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Record W3087537020 · doi:10.1142/s0116110521500050

Policy-Driven Boom and Bust in the Housing Market: Evidence from Mongolia

2021· article· en· W3087537020 on OpenAlexaboutno aff
Gan‐Ochir Doojav, Davaasukh Damdinjav

Bibliographic record

VenueAsian Development Review · 2021
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHousing Market and Economics
Canadian institutionsnot available
Fundersnot available
KeywordsBoomBustInterest rateEconomicsSubsidyQuarter (Canadian coin)Monetary economicsLabour economicsMarket economyGeography

Abstract

fetched live from OpenAlex

This paper examines the effects of a mortgage interest rate subsidy on booms and busts in the housing market by analyzing the Housing Mortgage program in Mongolia. We find that the most recent housing boom in Mongolia occurred from the second quarter (Q2) of 2012 to first quarter (Q1) of 2014, and that the subsequent housing bust lasted 4 years. Both house-specific factors and macroeconomic variables had a significant influence on housing price dynamics. Mortgage interest rate semielasticity and real household income elasticity were estimated as −3 and 1.4, respectively. Dynamic analysis of the estimated vector error correction models suggests that the country’s policy intervention in the mortgage market—introducing an interest rate subsidy on mortgage loans for residential properties of up to 80 square meters—drove the recent housing boom in Mongolia.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.603
Threshold uncertainty score0.685

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 studies0.0000.000
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 head0.047
GPT teacher head0.248
Teacher spread0.201 · 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
GenreReview

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

Citations4
Published2021
Admission routes1
Has abstractyes

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