Overview of scoped data
| ID | Type | Year | Author | Publisher | Main points |
|---|---|---|---|---|---|
| 1 | Journal article | 2003 | Young | Carfax | Compares the national qualifications frameworks of several nations, noting that the AQF is especially “weak” – it has little power to influence the practice of education without institutional collaboration |
| 2 | Conference Paper | 2005 | Sargison et al. | University of Queensland | A pilot usage of an ePortfolio tool throughout a university unit showed an increased insight and demonstration into the graduate attributes of the university as perceived by staff, though student awareness levels remained neutral |
| 3 | Conference Paper | 2005 | Cranney et al. | UniServe Science | Discusses the implementation of a “graduate attributes portfolio” into a course at a university, showing that students found it useful for identifying their employability skills and communicating them to employers |
| 4 | Conference Paper | 2008 | Muldoon | Pearson Education | Discusses certification of extra-curricular activities at a university as a framework to develop graduate attributes, emphasising intercultural communication and personal development in university settings |
| 5 | Conference Paper | 2008 | Nagarajan and Edwards | Australian Computer Society | Explores non-technical work experiences of Australian IT graduates. Research demonstrates major challenges and gaps that exist in integrating technical knowledge with workplace expectations for IT graduates |
| 6 | Conference Paper | 2008 | Oliver | Australian Universities Quality Agency (“AUQA”) | Highlights the importance of aligning graduate attributes with industry demands through stakeholder feedback, curriculum mapping, and work-integrated learning Advocates for building teaching staff capacity, fostering collaboration with industry, and incorporating real-world scenarios to enhance work-readiness |
| 7 | Journal Article | 2009 | Green et al. | Routledge | Graduate attributes are conceptually unclear and it is difficult to integrate skills education into modern tertiary education institutions. Argues that skills education would require substantial institutional investment, including from government stakeholders |
| 8 | Journal Article | 2009 | Nair et al. | Taylor & Francis | Proposes re-engineering graduate skills through a case study approach, emphasising the importance of aligning education outcomes with industry requirements |
| 9 | Book chapter | 2010 | McInnis | Springer | Recognises the role of the Australian Qualifications Framework (“AQF”) in the national strategy for lifelong learning |
| 10 | Conference Paper | 2010 | Oliver et al. | AUQA | Introduces the Graduate Employability Indicators (GEI) to capture broader stakeholder perspectives on the achievement and importance of employability attributes |
| 11 | Journal Article | 2011 | Oliver et al. | Emphasises the importance of key capabilities. However, employers and academics stress the need for better demonstration of these skills by new graduates, recommending improvements through authentic assessments and clearer identification of curriculum-developed capabilities | |
| 12 | Journal Article | 2012 | Donleavy | Emerald Publishing | Examines how the graduate attribute frameworks of various Australian universities align to TEQSA accreditation requirements, finding that graduate attributes tend to be “confus[ing] and ineffective …” as a consequence of a conflict between training “citizenship, society and ethics” and managing employment-based outcomes |
| 13 | Journal Article | 2012 | Jackson and Chapman | Society for Research in Higher Education (SRHE) | Australian business graduates have similar graduate attributes to those in the UK, although Australian academics studied focus on cognitive skills and less on social skills than their UK counterparts |
| 14 | Journal Article | 2013 | Thomas et al. | Cambridge University Press | Graduate attributes have been developed to address the needs of industry. Incorporation of graduate attributes into curricula has been difficult and slow. Industry was surveyed on the non-technical skills in most demand and still reported that university graduates are not well-prepared for entry into industry |
| 15 | Book Chapter | 2013 | Sadler et al. | Sense Publishers | Discusses the assessment of graduate attributes, embracing the subjective nature of it and empowering assessment via psychometric methods, as these qualities are often psychological constructs |
| 16 | Journal Article | 2014 | Nagarajan and Edwards | Graduate attributes are often seen more as a compliance tool than a focus for teaching and learning in curriculum. Discipline-specific skills are often not embedded in an institution’s overall graduate attributes | |
| 17 | Conference Paper | 2015 | Bennett et al. | Higher Education Research and Development Society of Australasia (HERDSA) | University graduates are not gaining the graduate attributes that employers are looking for within their education, and interventions can be developed within their institutions to account for this |
| 18 | Journal Article | 2016 | Hill et al. | Routledge | Brief overview of graduate attribute program development in higher education institutions which establishes the contemporary research context |
