Original Research

A retrospective study evaluating outcomes of the Allied Health Rural Generalist Training Positions in the Queensland public health system

AUTHORS

name here
Elizabeth Cardell
1,2 PhD, Professor ORCID logo

name here
Christine Randall
3 PhD, Associate Professor ORCID logo

name here
Ilsa Nielsen
4 MPH, Principal Workforce Officer * ORCID logo

name here
Elena Swift
5,6 PhD, Senior Research Assistant ORCID logo

name here
Tamlyn Rautenberg
7 PhD, Senior Research Fellow ORCID logo

name here
Lauren Ball
1,8 PhD, Principal Research Fellow & NHMRC Investigator ORCID logo

name here
Gabor Mihala
7,9 PhD, Research Fellow ORCID logo

name here
Tae Jostsons
4 BSc, Senior Workforce Officer

name here
Liza-Jane McBride
4 Grad Dip OHS, Chief Allied Health Officer ORCID logo

name here
Rachelle Pitt
4 PhD, Director Health Practitioner Research ORCID logo

CORRESPONDENCE

*Ms Ilsa Nielsen

AFFILIATIONS

1 School of Medicine and Dentistry, Griffith University, Nathan, Qld 4111, Australia

2 Present address: School of Health, Psychological and Medical Sciences, University of Southern Queensland, Ipswich, Qld 4305, Australia

3 School of Health Sciences and Social Work, Griffith University, Nathan, Qld 4111, Australia

4 Office of the Chief Allied Health Officer, Department of Health, Queensland Health, Brisbane, Qld 4006, Australia

5 School of Allied Health Sciences, Griffith University, Nathan, Qld 4111, Australia

6 Present address: Centre for Health Equity, The Melbourne School of Population & Global Health, The University of Melbourne, Melbourne, Vic. 3010, Australia

7 Centre for Applied Health Economics, Griffith University, Nathan, Qld 4111, Australia

8 Present address: School of Human Movement and Nutrition Sciences and the School of Public Health, The University of Queensland, Brisbane, Qld 4072, Australia

9 Present address: Centre for Health Services Research, Faculty of Health, Medicine & Behavioural Sciences, The University of Queensland Translational Research Institute, Woolloongabba, Qld 4102, Australia

PUBLISHED

21 July 2026 Volume 26 Issue 3

HISTORY

RECEIVED: 7 August 2025

REVISED: 7 April 2026

ACCEPTED: 14 April 2026

CITATION

Cardell E, Randall C, Nielsen I, Swift E, Rautenberg T, Ball L, Mihala G, Jostsons T, McBride L, Pitt R.  A retrospective study evaluating outcomes of the Allied Health Rural Generalist Training Positions in the Queensland public health system. Rural and Remote Health 2026; 26: 10326. https://doi.org/10.22605/RRH10326

AUTHOR CONTRIBUTIONSgo to url

This work is licensed under a Creative Commons Attribution 4.0 International Licence


Abstract

Introduction: The purpose of the study was to evaluate the workforce outcomes and costs associated with implementing Rural Generalist Training Positions (RGTPs) in public health services in Queensland, Australia.
Methods
: A retrospective analysis was conducted between January 2019 and October 2021. Rural and organisational retention of employees was calculated as the median time to event, either transfer to a non-rural or remote Queensland Health service or permanent separation from the organisation, respectively, and the mean difference using a two-sample t-test with equal variance, with statistical significance set at 0.05. Descriptive analysis was performed to evaluate education and promotion outcomes. Retention and promotion of employees in RGTPs (‘trainees’) were compared with a group of allied health professionals in standard base-grade rural or remote clinical positions. A cost analysis calculated the additional cost of implementing an RGTP compared to a standard early-career allied health position from the perspective of the employing health service.
Results
: Forty-five allied health professionals employed in an RGTP (‘trainees’) and 53 non-trainees were eligible for analysis. Participants’ professions were nutrition and dietetics, occupational therapy, pharmacy, physiotherapy, podiatry, speech pathology and social work. Compared to non-trainees, trainees were retained significantly longer in their original rural or remote location prior to relocation (mean difference 153 days, 95%CI 55–252 days, p=0.003); in any Modified Monash (MM) Model category 4–7 (MM 4 to MM 7) location until moving to an MM 1 to MM 3 location (mean difference 172 days, 95%CI 62–277 days, p=0.003) and in any MM 2 to MM 7 location until moving to an MM 1 location (mean difference 139 days, 95%CI 11–266 days, p=0.035). The trainee group had a total of 51 enrolments across two approved postgraduate rural generalist education courses, including six participants who undertook both courses. There were 22 (43.1%) course completions, 16 (31.4%) withdrawals, and 13 (25.5%) were continuing studies at the conclusion of data collection. More trainees were promoted above base grade Health Practitioner Level 3 (39%) than employees in the non-trainee group (29%). The total average annual cost for a health service to implement an early-career allied health position as an RGTP was between $10,730 and $15,718, which was fully covered by organisation funding grants of a minimum $25,000 per annum.
Conclusion
: RGTPs showed favourable outcomes for retention, education and promotion of early-career allied health professionals in rural and remote public health services compared to similar employees in standard positions. Implementation costs for a rural or remote work unit were manageable. The RGTPs provide good value for the health services through focusing training and development investment on early-career allied health professionals who are retained for longer in rural or remote communities. 

Keywords

allied health, Australia, retention, rural generalist, training, workforce.

Introduction

Sustaining a multidisciplinary allied health workforce of adequate size and skills is a longstanding issue for rural and remote health services1, and workforce distribution in Australia remains skewed towards metropolitan areas2. Rural and remote areas, classified as Modified Monash (MM) Model categories MM 4 to MM 7, are home to 13% of the Australian population3, but only 8% of clinical pharmacists, 7% of podiatrists, 6% of occupational therapists, 6% of physiotherapists and 4% of psychologists practice in these locations4. Relative shortages of allied health professionals contribute to service access barriers experienced by rural and remote consumers5-7, and may impede the use of team-based multidisciplinary care8 and chronic disease and disability9,10 funding programs in these areas.

Recruitment and retention challenges for allied health professionals in rural and remote areas include limited access to professional support, supervision, relevant professional development and training5,6,11-13, a perceived risk of deskilling, and limited opportunities for promotion or career progression5,11,12,14-16. Turnover in rural allied health positions produces relocation and advertising costs and productivity losses for the service14, recruitment and orientation burden for managers and additional work and caseload stress for the team covering vacancy periods5,6,12,17. Workforce strategies that enable longer rural retention and provide practitioners with a supportive career pathway from graduate level to a rewarding rural career have been identified as critical for building workforce sustainability1,14,16,18,19.

