MétaCan
Menu
← Back to cohort

A model of management learning for occupational therapists in small business in Australia

2013· article· en· W7167722 on OpenAlexfundno aff
Jeannine Millsteed

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsnot available
FundersState Government of VictoriaIndustry Canada
KeywordsSmall businessGovernment (linguistics)Context (archaeology)Private sectorPublic relationsBusinessIncentiveNew business developmentProfessional developmentPublic sectorBusiness modelMedicineMarketingMedical educationPolitical scienceEconomic growthEconomics

Abstract

fetched live from OpenAlex

This research sought to identify factors that contribute to occupational therapists developing management competencies when they become small business owners providing professional clinical services. This is an important for several reasons and precipitated by the Australian government’s introduction of incentives that encourage health professions to move from employment in public hospitals into the private sector, coupled with a recognition that occupational therapists receive no formal business training in their professional education, and the reported high levels of business failure in the small business sector. A review of the literature established the value of small business to the Australian economy, growth in the health sector generally, and increasing opportunities for allied health professionals to consider starting their own small business. Such a move requires occupational therapists to gain mastery as business managers in addition to their existing professional clinical knowledge and skills. The context of the research was set with a review of the literature on management development in small businesses, which indicates that professionals starting their own small business often have poorly developed management skills, and some experience high rates of failure. Theories on management development in small business were reviewed, and the conclusion drawn that a gap in knowledge on how occupational therapists develop their management skills existed. These gaps in the literature gave rise to the principal research question, that being ‘what factors contribute to the success of occupational therapists as small business owners providing professional services?’ Four related questions focused on motivations for starting a business, the management competencies needed, learning management competencies, and perceptions of business success. The study used a qualitative exploratory approach. Twenty-six female occupational therapists, who were small business owners were interviewed on their experiences of becoming a business manager. Purposive sampling ensured diversity across backgrounds, prior experience, clinical specialisations, and the age of the business. A thematic analysis of data built an understanding about why and how occupational therapists develop their management capabilities in small business. The principal factors affecting the development of the participants’ business and management skills were the interactions between their initial motivations for start-up, career aspirations, and engagement with external business environments. The participants learnt their business skills through a combination of formal learning prior to starting their businesses, and informal learning once they started their businesses. Lower-level learning occurred in the more routine and operational processes, the ‘know-how’ aspects of the business. However, most of their higher level learning was through discontinuous events that had serious consequences for their businesses if not addressed. These higher-level learning events resulted in participants understanding that ‘know-why’ change was needed, and a transformation in their understanding about themselves as business managers. The participants were central in determining the level of interaction between the resources and capabilities in their internal environments, and engagement with external environments that enable the development of their business and management capabilities. The findings led to a theoretical proposition on how occupational therapists make the transition to develop their management capabilities and become successful small business owners. A model of business starts with the nascent business owner assessing their business capabilities, learning to identify environmental opportunities and risks, and finally learning to identify and respond to new opportunities and changing circumstances in the external environment, was developed.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.028
Threshold uncertainty score0.089

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0080.009
Scholarly communication0.0090.006
Open science0.0020.007
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0120.002

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.342
GPT teacher head0.516
Teacher spread0.174 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2013
Admission routes1
Has abstractyes

Explore more

Same topicOccupational Therapy Practice and Research→French-language works237,207→