| 19 | Journal Article | 2016 | Sandri et al. | Carfax | Explores the use of vignettes as a type of assessment method of graduate attributes |
| 20 | Journal Article | 2017 | Jorre de St Jorre and Oliver | HERDSA | Examines a case study where graduate capabilities were renamed as graduate learning outcomes. Study found that these were still very generic and a greater context to the wider employability discussion and an ability to assess them would be beneficial |
| 21 | Journal Article | 2017 | Sarkar et al. | University of Sydney | Discusses an intervention in the form of a workshop held within a university faculty to explore the topic of skills and graduate employability, as well as student preparedness. The workshop was well-received by students who felt it was a more effective way of communicating the skills-employability nexus |
| 22 | Journal Article | 2018 | Oliver and Jorre de St Jorre | Routledge | Graduate attribute frameworks are poorly communicated to the public, especially students. Institutional data collection practices do not align with graduate attribute frameworks, resulting in poor quality data available regarding the efficiency of these programs. Recommends actions to align attributes with future employment needs, including explicit assessment, contextualising and communicating attributes at the course level, and regularly updating attributes to remain relevant in a rapidly changing environment |
| 23 | Journal Article | 2018 | Cook, P. | Berghahn Books | Examines the graduate attribute agenda of Australian universities. Finds that graduate attribute frameworks tend to focus on job-related outcomes of education and find little support within academic curriculum design as a consequence |
| 24 | Book chapter | 2021 | Naqvi | IGI | Graduate qualities are not linked to curriculum (including assessments) in individual university subjects |
| 25 | Journal article | 2021 | Hammer et al. | Routledge | Australian universities conceptualise graduate attributes as outside of broader outcome-based initiatives |
| 26 | Journal Article | 2022 | Cook, E. | Deakin University | Identifies significant issues with how graduate attribute frameworks are commonly deployed, including: the reduction of university education to job training, the unclear relation between graduate attributes and employability, the weak integration of graduate attribute frameworks into curriculum, and the conflict between graduate attributes as “generic” and “specific” and teachable separate from disciplinary curricula |
| 27 | Book chapter | 2023 | Bean et al. in Dawkins et al. | Melbourne University Press | Recommends a national “platform infrastructure to define and connect skills and capabilities” with “rich skill descriptors” and a “framework for assessment” |
| 28 | Journal Article | 2023 | Gouda-Vossos et al. | Open Access Publishing Association | Discusses an intervention in the form of a capstone style, for-credit elective career development module, which addresses the skills gap, through developing transferable skills, and awareness of those skills required by employers for students in STEM. The module positively impacted student self-perceived employability, with the greatest impact in the areas of “awareness of opportunity”, “perceptions of future success”, and “confidence in skills” |
| 29 | Survey (n = 86) | 2024 | n/a | n/a | Majority of respondents have not heard of the “Graduate Qualities/Attributes” of their institution Majority of respondents believe that university education has prepared them for the workforce at most “moderately well” Qualities in the areas of disciplinary expertise, critical thinking/problem solving, and oral/written communication were commonly considered relevant Students within technical disciplines struggled to connect socially-oriented skills to their education Students feel they are insufficiently guided in their skills education, and feel they identify their soft skills absent of institutional support or recognition Students feel that soft skills are valued by employers, and want more support to develop them from their institutions |
| 30 | Expert Interview 1 | 2024 | Evans, M | Personal communication | Graduate quality framework at (University) is intended to develop skills and capabilities to support work and career readiness Students struggle to identify their skills and capabilities, and this leads them to have a lower ability to adapt to different working contexts after graduation “Adaptability” is recognised as the most critical soft skill, and one which most others support in some part Graduate quality frameworks need to be highly adaptable to changing circumstances, especially changes in industry |
| 31 | Expert Interview 2 | 2024 | Rampe, M and Saddiqui, S | Personal communication | (University) does not use a graduate quality framework in their curriculum design process, and interviewee believed that this made course learning outcomes less clear Graduate qualities are difficult to communicate by graduates to employers, largely as a result of employers having little to no guidance on their meaning It is difficult to integrate soft skills education into curriculum design as they are inherently complex to measure, therefore it is not feasible to validate their acquisition through assessment Students show interest in an approach to soft skills education that lets them decide which skills they want to focus on |