Rural Generalist Training Positions (RGTPs) for allied health professions were first developed and trialled in Queensland Health in 201420 as a new strategy to improve recruitment, retention and workforce capacity, with a specific focus on the early career stage (first 5 years of practice). The concepts of rural generalism and a rural generalist pathway, as they relate to allied health professions, were developed as part of this work (refer to Supplementary text 1 for further information). In the past decade six Australian states and territories have implemented RGTPs21, the Australian Government funded a 5-year implementation in the private and non-government sectors22, a two-level program of postgraduate education was developed by James Cook University (JCU)23 and an accreditation council24 was formed to ensure the quality of rural generalist courses for specific allied health professions.

Evaluation findings for allied health RGTPs are currently limited to a few trials of limited size in public health services and a recent evaluation of implementation in the private and non-government sectors22. Eleven supernumerary training positions implemented in Queensland Health between 2014 and 2016 acted as a catalyst for service improvement20, and 73% of the 22 position holders in the trial remained working in regional, rural or remote Queensland Health services 6 months after separation from their temporary training role25. South Australian public health services implemented 15 rural generalist trainees between 2019 and 2022, finding positive outcomes for employee tenure and a positive return on investment for the organisation26. A trial of three temporary, 2-year physiotherapy RGTPs in New South Wales found improved attraction to the previously chronically vacant roles that resulted in a 151% improvement in physiotherapy service activity during the pilot27. Northern Territory RGTPs in 2017 to 2019 produced positive service development outcomes in host teams, and three of four trainees remained in regional or rural areas after separating from their temporary training position28. A 5-year implementation of The Allied Health Rural Generalist Education and Training Scheme (TAHRGETS) included 62 trainees in private and non-government settings and found benefits for trainees’ reported competence and confidence in rural practice, and enhanced capacity of employing teams22. A multijurisdiction evaluation of JCU education courses showed that as an integrated component of the RGTPs, supported by development-focused employment conditions and a local supervisor, the postgraduate courses improved participants’ capabilities and potentially provided a recruitment and retention incentive for the service23,29.

This article reports on the largest evaluation of RGTPs in the public sector to date and adds to the emerging body of literature on allied health early-career rural generalist workforce development. The purpose of this research was to evaluate the workforce outcomes and costs of RGTPs in an Australian public health service context.

Methods

Study design

This study, conducted as part of a broader evaluation, used a retrospective analysis to evaluate workforce outcomes including retention, education completion and promotion of RGTP position holders (trainees) versus a group of employees in regular base-grade rural roles (non-trainees). A cost analysis calculated the marginal cost of implementing a base-grade allied health position as an RGTP from a Queensland Hospital and Health Service (HHS) perspective.

Intervention

The intervention evaluated in this study was RGTPs implemented in Queensland Health, a state health service of northern Australia, between January 2019 and October 2021. HHSs, independent statutory bodies responsible for delivering public health services in their region30 for Queensland Health, created RGTPs in locations classified as Category A (rural) or Category B (remote) in Queensland Health employment policy31. These locations broadly corresponded to Modified Monash Model32 categories MM 4 to MM 7. RGTPs could be used for any of seven professions from January 2019: medical radiation (radiography), nutrition and dietetics, occupational therapy, pharmacy, physiotherapy, podiatry and speech pathology. Psychology and social work were included in the RGTP program from January 202133. HHSs were independently responsible for determining the number, profession and base location of the implemented RGTPs.

Training positions were converted from established Health Practitioner Level 3 (HP3) roles34. HP3 is the entry-level classification for degree-trained allied health professionals in Queensland Health. Although not strictly confined to early-career practitioners, in rural and remote areas HP3 positions are generally occupied by less experienced staff. The total duration of the RGTP was 2–4 years, depending on the trainees’ professional experience at commencement. Mandatory position requirements for an RGTP in Queensland Health were unchanged between 2019 and 2021, and included34:

  • a minimum 0.1 full-time equivalent protected work-time allocation (3.8 hours per week) for professional supervision consistent with organisational policy35, plus study and work-based training and development activities
  • allocation of a profession-specific supervisor, which for graduates was co-located with the trainee for at least 50% of work hours
  • participation in a work-based service improvement project
  • enrolment in the JCU Rural Generalist Program (RGP)36 and/or Graduate Diploma of Rural Generalist Practice (GDRGP)37 courses (refer to Supplementary text 1 for further information).

Funding for RGTP salary and on-costs was drawn from the HHS workforce budget. An annual funding agreement with the Queensland Department of Health (QDOH) provided $25,000 for rural and $30,000 for remote health services to support the costs of implementing an agreed HP3 position as an RGTP33. Given the absence of published research on costs of allied health RGTPs prior to the launch of the RGTP strategy in 2019, these sums were selected conservatively to ensure health services would bear limited financial risk. Health services reported quarterly, through a bespoke online reporting system, to the QDOH against the mandatory position requirements33.

Participants

Workforce data for employees commencing in an ‘eligible position’ between 1 January 2019 and 31 May 2021 were included in the analysis. For trainees, an eligible position was an RGTP and for the non-trainee group it was a HP3 position in a Category A or B location, and a profession represented in the RGTP group. To limit the inclusion of short-term backfill or locum appointments in the non-trainee group, employees in casual positions were excluded, along with those who separated from the position less than 12 weeks after commencement. The cost analysis also included data reported by supervisors, who were generally senior practitioners in the HHS responsible for providing professional supervision and work-based training for a trainee.

Data sources

Data were sourced from the Queensland Health payroll system and RGTP online reporting system, and de-identified by the QDOH. Payroll data were extracted for all members of the trainee and non-trainee groups for each fortnightly pay run. The dataset was truncated at 31 October 2021 to allow for data analysis to be completed in 2022 (refer to Supplementary text 1 for further information). Demographic information captured at commencement in an eligible position included age group and profession. Fortnightly payroll data included pay point, MM category and any changes to employment location from the previous pay run. Operational data reported by HHSs to the QDOH via the bespoke online reporting system was compiled into program records for the period January 2019 to October 2021, and included trainee and supervisor self-reported weekly supervision and training time, and trainee course enrolment and completions.

