The need for a higher custody threshold for indigenous offenders in Victoria

Over-representation of indigenous persons in the criminal justice system has changed little since the Royal Commission into Aboriginal Deaths in Custody (RCIADIC) - claim by the Victorian Department of Justice that a key recommendation of RCIADIC had been implemented, namely that imprisonment should be a sentence of last resort for indigenous offenders - how to ensure that imprisonment is a sanction of last resort when indigenous prisoners present for sentence.

Private protected areas? Assessing the suitability for incorporating conservation agreements over private land into the National Reserve System : a case study of Victoria

All Australian governments are committed to the establishment of a  comprehensive, adequate and representative system of conservation  reserves. Many of the most threatened species and communities throughout Australia occur mainly or wholly on private land. A range of mechanisms has been developed to achieve conservation on private land. This article  assesses the legal security, permanence and management intent of such mechanisms in Victoria, in relation to protected area criteria. The  implications of this analysis for the Australian National Reserve System and landowners with these mechanisms on their properties are discussed.

The need for low bias algorithms in classification learning from large data sets

This paper reviews the appropriateness for application to large data sets of standard machine learning algorithms, which were mainly developed in the context of small data sets. Sampling and parallelisation have proved useful means for reducing computation time when learning from large data sets. However, such methods assume that algorithms that were designed for use with what are now considered small data sets are also fundamentally suitable for large data sets. It is plausible that optimal learning from large data sets requires a different type of algorithm to optimal learning from small data sets. This paper investigates one respect in which data set size may affect the requirements of a learning algorithm — the bias plus variance decomposition of classification error. Experiments show that learning from large data sets may be more effective when using an algorithm that places greater emphasis on bias management, rather than variance management.

Pricing in the museum sector : the need to balance social responsibility and organisational viability

An essential component of marketing strategy is pricing. Pricing in museums, however, is problematic as issues beyond cost recovery or surplus, such as social responsibilities, need to be considered. This area of marketing is under researched. The aim of this study is to address the research gap by synthesising the literature on pricing strategy in the museum sector. The study found that there are a number of strategies being advocated with regard to pricing in the museum sector in the literature, each representing various perspectives of museology. A research agenda was proposed to assist marketers in the museum sector to meet their organisational needs, whilst balancing their social responsibilities.

The need to vent and dissatisfactory self-service technology encounters

Reports of customer dissatisfaction with self-service technologies (SSTs) are becoming increasingly common. The SST context is characterised by customer participation in service production and delivery, independently of service personnel. With no opportunity for humanto- human interaction, feelings of customer irritation and frustration can have a tendency to build-up in dissatisfactory SST encounters. If SSTs do not perform as promised, customers can become angry and frustrated, and do not have the security or reassurance of human service personnel. With this in mind, it is argued that customers’ “need to vent” will be an important predictor of customers’ complaint behaviours (CCBs), i.e., voice, negative word of mouth, negative “word of mouse”, third party action, false loyalty and exit, in dissatisfactory SST encounters. The “need to vent” is defined as the need, when one has a problem, to seek relief by expressing one’s problem / “getting it off one’s chest”. This construct has been subject to little conceptual or empirical scrutiny, and to the researchers’ knowledge, has not been previously operationalised or measured. This paper begins to address this gap by presenting a conceptual model and hypotheses depicting the relationships between the need to vent and CCBs in the context of SSTs.

Assessing the likely impact of mandatory residential sessions for engineering and technology students

Off-campus students are important to the Deakin School of Engineering and Technology – in 2003, 47.5 % of all enrolments in the main engineering and technology Bachelor courses were off-campus students. In 2005, the School will be compelled, for professional accreditation, to introduce annual two-week mandatory residential sessions into its engineering and technology courses. In 2004, prior to its implementation, the impacts of the introduction of a mandatory on-campus residential element into engineering and technology courses were unknown. This research project sought to understand these impacts, so that strategies could be developed to minimise the likely impact of these changes. In engineering, off-campus study is an essential element of access to education for those in remote locations and/or seeking to upgrade their qualifications whilst employed. There was very little support from any students (on- or offcampus) for the introduction of residential sessions. The School should expect that the introduction of mandatory residential sessions will reduce the number of off-campus students enrolling to study engineering and technology.

The need to keep vigilant against academic fundamentalism

In today's academic society, the likelihood of researchers succumbing to fundamentalism is a grave threat. In this paper, my main argument is that academics are often tempted to put their personal needs (i.e. recognition and opportunities for more money) ahead of their value for research. Consequently, it becomes easier for them to stray into a space where they are no longer being driven by scientific rigor and debate. Despite the internal and external pressures that we face, there is a need for vigilance to avoid this from occurring to ensure that the true notion of researching a science and our academic responsibility are fulfilled.

The need for a culturally inclusive andragogy for collaborative design learning

In recognition of the apparent paradox between the cultural-systems of Asia and the West and the teaching and learning styles they promote, this platform paper aims to propose how research might investigate differences between achievement and diverse learning preferences at various stages of the design process in the multi-cultural studios of Deakin University. The paper presents a Strategic Teaching and Learning Grant project currently running at Deakin as a reflexive research program aimed at resolving the learning difficulties of international students collaborating in three undergraduate design studios. The primary aim of this program is to inform a new culturally inclusive andragogy for problem-based design teaching through experiential
learning theory.

Fine motor difficulties: the need for advocating for the role of occupational therapy in schools

Background: Fine motor difficulties can impact on the academic, social and emotional development of a student. Aim: The aims of this paper are to: (i) investigate the need for support to students experiencing fine motor  difficulties from the perspective of their classroom teachers, and (ii) report on the level of knowledge teachers have in regard to the role of occupational therapists in supporting students with fine motor difficulties.  Methods: Fifteen teachers from a stratified random sample of public schools within two regions of Victoria, Australia, were interviewed in this qualitative, grounded theory investigation. Results: Results showed that the current level of support for students with fine motor difficulties is inadequate. Conclusion: Occupational therapists in Victoria need to advocate their role in developing the fine motor skills of students at both an organisational and an individual level in order to increase the access of students with fine motor difficulties to occupational therapy services.

ICT and girls: the need for a large scale intervention programme

In recent years there have been fewer students enrolling into ICT courses and subsequently there has been a significant decline in ICT graduates. The decline in participation by females has been even greater than for males resulting in a further widening of the gender imbalance in this discipline. Much of the research indicates that it is the early years that influence children's decisions regarding career choice. For many girls, although
they are initially interested and engaged with IT in their early years of schooling, this fades as they reach middle and senior secondary school. Reasons for this decline in interest include the perceptions that, among other things, IT is ‘geeky’, male dominated and generally not a people focused career. There have been many initiatives to try and redress the problem however most are localised, poorly funded and depend very much on one key individual usually in schools. This paper briefly describes the outcomes of the Young Girls ICT project designed to encourage girls to continue with computing. The paper considers what the best options might be for encouraging more girls to continue to study computing.

Lack of integration of medical education in Australia: the need for change

The lack of cohesion across health and education sections and national and state jurisdictions is counterproductive to effective national policies in medical education and training. Existing systems in Australia for medical education and training lack coordination, and are under resourced and under pressure. There is a need for a coordinated national approach to assessment of international medical graduates, and for meeting their education and training needs. The links between prevocational and vocational training must be improved. Tensions between workforce planning, education and training can only be resolved if workforce and training agencies work collaboratively. All prevocational positions should be designed and structured to ensure that service, training, teaching and research are appropriately balanced. There is a need for more health education research in Australia.