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Record W4413447031 · doi:10.5430/afr.v14n3p18

Sustainability and Green Financing: Perspectives of Undergraduate Accounting Students in Malaysia

2025· article· en· W4413447031 on OpenAlexvenueno aff
Mohd Fairuz Adnan, Nurhazrina Mat Rahim, Syed Iskandar Zulkarnain Sayd Idris, Aida Maria Ismail, Yusri Hazrol Yusoff, Saleh Hashim

Bibliographic record

VenueAccounting and Finance Research · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEnvironmental Sustainability in Business
Canadian institutionsnot available
FundersUniversiti Teknologi MARA
KeywordsSustainabilityAccountingBusinessEconomicsFinanceEcology

Abstract

fetched live from OpenAlex

This conceptual paper examines the relationship between sustainability education and the perspectives of undergraduate accounting students in Malaysia regarding green financing. The study focuses on four key dimensions that shape student views: awareness of sustainable development, perceived importance of sustainable development, understanding of green financing's role in sustainability, and evaluation of accounting curriculum adequacy. Against Malaysia's backdrop as a regional leader in green Islamic finance through innovations like the world's first sovereign green sukuk, the paper explores how these educational factors influence future accounting professionals' orientations toward sustainability.The conceptual analysis identifies critical connections between classroom learning and professional preparedness in sustainable finance. The study highlights essential alignment opportunities by mapping current accounting education approaches against Malaysia's progressive sustainability policies and financial sector developments. The paper provides a structured examination of how curriculum design and content delivery might better equip students with relevant sustainability competencies.This work contributes to ongoing discussions about modernizing accounting education to address evolving industry demands, particularly in emerging economies that are making significant strides in sustainable finance. The conceptual framework offers educators and policymakers a systematic way to evaluate and enhance sustainability integration in accounting programs. The analysis concludes by identifying promising directions for future research and curriculum development in this vital area of professional education.

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)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.003
Scholarly communication0.0090.003
Open science0.0010.005
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.015
GPT teacher head0.313
Teacher spread0.298 · 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 designObservational
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
Published2025
Admission routes1
Has abstractyes

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