Data analysis

Four retention outcomes were analysed for trainee versus non-trainee groups, reflecting continuous time in:

  • the base location of the eligible position before relocating to a Queensland Health position in any other location
  • any MM 4 to MM 7 location (medium rural towns to very remote communities) until relocating to a Queensland Health position in an MM 1 to MM 3 location
  • any MM 2 to MM 7 location (regional centres to very remote communities) until relocating to a Queensland Health position in an MM 1 location
  • Queensland Health positions before separating from the organisation.

The median time to leaving and interquartile range (IQR) were calculated for each outcome in trainee and non-trainee groups. The mean difference was calculated using the two-sample t-test with equal variance and presented as days and 95% confidence intervals (CIs). Statistical significance was set at 0.05. Data analyses were undertaken using Stata v16 (StataCorp; https://www.stata.com) and Microsoft Excel.

Education outcomes for trainees were assessed by descriptive analysis of enrolments, completions and withdrawals from postgraduate courses. Promotion for trainees and non-trainee group participants was indicated by a transfer to a pay point above HP3 at any point from commencement in an eligible position to either separation from Queensland Health or the data truncation date.

The cost analysis used HHS quarterly reporting to QDOH to calculate the average marginal cost to health services of implementing a regular HP3 position as an RGTP, being a sum of:

  • tuition fees for postgraduate courses
  • the trainee’s work time allocated to study, training and project activities
  • the supervisor’s work time allocated to providing supervision and training in excess of the minimum Queensland Health requirement of 1 hour per week for early-career supervisees35.

Trainee and supervisor time were considered opportunity costs, represented by salary and on-costs allocated by the HHS to RGTP development activities rather than clinical or operational duties. This was the notional cost of a replacement worker for the foregone work time, although in practice the service impact may have been operationally managed in other ways. For both trainees and supervisors, the reported weekly work times for RGTP activities were summed and averaged, and converted to costs by multiplying by an average hourly wage rate. The rates used were the midpoint increments of the HP3 wage scale for trainees and the HP4 wage scale for supervisors at 31 May 202138. On-costs were added at 21% of salary, which was appropriate for the organisation and position type. This covered other usual position costs such as leave loading and superannuation. Weekly costs were multiplied by 52 weeks to produce the average cost per annum.

Fees for the RGP36 in 2019 to 2021 were $800 per module, with 12 modules required to complete the course. The annual fee provided by the university for the GDRGP37 in 2021 was $26,100 for eight subjects, an average subject cost of $3263. Each trainee’s reported number of completed units (modules or subjects) was divided by the number of years, or part thereof, that they were enrolled in the relevant course, to produce an average number of units completed per year. This was averaged for the entire trainee group for both the RGP and GDRGP. The average tuition fees were calculated as the product of the average number of completed units per year and the cost per unit.

Ethics approval

Ethical approval was granted by the Darling Downs Hospital and Health Service Human Research Ethics Committee (HREC/2020/QTDD/70116) and Griffith University Human Research Ethics Committee (2021/142).

Results

The dataset included 45 RGTP employees in the trainee group and 53 employees who met the criteria for inclusion in the non-trainee group. Demographic information for these employees is summarised in Table 1. Supervision data from 49 supervisors was included in the cost analysis.

Table 1: Demographic information for Rural Generalist Training Positions trainees and non-trainees in public health services in Queensland, Australia

Characteristic

Trainee group (N=45)
n (%)

Non-trainee group (N=53)
n (%)
Age group (years) 20–24 21 (46.7) 22 (41.5)
25–29

16 (35.6)

14 (26.4)
30–39

6 (13.3)

11 (20.8)
40–49

0 (0.0)

4 (7.5)
≥50

2 (4.4)

2 (3.8)
Profession Physiotherapy 16 (35.6) 12 (22.6)
Occupational therapy

8 (17.8)

11 (20.8)
Dietetics and nutrition

8 (17.8)

7 (13.2)
Speech pathology

4 (8.9)

8 (15.1)
Podiatry

4 (8.9)

2 (3.8)
Social work

3 (6.7)

4 (7.5)
Pharmacy

2 (4.4)

9 (17.0)
Psychology

0 (0.0)

 
Medical radiation (radiography)

0 (0.0)

 
Modified Monash (MM) category of base location at commencement in an eligible position MM 4 15 (33.3) 35 (66.0)
MM 5

9 (20.0)

0 (0.0)
MM 6

10 (22.2)

11 (20.8)
MM 7

11 (24.4)

7 (13.2)
Position classification at commencement in an eligible position Graduate (<2 years professional experience) 24 (53.3) 35 (66.0)
Beyond graduate (≥2 years professional experience)

21 (46.7)

18 (34.0)

† Positions in professions not represented in the trainee group were excluded from the non-trainee group.
MM, Modified Monash (Model) category.

Rural Generalist Training Position implementation

Physiotherapy, podiatry, and nutrition and dietetics had greater representation in the trainee group than the non-trainee group, particularly physiotherapy at more than one third of all trainees (35.6%). Pharmacy and social work had limited RGTP implementation. Pharmacy had the greatest difference in representation between the trainee (4.4%) and non-trainee group (17.0%). No psychology or radiography RGTPs were implemented by HHSs, although the number of regular HP3 roles in these professions was not captured so was not available for comparison. 

One third (33.3%) of RGTPs were in medium-sized rural towns (MM 4), with the remainder relatively evenly spread among remoteness categories. Rurality of the non-trainee group was skewed towards MM 4 locations (66.0%), with no non-trainee positions recruited to in the study period in small rural towns (MM 5) and fewer in remote areas. The age of most trainees (82.2%) was less than 30 years; non-trainees were slightly older on average, with only 67.9% in this age range. Trainees were slightly more experienced at commencement: graduates, those within their first 2 years of practice, represented 53.3% of trainees and 66.0% of the non-trainee group.

Retention

The median retention in eligible position locations was 358 days (IQR 365 days) compared to 223 days (IQR 168 days) for the non-trainees. Trainees stayed significantly longer in their eligible position location prior to moving to another location, compared to the non-trainee group (mean difference 153 days, 95%CI 55–252 days, p=0.003). The median retention in MM 4 to MM 7 locations until relocating to a Queensland Health position in an MM 1 to MM 3 location was 372 days (IQR 405 days) compared to 237 days (IQR 139 days) for the non-trainees. Trainees were retained in MM 4 to MM 7 locations until relocating significantly longer than the non-trainee group (mean difference 172 days, 95%CI 62–277 days, p=0.003). The median retention in MM 2 to MM 7 locations until relocating to a Queensland Health position in an MM 1 location was 343 days (IQR 223 days) compared to 245 days (IQR 128 days) for the non-trainees. Trainees were retained in MM 2 to MM 7 locations for significantly longer than the non-trainee group (mean difference 139 days, 95%CI 11–266 days, p=0.035). The median time employed in any Queensland Health position until separation from the organisation was 343 days (IQR 226 days) compared to 296 days (IQR 321 days) for the non-trainee group. There was no statistically significant difference between trainees and non-trainees in overall organisational retention time (mean difference 33 days, 95%CI –168–234 days, p=0.745). Results are shown in Table 2.

