MétaCan
Menu
Back to cohort
Record W4388702441 · doi:10.1057/s41599-023-02354-x

Did the 2012 Spanish law reform to protect mortgage debtors modify banks’ lending behavior?

2023· article· en· W4388702441 on OpenAlexaboutno aff
Rafael González‐Val

Bibliographic record

VenueHumanities and Social Sciences Communications · 2023
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHousing Market and Economics
Canadian institutionsnot available
FundersAgencia Estatal de InvestigaciónMinisterio de Ciencia e InnovaciónEuropean Regional Development FundFundación Ramón Areces
KeywordsInterest rateDecreeInflation (cosmology)UnemploymentPaymentEconomicsQuarter (Canadian coin)Panel dataFloating interest rateBusinessMonetary economicsFinanceEconometricsLawGeographyMacroeconomicsPolitical science

Abstract

fetched live from OpenAlex

Abstract Royal Decree-Law 6/2012 introduced a new Code of Good Practice for Spanish banks and financial institutions with the aim of protecting low-income debtors. In this study, we examine the impact of this legal reform on the lending behavior of banks. We analyze quarterly data spanning from 2005 to 2020(Q1) across the 17 Spanish NUTS II regions. Our analysis employs panel data models incorporating regional, year, and quarter fixed effects, as well as linear and quadratic region-specific time trends. We also include other relevant control variables at the regional level, such as house prices, inflation rates, and unemployment rates. Our findings indicate that the Code had a significant and negative effect on the number of new mortgage loans, the average interest rate, and the average ratio between monthly mortgage payments and wage costs.

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)0.001
metaresearch head score (Gemma)0.000
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: none
Teacher disagreement score0.921
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0040.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.255
GPT teacher head0.307
Teacher spread0.052 · 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.

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

Citations2
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueHumanities and Social Sciences CommunicationsSame topicHousing Market and EconomicsFrench-language works237,207