Occupations were grouped together through clustering techniques into four distinct groups based on the demand indicators to help communicate why individual occupations are identified as being in demand.
- Group 1: Those with a high visa application density indicator
- Group 2: Those with a higher annual change in contract or temporary workers and online job advert density indicators.
- Group 3: Those with a low wage premium indicator and a higher skills shortage vacancy density and annual change in hourly wage indicator
- Group 4: Those with a low online job advert density indicator and higher wage premium and annual change in hours worked indicators
Groups 1 and 2 have a higher proportion of workers in critical demand occupations (100% and 25.3% respectively), with 58.2% of workers in group 2 occupations in elevated demand occupations. In contrast, groups 3 and 4 have a higher proportion of workers in occupations which are not in high demand (50.5% and 56.3% respectively), but also include a large proportion of workers in elevated demand occupations (48.4% and 42.9% respectively).
Group 1
All workers in group 1 are occupations in critical demand. These are characterised by a high visa application density. This may indicate an extended period of demand which has been met by an increase in migrant workers.
The occupations in this group are:
- Care workers and home carers (815k)
- Senior care workers (99k)
- Farm workers (49k)
- Butchers (16k)
86% of workers in this group are employed in the health and social care industry primarily due to the large workforce in this industry from the care workers and home carers occupation.
Group 2
Occupations in group 2 have higher online job advert density and year-on-year change in the number of contract or temporary worker indicators. This could indicate a more recent period of increased demand which is being met by advertising to fill roles and employing people on a shorter-term basis.
The three largest occupations in demand in this group are:
- Book-keepers, payroll managers, and wages clerks (418k)
- Sales accounts and business development managers (331k)
- Human resources and industrial relations officers (200k)
18% of workers in demand occupations in this group are employed in the health and social care industry and 15% are employed in the manufacturing and production industry.
Group 3
Occupations in group 3 are characterised by higher skilled shortage vacancies and year-on-year change in hourly wage indicators but a lower wage premium indicator. This could indicate that occupations in this cluster are less well paid compared to occupations in the same skill level, but employers have begun to make relative improvements to hourly wages to incentivise employment in these occupations to meet skilled shortage vacancies.
It could also indicate that wage increases in the occupations in demand in this group are not happening fast enough to make wages comparable to other occupations in the same skill level and attract skilled workers, or that occupations in this group could attract workers through methods other than wage increases.
The three largest occupations in demand in this group are:
- Other registered nursing professionals (399k) including ambulatory, palliative nurses and care home matrons
- Finance and investment analysts and advisers (293k)
- Production managers and directors in manufacturing (270k)
25% of workers in demand occupations in this group are employed in the health and social care industry and 14% are employed in the education industry.
Group 4
Occupations in group 4 have higher wage premium and year-on-year change in hours worked indicators and low online job advert density, skilled shortage vacancy density and visa application density indicators. This could indicate that occupations in this cluster are in relatively well-paid employment and have relatively few vacancies, but demand may not currently be met by the current workforce size so additional hours are being worked to meet demand.
Occupations in this group may be incentivising current workers to remain in the occupation but could potentially benefit from additional job advertisements to increase the number of workers and meet demand.
The three largest occupations in demand in this group are:
- Programmers and software development professionals (561k)
- Financial managers and directors (411k)
- Warehouse operatives (361k)
14% of workers in demand occupations in this group are employed in the professional, scientific and technical industry and 12% are employed in the health and social care industry.