Table 2: Retention for Rural Generalist Training Positions trainees and non-trainees

Outcome Retention duration (days)

Trainees
(N=45)
Median (IQR)

Non-trainees
(N=53)
Median (IQR)
Mean difference
(95%CI)
p-value
Retained in eligible position location before relocating to a Queensland Health position in any other location 358 (365) 223 (168) 153 (55–252) 0.003
Retained in MM 4 to MM 7 locations before relocating to a Queensland Health position in a MM 1 to MM 3 location 372 (405) 237 (139) 172 (62–277) 0.003
Retained in MM 2 to MM 7 locations before relocating to a Queensland Health position in a MM 1 location 343 (223) 245 (128) 139 (11–266) 0.035
Retained in Queensland Health employment before separation from the organisation 343 (226) 296 (321) 33 (–168–234) 0.745
Retained to data truncation date 635 (617) 595 (405) 29 (–172–234) 0.760

CI, confidence interval. IQR, interquartile range. MM, Modified Monash (Model) category.

Education and promotion

Education outcomes of the trainees are shown in Table 3. Graduates with less than 2 years of professional experience commenced their training pathway in the JCU RGP before progressing to enrolment in the GDRGP, but more experienced trainees could commence directly in the GDRGP. A total of 27 of 45 trainees (60%) enrolled in the JCU RGP. Fifteen trainees (56%) completed the RGP and a further three (11%) were continuing studies at the conclusion of the data collection period. Twenty-four trainees enrolled in the GDRGP course, including six who had completed the RGP, with 17 (71%) either completing (7) or continuing (10). One trainee completed both courses. With respect to all enrolments in both courses, there were 22 (43.1%) course completions, 16 (31.4%) withdrawals, and 13 (25.5%) were continuing studies at the end of the data collection period. Withdrawals represent the failed completion of the training pathway through transfer or separation from the RGTP. The mean duration to complete the RGP was 13.3 months, and GDRGP was 25.7 months. For the GDRGP this was approximately consistent with a student studying part-time at half study load37. RGP completion time varied from 284 to 690 days and GDRGP from 281 to 1040 days.

Promotion to a HP4 position was greater for trainees (39%) than the non-trainee group (29%). This included employees transferred temporarily or permanently to a higher-level position. For trainees, promotion could occur prior to completion of their training, as the QDOH funding rules allowed trainees to retain their training place and funding support if seconded or substantively appointed to a HP4 role in an eligible rural or remote location.

Table 3: Enrolments, completions and withdrawals for Rural Generalist Program and Graduate Diploma of Rural Generalist Practice

Course Enrolment status at end of study Trainees
n (%)
Days taken for course completion (if relevant)
mean, range
Rural Generalist Program (N=27) Completed 15 (55.6) 406, 284–690
Continuing

3 (11.1)

 
Withdrawn prior to completion

9 (33.3)

 
Graduate Diploma Rural Generalist Practice (N=24) Completed 7 (29.2) 782, 281–1040
Continuing

10 (41.7)

 
Withdrawn prior to completion

7 (29.2)

 

Total credit points required for Graduate Diploma of Rural Generalist Practice (GDRGP) was 24. Trainees transitioning to GDRGP following completion of the Rural Generalist Program were granted 6 credit points.

Costs

Trainees’ average accrued time for development activities including supervision was 3.24 hours per week, which was less than the 3.8 hours per week prescribed in the RGTP program guidelines. In the cost analysis, 1 hour per week of supervision was discounted as this was consistent with the ‘universal presumption’ of supervision time for all Queensland Health early-career allied health professionals and not specific to RGTPs38. Average salary and on-costs for the remaining 2.24 hours development time was $5930. Tuition fees averaged $4800 for the RGP and $9788 for the GDRGP per year. The median time allocation by supervisors was 0.97 hours per week per trainee, which was consistent with organisational requirements38. Consequently, no additional supervision costs were incurred by the health service for RGTPs compared to regular early-career allied health roles. Table 4 shows the total annual additional cost incurred by HHS implementing a HP3 position as an RGTP, prior to considering QDOH funding grants. The cost was $13,224 for all trainees, with a lower average cost of $10,730 for trainees enrolled in the RGP and higher cost for those studying the GDRGP at $15,718. The average additional cost of $13,224 equates to 17.9% of the annual graduate (HP3 increment 1) wage rate of $73,994 at May 202138. QDOH funding grants of a minimum $25,000 per annum exceeded the average additional costs of an RGTP incurred by HHSs.

A costing was also completed using an assumption that health services met the 3.8 hours per week development time allocation prescribed in the RGTP program guidelines34. This increased the annual salary and on-costs investment to $7413, and total additional position costs to $12,213 for trainees undertaking the RGP, $17,200 for the GDRGP and an average cost for both courses of $14,706. Even if meeting the prescribed work-time allocation, the QDOH grants more than covered the RGTP implementation costs for HHSs.

Table 4: Marginal cost per annum of implementing a Health Practitioner Level 3 position in Queensland Health as a Rural Generalist Training Position

Position Work hours allocated to RGTP activities
median/range per week (per annum)
Cost of work time for RGTP activities
mean salary and on-costs per annum
Mean tuition fees per annum by course Total additional cost per annum for RGTP

RGP

GDRGP

Trainee Median: 3.24 (168.48)
Range: 0.35–13.50 (18.20–702.00)
$5930 $4800 $9788 RGP: $10,730
GDRGP: $15,718
Mean (both courses): $13,224
Supervisor Median: 0.97 (50.44)
Range: 0.01–3.12 (0.52–162.24)
$0.00    

Work time reported by trainees for study, work-based training, supervision and project activities related to RGTP requirements, and supervisors for supervision and other support activities.
One hour per week per trainee for supervision was not included in the calculation of trainee or supervisor costs, as this is a requirement for all Queensland Health early-career allied health practitioners35.
GDRGP, Graduate Diploma Rural Generalist Practice. RGP, Rural Generalist Program. RGTP, Rural Generalist Training Position.

