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Record W4413162369 · doi:10.1007/s13384-025-00886-6

The Australian professional standards for educators: analysing cognitive, affective and pedagogical expectations in First Nations education policy

2025· article· en· W4413162369 on OpenAlex
Kami Hazlewood, Sara Weuffen

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueThe Australian Educational Researcher · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
FundersQueensland University of Technology
KeywordsCognitionPsychologyProfessional standardsPedagogyPolitical scienceEngineering ethicsEngineeringPsychiatry

Abstract

fetched live from OpenAlex

Abstract The Australian Professional Standards for Teachers, Middle Leaders, and Principals detail the minimum professional expectations that educators ought to demonstrate at each level. They were developed to ensure equitable practices across the entire Australian education system, including schools and initial teacher education programs. However, limited scholarship has explored the capacity to which these professional standards assist educators in supporting nationally stated goals of First Nations students’ attendance, achievement and attainment. In this manuscript, we examine how the standards came to reflect and direct Australia’s sociopolitical and education policies and practices. We then undertake two connected analyses: one using taxonomies to critically assess the professional cognitive, affective, and pedagogical expectations of educators, and one using a poststructuralist lens to discuss the potential impacts of the standards on enacting equity and reconciliation in schooling. Our analysis reveals that in relation to the specifically tagged Aboriginal and/or Torres Strait Islander standards, the minimum expectations for all levels of professional practice are cognitively and affectively low but pedagogically high. We argue that these minimum expectations are complicit in perpetuating deficit cultural discourses of underachievement, and thus, call for a rethink of the actioning language of the standards to tackle ingrained sociopolitical structures of racism, relationality, and bias inherent in Australian schooling.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.752
Threshold uncertainty score0.986

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0150.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.112
GPT teacher head0.533
Teacher spread0.421 · 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