZHC and non-ZHC workers
are significant at the 10% level for all qualification levels displayed. Only the three
main ZHC qualification levels are displayed here, which collectively account for
more than half of ZHC workers. Ratios compare the proportion of ZHC workers who
are searching for a different or additional job to the proportion of non-ZHC workers
who are searching for a different or additional job within each qualification level
40
Proportionally higher rates
of those searching for a
different or additional job
among ZHC workers
(compared to others in
employment) are similar to
the overall difference within
the three most common ZHC
highest qualification levels
This suggests that the
composition of the ZHC
workforce by qualification
level is not what’s driving
the overall difference in job
search rates between ZHC
and non-ZHC workers

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