| 32 | Expert Interview 3 | 2024 | Pardy, K | Personal communication | While universities tend to be efficient at developing student’s graduate qualities, they struggle to instil a sense among students of how these qualities are developing The language used in graduate qualities frameworks can be difficult to parse for students early in their education, leading them to only understand the purpose of the framework closer to graduation Graduate quality frameworks tend to be outdated and need “reinterpretation” for a contemporary context of employment and education Degree of integration of graduate quality framework relatively consistent between faculties and programs |
| 33 | Expert Interview 4 | 2024 | Anonymous | Personal communication | International students feel especially unsupported by their universities in communicating skills to employers, alongside further issues that complicate their employment in the Australian workforce While extracurricular activities, such as internships, have an outsized impact on graduate outcomes, these are primarily being utilised by students from higher socio-economic backgrounds who would nevertheless have had largely positive outcomes. Students with greater need for career support tend not to have the resources to engage with it Students are not comfortable communicating their skills to employers. More collaboration between academic and career-supporting departments are needed in Australian universities |
| 34 | Expert Interview 5 | 2024 | Anonymous | Personal communication | Graduate qualities at (university) are aligned to accreditation requirements, meaning they are limited in scope by what learning outcomes are expected at the regulatory level. This allows (university) a relatively strong ability to validate the success of their graduate quality framework, as audits can be held alongside regulatory data collection Students rarely engage with information about programs before adopting them, causing them to have little comprehension of how graduate qualities are developed early in their educational pathway New developments in curriculum design at (university) more effectively communicate to students about key graduate qualities such as critical thinking |
| 35 | Industry Report | 2024 | Hennessy | Personal communication | There is considerable commonality in the articulation of graduate qualities/attributes across higher education institutions in Australia. In some instances, almost a uniformity for attributes such as problem solving/critical thinking, communication, and lifelong learning/ongoing inquiry. Refer Table 5 in the Discussion section of this paper |
| 36 | Government Submission | 2024 | Learning Creates Australia | Learning Creates Australia | A co-design approach to designing a national skills taxonomy (integral to an NSP) is advocated for in response to a Consultation by national agency Jobs and Skills Australia |
| 37 | Government Submission | 2024 | Universities Australia | Universities Australia | Supports the establishment of a national taxonomy of skills (integral to an NSP) which “gives learners, workers, and employers an understanding of the skills they have … in a format … most appropriate to their needs.” |
| 38 | Conference Paper | 2024 | Kitto | UMAP 2024 | Analyses the current context of skills passports internationally, finding that they are barely differentiated from “ePortfolio” solutions such as LinkedIn. Argues that future skills passport development will need to account for data aggregation from diverse sources and be portable across a variety of locations and contexts to be truly successful, proposing some solutions to these challenges |
| 39 | Journal Article | 2024 | Geertshuis et al. | Routledge | Focuses on the teaching of generic capabilities and leans into classic theories to propose that for greater success in this regard, students need to be enthused, have the chance to explore, extend themselves, and exhibit their capabilities |
| ID | Type | Year | Author | Publisher | Main points |
|---|---|---|---|---|---|
| 1 | Journal article | Young | Carfax | Compares the national qualifications frameworks of several nations, noting that the AQF is especially “weak” – it has little power to influence the practice of education without institutional collaboration | |
| 2 | Conference Paper | Sargison | University of Queensland | A pilot usage of an ePortfolio tool throughout a university unit showed an increased insight and demonstration into the graduate attributes of the university as perceived by staff, though student awareness levels remained neutral | |
| 3 | Conference Paper | Cranney | UniServe Science | Discusses the implementation of a “graduate attributes portfolio” into a course at a university, showing that students found it useful for identifying their employability skills and communicating them to employers | |
