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Record W4411092741 · doi:10.1177/23220058251334748

Student Perspectives of the Value of General Education in Professional Studies: Investigating a Law School in Bangladesh

2025· article· en· W4411092741 on OpenAlexaff
Fahim Abrar Abid, M. Nasrul Kamal, Nisharga Nirjan

Bibliographic record

VenueAsian Journal of Legal Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsValue (mathematics)SociologyMathematics educationPedagogyLawPolitical sciencePsychologyEngineering ethicsEngineeringMathematicsStatistics

Abstract

fetched live from OpenAlex

Legal education in Bangladesh has undergone changes, but the integration of general education remains limited. Countries leading the global legal arena prioritize general education in their evolving education systems. However, stakeholders in Bangladeshi legal education have not advocated for significant curricular reforms, resulting in the absence of quality graduates. While some universities have implemented general education programmes, the lack of emphasis on student perspectives hinders progress. This research addresses this gap by investigating the value of undergraduate law students at BRAC University (a leading university in Bangladesh) on the general education curriculum. The study employs a mixed-methods approach, combining a literature review, quantitative online surveys with 138 students and extensive in-person interviews with students from 12 representative categories. The scope focuses on BRAC University but draws comparisons with other Bangladeshi and top global and Asian universities for context. Finding out how general education adds value to legal professional studies with the objective of assessing the effectiveness of general education curriculum in Bangladesh law schools, the research analyses results and interview findings to provide practical recommendations for the current educational landscape. This study focuses on and is limited to student perspectives, a crucial element often overlooked in curriculum development, and aims to influence positive change through effective, practical and visionary recommendations in Bangladeshi legal education. The research concludes that the importance of general education is immensely rising among the students and, consequently, the research meaningfully contributes to the existing literature shaped through experts’ and academicians’ perspectives by including a student-centric approach.

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 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)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.705
Threshold uncertainty score0.983

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.024
GPT teacher head0.445
Teacher spread0.420 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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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