Discussion

This research analysed outcomes of allied health RGTPs in Queensland Health services between 2019 and 2021. The retention analysis demonstrated that allied health professionals in an RGTP were retained significantly longer compared to those in regular early-career positions in their original employment location and any Queensland Health rural or remote (MM 4 to MM 7) employment location prior to relocating. All trainees undertook formal education in rural generalist practice, with 69% of enrolments resulting in completed or continuing coursework by the conclusion of the study. Promotion to higher roles was slightly greater for trainees (39%) compared to non-trainees (29%). Work time allocated for training and supervision plus university tuition fees produced a total annual additional cost of implementing a HP3 position as an RGTP for employing health services of between $10,730 and $15,718, with an average of $13,224. These costs to the health service were fully covered by the QDOH grants of between $25,000 and $30,000 per trainee per annum, with health services able to use residual grant funds to support team capacity building. The evaluation findings may assist funders and other stakeholders to tailor their resourcing strategy.

The allied health RGTP is unique to Australia and no comparable programs in other countries were known to the research team. The only previous study of RGTP retention outcomes that compared trainees to a non-training group was conducted in South Australia26. Direct comparison of retention outcomes was not possible due to differing calculation methods. However, the relative differences between training and non-training groups in each study are similar, with our results showing the average retention in an RGTP prior to relocating was 69% greater than in a regular early-career rural or remote role, and the South Australian study finding an 82% greater average length of organisational tenure for trainees26

This study found a higher promotion rate for trainees compared to the non-trainee group, which may indicate a benefit in capabilities provided by the training opportunities, but could also relate to longer retention in rural work units providing more opportunities for advancement. The South Australian RGTP evaluation noted that all seven employees who completed the training pathway progressed to a higher level position26. As career progression has been shown to influence rural career decisions of allied health professionals11,12,14,39 these outcomes may indicate an important benefit of the RGTP for participants.

Withdrawal from postgraduate training in this study at 31.4% compares favourably with the South Australian RGTP trial that had 46.6% withdrawal26, the TAHRGETS implementation in private and non-government settings with 40.0% withdrawals22, and the Queensland Health medical rural generalist pathway that reported 36.3% withdrawal of the 237 participating doctors between 2008 and 201540. A multi-jurisdictional evaluation of the JCU rural generalist postgraduate courses found withdrawals to be only 23.1%23. However, in that study 47.7% of students in the RGP and 92.0% in the GDRGP were continuing studies at the conclusion of data collection period23, indicating the follow-up duration may have been inadequate to fully examine outcomes. Research has previously shown that course withdrawal for rural generalist trainees was influenced by access to development time and prioritisation of training, motivation and incentives for completion, alignment of course content to trainees’ work roles, and consistent workplace support and supervision23,41. In our study, average trainee development time was 34 minutes per week less than the target set for workplaces in the RGTP program guidelines34, although supervision met the organisational expectation of 1 hour per week35. Protecting development time in busy clinical environments has been consistently identified as a challenge for RGTPs23,27,41, and more broadly for rural clinicians42,43. The substantial range in average development time accrued by our trainees of 0.35 to 13.5 hours per week indicated variation in the strategies used, and potentially the support for and capacity to provide protected development time across workplaces.

Costs of RGTPs have been examined in one other study26. The average implementation cost of an RGTP for a Local Health Network in the South Australian public health system was $28,032 for the 18.6 months average participation period through to completion or separation, or $18,085 per annum. This is $4861 greater than the average annual cost found in our study. The South Australian study had greater average trainee development time costs as a larger proportion of trainees occupied ‘mid-career level’ (Allied Health Professional 2) positions26 at a higher wage rate44, compared to the Queensland Health trainees.

The strength of our analysis lies in the relatively large number and broader composition of trainee and non-trainee groups, compared to other RGTP evaluations in public health systems. Our study included three times more participants26 and more allied health professions than earlier public sector evaluations20,26-28. It covered the majority of non-urban regions of Queensland and implementation sites spanned large rural centres through to very remote communities. Examining costs and retention impacts from the perspective of a local health service should provide valuable operational information for rural and remote healthcare providers.

The retrospective observational design of this study is a limitation as it cannot attribute causation of outcomes to the intervention. Trainees seek and secure employment in RGTPs, which may indicate underlying differences in career objectives or rural generalist capabilities compared to other rural employees. Profiles of the trainee and non-trainee groups indicated moderate variation in age, profession mix, remoteness and experience at commencement, which are variables shown to affect retention5,14,17. Other known rural tenure influences such as rural origin, work unit support, interpersonal relationships and personal factors6,15,17 were not examined and may have varied between participant groups. Some potential health service benefits were not considered in the costing analysis including the impact of trainees’ skill development and service improvement projects on productivity and recruitment efficiencies, as has been shown in other trials26,27. The sample size did not allow analysis of associations between variables such as retention and trainee characteristics, course completions or development time. The study used documentation and data collected for payroll and RGTP program implementation purposes. The accuracy of the data sources was not explicitly tested in the research methodology and reporting errors are possible. The majority of the data collection period corresponded with the health system response to the COVID-19 pandemic. Staffing redeployment and shortages were common in Queensland Health between mid-2020 and late 2021, and workforce impacts across the health system have been widely reported45. This potentially confounded retention and training outcomes in this study.

Trainees were retained in their rural or remote work unit for 22 weeks longer than non-trainees prior to transferring to another Queensland Health service location. Irrespective of whether there is a causal influence of RGTP participation on retention time, the findings show that the additional investment in rural generalist training correctly targeted practitioners that could utilise their learnings in practice for a longer period. Lower turnover can convey benefits to the organisation through reduced vacancy management, recruitment and onboarding burden for the health service14 and improved continuity of care for consumers46. Retention gains of nearly half a year are likely to be considered operationally impactful by rural and remote services. Average retention durations in MM 4 to MM 7 locations, MM 2 to MM 7 locations and in Queensland Health were found to be similar, particularly for the trainee group. This indicates that resignation was a primary driver of attrition from regional, rural and remote Queensland Health positions, rather than relocation to metropolitan jobs within the organisation. Post-separation employment location for the 10 trainees and 17 non-trainees who left the organisation were not available to the research team but may have included further time in rural or remote locations working in other agencies and sectors.