| 4 | Conference Paper | Muldoon | Pearson Education | Discusses certification of extra-curricular activities at a university as a framework to develop graduate attributes, emphasising intercultural communication and personal development in university settings | |
| 5 | Conference Paper | Nagarajan and Edwards | Australian Computer Society | Explores non-technical work experiences of Australian IT graduates. Research demonstrates major challenges and gaps that exist in integrating technical knowledge with workplace expectations for IT graduates | |
| 6 | Conference Paper | Oliver | Australian Universities Quality Agency (“AUQA”) | Highlights the importance of aligning graduate attributes with industry demands through stakeholder feedback, curriculum mapping, and work-integrated learning | |
| 7 | Journal Article | Green | Routledge | Graduate attributes are conceptually unclear and it is difficult to integrate skills education into modern tertiary education institutions. Argues that skills education would require substantial institutional investment, including from government stakeholders | |
| 8 | Journal Article | Nair | Taylor & Francis | Proposes re-engineering graduate skills through a case study approach, emphasising the importance of aligning education outcomes with industry requirements | |
| 9 | Book chapter | McInnis | Springer | Recognises the role of the Australian Qualifications Framework (“AQF”) in the national strategy for lifelong learning | |
| 10 | Conference Paper | Oliver | AUQA | Introduces the Graduate Employability Indicators (GEI) to capture broader stakeholder perspectives on the achievement and importance of employability attributes | |
| 11 | Journal Article | Oliver | Emphasises the importance of key capabilities. However, employers and academics stress the need for better demonstration of these skills by new graduates, recommending improvements through authentic assessments and clearer identification of curriculum-developed capabilities | ||
| 12 | Journal Article | Donleavy | Emerald Publishing | Examines how the graduate attribute frameworks of various Australian universities align to TEQSA accreditation requirements, finding that graduate attributes tend to be “confus[ing] and ineffective …” as a consequence of a conflict between training “citizenship, society and ethics” and managing employment-based outcomes | |
| 13 | Journal Article | Jackson and Chapman | Society for Research in Higher Education (SRHE) | Australian business graduates have similar graduate attributes to those in the UK, although Australian academics studied focus on cognitive skills and less on social skills than their UK counterparts | |
| 14 | Journal Article | Thomas | Cambridge University Press | Graduate attributes have been developed to address the needs of industry. Incorporation of graduate attributes into curricula has been difficult and slow. Industry was surveyed on the non-technical skills in most demand and still reported that university graduates are not well-prepared for entry into industry | |
| 15 | Book Chapter | Sadler | Sense Publishers | Discusses the assessment of graduate attributes, embracing the subjective nature of it and empowering assessment via psychometric methods, as these qualities are often psychological constructs | |
| 16 | Journal Article | Nagarajan and Edwards | Graduate attributes are often seen more as a compliance tool than a focus for teaching and learning in curriculum. Discipline-specific skills are often not embedded in an institution’s overall graduate attributes | ||
| 17 | Conference Paper | Bennett | Higher Education Research and Development Society of Australasia (HERDSA) | University graduates are not gaining the graduate attributes that employers are looking for within their education, and interventions can be developed within their institutions to account for this | |
| 18 | Journal Article | Hill | Routledge | Brief overview of graduate attribute program development in higher education institutions which establishes the contemporary research context | |
| 19 | Journal Article | Sandri | Carfax | Explores the use of vignettes as a type of assessment method of graduate attributes | |
| 20 | Journal Article | Jorre de St Jorre and Oliver | HERDSA | Examines a case study where graduate capabilities were renamed as graduate learning outcomes. Study found that these were still very generic and a greater context to the wider employability discussion and an ability to assess them would be beneficial | |
| 21 | Journal Article | Sarkar | University of Sydney | Discusses an intervention in the form of a workshop held within a university faculty to explore the topic of skills and graduate employability, as well as student preparedness. The workshop was well-received by students who felt it was a more effective way of communicating the skills-employability nexus | |
| 22 | Journal Article | Oliver and Jorre de St Jorre | Routledge | Graduate attribute frameworks are poorly communicated to the public, especially students. Institutional data collection practices do not align with graduate attribute frameworks, resulting in poor quality data available regarding the efficiency of these programs. Recommends actions to align attributes with future employment needs, including explicit assessment, contextualising and communicating attributes at the course level, and regularly updating attributes to remain relevant in a rapidly changing environment | |
