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Record W4396777011 · doi:10.26618/ojip.v13i3.11397

Trade finance evolution: a comparative study of regulatory reforms in factoring policies for SMEs in India and China

2023· article· en· W4396777011 on OpenAlexaff
Amit Kumar Kashyap, Simran Lunagariya

Bibliographic record

VenueOtoritas Jurnal Ilmu Pemerintahan · 2023
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicGlobal trade and economics
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsFactoringChinaTrade financeBusinessInternational tradeFinancial systemEconomicsFinancePolitical scienceMacroeconomicsPublic finance

Abstract

fetched live from OpenAlex

This paper evaluates the effectiveness of the Factoring Regulation (Amendment) Bill 2021 in stabilizing the economic situation of micro, small, and medium-sized enterprises (MSMEs) in India using doctrinal research methods and comparative study. It compared the factoring regulations of India and China. The authors analyse the ramifications of the recent amendments to the Factoring law via a comprehensive literature review, legal frameworks, and comparative analysis of India and China. This study seeks to cast light on the potential of the Factoring Law in addressing the financial challenges encountered by SMEs in India. The findings provide policymakers, stakeholders, and researchers with vital insights into the regulatory framework's effectiveness and potential improvement areas. The research concluded that factoring is an important worldwide trade financing tool for economic development and financial inclusion since it promotes entrepreneurship, private enterprise, and supply chain finance. In order to raise its standing, India may consider adopting features from the Chinese Civil Code, setting regulations for factoring rights transfer, and prioritising creditor interests.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.071
Threshold uncertainty score0.766

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.071
GPT teacher head0.273
Teacher spread0.202 · 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 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

Citations1
Published2023
Admission routes1
Has abstractyes

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