RGTP implementation in this study was skewed towards more remote service locations, potentially reflecting a known rurality gradient of recruitment challenges for allied health professionals14. The South Australian trial had approximately equal proportions of physiotherapy, podiatry, occupational therapy and speech pathology trainees41. In our study, vacancy trends, recruitment outcomes and operational structures responsible for QDOH grant fund-holding in HHSs may have influenced the over-representation of physiotherapy and limited implementation of RGTPs in pharmacy, radiography, and mental health discipline areas. Psychology and social work were only included in the program in January 2021, which contributed to limited RGTP numbers in these professions. Larger trials that allow analysis of profession-specific factors influencing RGTP implementation decisions and trainee outcomes could inform improvements to the RGTP strategy, and contribute to the limited existing evidence of variation in rural recruitment and retention between allied health professions5,14.

Health service costs to redesign a regular early-career clinical role into an RGTP in Queensland Health were 17.9% of the graduate wage rate. Other organisations examining the introduction of RGTPs would need to consider costs in the context of their business and workforce models. Supervisor and manager time may require costing in other agencies and sectors, particularly in fee-for-service settings. For a system-level RGTP funding strategy, centralised coordination is required for policy, program and financial management, health service engagement and support, and evaluation. These costs are not reported in this article as they could not be reliably differentiated in the staffing data from other allied health workforce strategies managed by the QDOH. The South Australian trial of 15 RGTPs estimated central management functions to cost $143,498 over 3 years or $47,833 per annum26.

RGTPs are a rapidly emerging strategy for improving rural and remote allied health workforce outcomes and service sustainability in Australia. Evaluated trials have occurred mostly in state health services and have been limited in size and duration, compared to the more established and better funded Rural Generalist Training strategies in medicine47,48. With no current national funding measures for allied health rural generalism, cross-agency and cross-sectoral collaboration is required to generate opportunities for larger studies, facilitate agreement on common evaluation metrics for workforce, education and service development outcomes, apply findings to refine the RGTP implementation model and improve sharing of successful implementation approaches. Longitudinal tracking of former trainees across employers and jurisdictions would enable longer and more comprehensive evaluation of rural and remote retention and career progression. However, the currently limited national data collection for self-regulated allied health professions in Australia49 is a barrier for this research.

Conclusion

This study provides the largest evaluation of RGTP workforce and education outcomes to date, with encouraging indications of the value of this strategy for the health sector. RGTPs showed encouraging impacts on retention, education and promotion of early-career allied health professionals. These benefits were secured at a manageable cost to rural work units that was fully covered by the organisation funding grants. The RGTPs provide good value for health services through targeting training and development resourcing to early-career allied health professionals who are retained longer in rural or remote communities.

Acknowledgements

The authors wish to thank Professor Joshua Byrnes, Centre for Applied Health Economics, Griffith University for his support with methods and analysis, and Dr Megan Rattray, Menzies Health Institute Queensland, Griffith University, for her assistance with project design, management and analysis.

Funding

This research was funded by the Office of the Chief Allied Health Officer, Department of Health, Queensland Health.

Conflicts of interest

Four authors were employees of the funding body for the implementation and evaluation of the RGTPs. They were not involved in the data analysis.

AI disclosure statement

All authors confirm that no AI or AI-assisted technologies were used for this research or preparation of the manuscript.