| 23 | Journal Article | Cook, P. | Berghahn Books | Examines the graduate attribute agenda of Australian universities. Finds that graduate attribute frameworks tend to focus on job-related outcomes of education and find little support within academic curriculum design as a consequence | |
| 24 | Book chapter | Naqvi | IGI | Graduate qualities are not linked to curriculum (including assessments) in individual university subjects | |
| 25 | Journal article | Hammer | Routledge | Australian universities conceptualise graduate attributes as outside of broader outcome-based initiatives | |
| 26 | Journal Article | Cook, E. | Deakin University | Identifies significant issues with how graduate attribute frameworks are commonly deployed, including: the reduction of university education to job training, the unclear relation between graduate attributes and employability, the weak integration of graduate attribute frameworks into curriculum, and the conflict between graduate attributes as “generic” and “specific” and teachable separate from disciplinary curricula | |
| 27 | Book chapter | Bean | Melbourne University Press | Recommends a national “platform infrastructure to define and connect skills and capabilities” with “rich skill descriptors” and a “framework for assessment” | |
| 28 | Journal Article | Gouda-Vossos | Open Access Publishing Association | Discusses an intervention in the form of a capstone style, for-credit elective career development module, which addresses the skills gap, through developing transferable skills, and awareness of those skills required by employers for students in STEM. The module positively impacted student self-perceived employability, with the greatest impact in the areas of “awareness of opportunity”, “perceptions of future success”, and “confidence in skills” | |
| 29 | Survey ( | 2024 | n/a | n/a | Majority of respondents have not heard of the “Graduate Qualities/Attributes” of their institution |
| 30 | Expert Interview 1 | 2024 | Evans, M | Personal communication | Graduate quality framework at (University) is intended to develop skills and capabilities to support work and career readiness |
| 31 | Expert Interview 2 | 2024 | Rampe, M and Saddiqui, S | Personal communication | (University) does not use a graduate quality framework in their curriculum design process, and interviewee believed that this made course learning outcomes less clear |
| 32 | Expert Interview 3 | 2024 | Pardy, K | Personal communication | While universities tend to be efficient at developing student’s graduate qualities, they struggle to instil a sense among students of how these qualities are developing |
| 33 | Expert Interview 4 | 2024 | Anonymous | Personal communication | International students feel especially unsupported by their universities in communicating skills to employers, alongside further issues that complicate their employment in the Australian workforce |
| 34 | Expert Interview 5 | 2024 | Anonymous | Personal communication | Graduate qualities at (university) are aligned to accreditation requirements, meaning they are limited in scope by what learning outcomes are expected at the regulatory level. This allows (university) a relatively strong ability to validate the success of their graduate quality framework, as audits can be held alongside regulatory data collection |
| 35 | Industry Report | 2024 | Hennessy | Personal communication | There is considerable commonality in the articulation of graduate qualities/attributes across higher education institutions in Australia. In some instances, almost a uniformity for attributes such as problem solving/critical thinking, communication, and lifelong learning/ongoing inquiry. Refer |
| 36 | Government Submission | Learning Creates Australia | Learning Creates Australia | A co-design approach to designing a national skills taxonomy (integral to an NSP) is advocated for in response to a Consultation by national agency Jobs and Skills Australia | |
| 37 | Government Submission | Universities Australia | Universities Australia | Supports the establishment of a national taxonomy of skills (integral to an NSP) which “gives learners, workers, and employers an understanding of the skills they have … in a format … most appropriate to their needs.” | |
| 38 | Conference Paper | Kitto | UMAP 2024 | Analyses the current context of skills passports internationally, finding that they are barely differentiated from “ePortfolio” solutions such as LinkedIn. Argues that future skills passport development will need to account for data aggregation from diverse sources and be portable across a variety of locations and contexts to be truly successful, proposing some solutions to these challenges | |
| 39 | Journal Article | Geertshuis | Routledge | Focuses on the teaching of generic capabilities and leans into classic theories to propose that for greater success in this regard, students need to be enthused, have the chance to explore, extend themselves, and exhibit their capabilities |
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