References

1 O'Sullivan BG, Worley P. Setting priorities for rural allied health in Australia: a scoping review. Rural and Remote Health 2020; 20(2): 5719. DOIhttps://doi.org/10.22605/RRH57199
2 Australian Institute of Health and Welfare (AIHW). Health workforce. AIHW, 2022. https://www.aihw.gov.au/reports/workforce/health-workforceweb link (Accessed 25 June 2024).
3 Versace VL, Skinner TC, Bourke L, Harvey P, Barnett T. National analysis of the Modified Monash Model, population distribution and a socio-economic index to inform rural health workforce planning. Australian Journal of Rural Health 2021; 29(5): 801810. DOIhttps://doi.org/10.1111/ajr.12805 PMid:34672057https://www.ncbi.nlm.nih.gov/pubmed/34672057
4 Australian Government Department of Health and Aged Care. Allied health practitioner dashboards. Canberra, Australia: Australian Government Department of Health and Aged Care, 2024. https://hwd.health.gov.au/alld-dashboards/index.htmlweb link (Accessed 9 July 2024).
5 Cosgrave C. Context matters: findings from a qualitative study exploring service and place factors influencing the recruitment and retention of allied health professionals in rural Australian public health services. International Journal of Environmental Research and Public Health 2020; 17(16): 5815. DOIhttps://doi.org/10.3390/ijerph17165815 PMid:32796738https://www.ncbi.nlm.nih.gov/pubmed/32796738
6 Kumar S, Tian EJ, May E, Crouch R, McCulloch M. ‘You get exposed to a wider range of things and it can be challenging but very exciting at the same time': enablers of and barriers to transition to rural practice by allied health professionals in Australia. BMC Health Services Research 2020; 20(1): 105. DOIhttps://doi.org/10.1186/s12913-020-4954-8 PMid:32041600https://www.ncbi.nlm.nih.gov/pubmed/32041600
7 Cortie CH, Garne D, Parker-Newlyn L, Ivers RG, Mullan J, Mansfield KJ, et al. The Australian health workforce: disproportionate shortfalls in small rural towns. Australian Journal of Rural Health 2024; 32(3): 538546. DOIhttps://doi.org/10.1111/ajr.13121 PMid:38597124https://www.ncbi.nlm.nih.gov/pubmed/38597124
8 Community Affairs References Committee, Parliament of Australia. The factors affecting the supply of health services and medical professionals in rural areas. Canberra, Australia: Commonwealth of Australia, 2012. http://www.aph.gov.au/Parliamentary_Business/Committees/Senate/Community_Affairs/Completed_inquiries/2010-13/rurhlth/report/indexweb link (Accessed 6 August 2024).
9 Australian Institute of Health and Welfare (AIHW). Use of chronic disease management and allied health Medicare services. Canberra, Australia: AIHW, 2022. https://www.aihw.gov.au/reports/chronic-disease/medicare-chronic-disease-allied-health-itemsweb link (Accessed 15 July 2024).
10 Disney G, Yang Y, Summers P, Kavanagh A, Bonyhady B, Deane K. The NDIS in Victoria: are there inequities in participants' plan size and spending? Melbourne, Australia: University of Melbourne, 2021. https://disability.unimelb.edu.au/__data/assets/pdf_file/0003/4082178/Report-NDIS-in-Victoria-Quantitative_FINAL.pdfweb link (Accessed 25 June 2024).
11 Lincoln M, Gallego G, Dew A, Bulkeley K, Veitch C, Bundy A, et al. Recruitment and retention of allied health professionals in the disability sector in rural and remote New South Wales, Australia. Journal of Intellectual & Developmental Disability 2014; 39(1): 8697. DOIhttps://doi.org/10.3109/13668250.2013.861393 PMid:22726758https://www.ncbi.nlm.nih.gov/pubmed/22726758
12 Campbell N, McAllister L, Eley D. The influence of motivation in recruitment and retention of rural and remote allied health professionals: a literature review. Rural and Remote Health 2012; 12: 1900. DOIhttps://doi.org/10.22605/RRH1900 PMid:22845190https://www.ncbi.nlm.nih.gov/pubmed/22845190
13 O'Toole K, Schoo A, Stagnitti K, Cuss K. Rethinking policies for the retention of allied health professionals in rural areas: a social relations approach. Health Policy 2008; 87(3): 326332. DOIhttps://doi.org/10.1016/j.healthpol.2008.01.012 PMid:18336949https://www.ncbi.nlm.nih.gov/pubmed/18336949
14 Chisholm M, Russell D, Humphreys J. Measuring rural allied health workforce turnover and retention: what are the patterns, determinants and costs? Australian Journal of Rural Health 2011; 19(2): 8188. DOIhttps://doi.org/10.1111/j.1440-1584.2011.01188.x PMid:21438950https://www.ncbi.nlm.nih.gov/pubmed/21438950
15 Brown L, Smith T, Wakely L, Little A, Wolfgang R, Burrows J. Preparing graduates to meet the allied health workforce needs in rural Australia: short-term outcomes from a longitudinal study. Education Sciences 2017; 7(2): 64. DOIhttps://doi.org/10.3390/educsci7020064
16 Durey A, Haigh M, Katzenellenbogen JM. What role can the rural pipeline play in the recruitment and retention of rural allied health professionals? Rural and Remote Health 2015; 15(3): 3438. DOIhttps://doi.org/10.22605/RRH3438 PMid:26290155https://www.ncbi.nlm.nih.gov/pubmed/26290155
17 Cosgrave C, Maple M, Hussain R. An explanation of turnover intention among early-career nursing and allied health professionals working in rural and remote Australia – findings from a grounded theory study. Rural and Remote Health 2018; 18(3): 4511. DOIhttps://doi.org/10.22605/RRH4511 PMid:30173537https://www.ncbi.nlm.nih.gov/pubmed/30173537
18 Playford D, Moran MC, Thompson S. Factors associated with rural work for nursing and allied health graduates 15–17 years after an undergraduate rural placement through the University Department of Rural Health program. Rural and Remote Health 2020; 20(1): 5334. DOIhttps://doi.org/10.22605/RRH5334
19 Morris ME, Brusco NK, McAleer R, Billett S, Brophy L, Bryant R, et al. Professional care workforce: a rapid review of evidence supporting methods of recruitment, retention, safety, and education. Human Resources for Health 2023; 21(1): 95. DOIhttps://doi.org/10.1186/s12960-023-00879-5 PMid:38093376https://www.ncbi.nlm.nih.gov/pubmed/38093376
20 Nancarrow S, Roots A, Grace S, Young G, Barlow K. Evaluation of the Queensland Health Allied Health Rural Generalist Training Program. Southern Cross University, 2015. https://www.health.qld.gov.au/__data/assets/pdf_file/0020/145910/ahrgtpreportatta.pdfweb link (Accessed 25 June 2024).
21 Services for Australian Rural and Remote Allied Health (SARRAH). Resource 3: Allied Health Rural Generalist Pathway: multi-jurisdictional strategy. Canberra, Australia: SARRAH, 2023. https://sarrah.org.au/ahrgp-resourcesweb link (Accessed 6 August 2024).
22 Dymmott A, Milte R, Cleland J, Khanna D, Brebner C, George S, et al. The Allied Health Rural Generalist Training and Education Scheme (TAHRGETS) evaluation. Flinders University and Services for Australian Rural and Remote Allied Health (SARRAH), 2025. https://pub-b0561b18fd0b407ba7c21f42b2d2de7e.r2.dev/TAHRGETS Evaluation Report_Published.pdfweb link (Accessed 17 March 2026).
23 Barker R, Chamberlain-Salaun J, Harrison H, Nash R, Nielsen I, Harvey D, et al. Evaluation of the Allied Health Rural Generalist Program 2017–2019. Australian Journal of Rural Health 2021; 29(2): 158171. DOIhttps://doi.org/10.1111/ajr.12745 PMid:33982849https://www.ncbi.nlm.nih.gov/pubmed/33982849
24 Services for Australian Rural and Remote Allied Health (SARRAH). Allied Health Rural Generalist Pathway. Canberra, Australia: SARRAH, 2023. https://sarrah.org.au/ahrgweb link (Accessed 18 May 2026).
25 Queensland Health. Allied Health Rural Generalist Training Positions. Queensland Government, 2017. https://www.health.qld.gov.au/__data/assets/pdf_file/0021/700284/ahrgtpsummary1516.PDFweb link (Accessed 22 July 2024).
26 Dymmott A, Brebner C, George S, Campbell N, May J, Gill R, et al. The allied health rural generalist pathway: a cost consequence analysis. Rural and Remote Health 2024; 24(2): 8557. DOIhttps://doi.org/10.22605/RRH8557 PMid:38872279https://www.ncbi.nlm.nih.gov/pubmed/38872279
27 McMaster E, Reid T, Farquhar E, McMaster D, Buckley D, Green E. Responding to rural allied health workforce challenges in the public health system: evaluation of the Allied Health Rural Generalist Pathway pilot in western New South Wales. Australian Journal of Rural Health 2021; 29(5): 701720. DOIhttps://doi.org/10.1111/ajr.12797 PMid:34672053https://www.ncbi.nlm.nih.gov/pubmed/34672053
28 Williams J, Moore R. Allied Health Rural Generalist Training Program: experiences from the Top End. In: National Allied Health Conference (Ed.). Proceedings of the 13th National Allied Health Conference. Brisbane, Australia. 2019. https://www.nahc.com.au/wp-content/uploads/2019/09/1200-6-AUGUST-P11-R-MOORE.pdfweb link (Accessed 4 November 2024).
29 Harrison H, Palermo C, Devine SG, Chamberlain-Salaun J, Nash R, Barker RN. Building the capacity of rural allied health generalists through online postgraduate education: a qualitative evaluation. Rural and Remote Health 2023; 23(3): 7754. DOIhttps://doi.org/10.22605/RRH7754 PMid:37622465https://www.ncbi.nlm.nih.gov/pubmed/37622465
30 Queensland Government. Hospital and Health Boards Act 2011. Brisbane, Australia: Queensland Government, 2024. https://www.legislation.qld.gov.au/view/whole/html/inforce/2024-07-01/act-2011-032web link (Accessed 4 November 2024).
31 Queensland Health. Human resources policy: C15 allowances. Brisbane, Australia: Queensland Government, 2020. https://www.health.qld.gov.au/__data/assets/pdf_file/0024/164157/qh-pol-099.pdfweb link (Accessed 6 August 2024).
32 Australian Government Department of Health and Aged Care. Modified Monash Model. Canberra, Australia: Australian Government Department of Health and Aged Care, 2024. https://www.health.gov.au/topics/rural-health-workforce/classifications/mmmweb link (Accessed 3 September 2024).
33 Queensland Health. Allied Health Rural Generalist Pathway overview. Brisbane, Australia: Queensland Government, 2019.
34 Queensland Health. Allied Health Rural Generalist training positions guide. Brisbane, Australia: Queensland Government, 2025. https://www.health.qld.gov.au/ahwac/html/rural-remote/trainingpositionsweb link (Accessed 29 April 2025).
35 Queensland Health. Guideline for credentialing, defining the scope of clinical practice and professional support for allied health professionals (version 5). Brisbane, Australia: Queensland Government, 2023. https://www.health.qld.gov.au/system-governance/policies-standards/health-service-directives/credentialing-and-defining-the-scope-of-clinical-practice/credentialing,-defining-the-scope-of-clinical-practice-guidelineweb link (Accessed 6 August 2024).
36 James Cook University. Rural Generalist Program. Townsville, Australia: James Cook University, 2024. https://www.jcu.edu.au/academy/research-centres-and-programs/rural-generalist-programweb link (Accessed 13 August 2024).
37 James Cook University. Graduate Diploma of Rural Generalist Practice. Townsville, Australia: James Cook University, 2024. https://www.jcu.edu.au/courses/graduate-diploma-of-rural-generalist-practiceweb link (Accessed 13 August 2024).
38 Queensland Industrial Relations Commission (QIRC). Health Practitioners and Dental Officers (Queensland Health) Certified Agreement (No. 3) 2019. Brisbane, Australia: Queensland Government, 2020. https://www.qirc.qld.gov.au/sites/default/files/2020_cb55.pdf?v=1597801894web link (Accessed 22 June 2024).
39 Buykx P, Humphreys J, Wakerman J, Pashen D. Systematic review of effective retention incentives for health workers in rural and remote areas: towards evidence-based policy. Australian Journal of Rural Health 2010; 18(3): 102109. DOIhttps://doi.org/10.1111/j.1440-1584.2010.01139.x PMid:20579020https://www.ncbi.nlm.nih.gov/pubmed/20579020
40 Sen Gupta T, Manahan D, Lennox D, Taylor N, Stewart R, Telfer J, et al. The Queensland Health Rural Generalist Pathway: demonstrable impacts on rural medical workforce. In: National Rural Health Alliance (Ed.). Proceedings of the 13th National Rural Health Conference 24–27 May 2015. Darwin, Australia. 2015.
41 Dymmott A, George S, Campbell N, Brebner C. Sustaining our rural allied health workforce: experiences and impacts of the allied health rural generalist pathway. BMC Health Services Research 2024; 24(1): 749. DOIhttps://doi.org/10.1186/s12913-024-11207-5 PMid:38898443https://www.ncbi.nlm.nih.gov/pubmed/38898443
42 Keane S, Lincoln M, Smith T. Retention of allied health professionals in rural New South Wales: a thematic analysis of focus group discussions. BMC Health Services Research 2012; 12: 175. DOIhttps://doi.org/10.1186/1472-6963-12-175 PMid:22726758https://www.ncbi.nlm.nih.gov/pubmed/22726758
43 Ducat W H, Burge V, Kumar S. Barriers to, and enablers of, participation in the Allied Health Rural and Remote Training and Support (AHRRTS) program for rural and remote allied health workers: a qualitative descriptive study. BMC Medical Education 2014; 14: 194. DOIhttps://doi.org/10.1186/1472-6920-14-194 PMid:25238872https://www.ncbi.nlm.nih.gov/pubmed/25238872
44 South Australian Employment Tribunal. South Australian Public Sector Enterprise Agreement: Salaried 2021. Adelaide, Australia: South Australia Government, 2021. https://www.agd.sa.gov.au/industrial-relations/current-agreements/SA-Public-Sector-Enterprise-Agreement-Salaried-2021.pdfweb link (Accessed 19 November 2024).
45 Department of the Prime Minister and Cabinet. COVID-19 Response Inquiry roundtable summary – impacts on health services. Canberra, Australia: Australian Government, 2024. https://www.pmc.gov.au/resources/covid-19-response-inquiry-roundtable-summary-impacts-health-servicesweb link (Accessed 19 November 2024).
46 Veginadu P, Russell D J, Zhao Y, Guthridge S, Ramjan M, Jones M P, et al. Patterns of health workforce turnover and retention in Aboriginal Community Controlled Health Services in remote communities of the Northern Territory and Western Australia, 2017-2019. Human Resources for Health 2024; 22(1): 58. DOIhttps://doi.org/10.1186/s12960-024-00942-9 PMid:39175025https://www.ncbi.nlm.nih.gov/pubmed/39175025
47 Australian Government Department of Health and Aged Care. National Rural Generalist Pathway. Canberra, Australia: Australian Government Department of Health and Aged Care, 2023. https://www.health.gov.au/our-work/national-rural-generalist-pathwayweb link (Accessed 15 April 2025).
48 Australian Government Department of Health and Aged Care. Budget 2025–26: strengthening Medicare health workforce. Australian Government Department of Health and Aged Care, 2025. https://www.health.gov.au/sites/default/files/2025-03/budget-2025-26-strengthening-medicare-health-workforce.pdfweb link (Accessed 15 April 2025).
49 Health Policy Analysis. Allied health workforce data gap analysis: issues paper. Australian Government Department of Health, 2022. https://www.health.gov.au/sites/default/files/documents/2022/09/allied-health-workforce-data-gap-analysis-issues-paper_1.pdfweb link (Accessed 27 November 2024).