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Record W2893796855 · doi:10.5539/jsd.v11n5p162

The 'Green’ Premium in Israel: Measuring the Effects of Environmental Certification on Housing Prices

2018· article· en· W2893796855 on OpenAlexvenueno aff
Elise Machline, David Pearmutter, Moshe Schwartz

Bibliographic record

VenueJournal of Sustainable Development · 2018
Typearticle
Languageen
FieldEngineering
TopicSustainable Building Design and Assessment
Canadian institutionsnot available
Fundersnot available
KeywordsApartmentCertificationPrice premiumGreen buildingBusinessEconomicsAgricultural economicsWillingness to payMicroeconomicsEngineeringCivil engineeringManagement

Abstract

fetched live from OpenAlex

‘Green’ building initiatives have led to the emergence of market-based policy approaches in a number of countries. Many of these have taken the form of environmental certification for buildings. A number of studies have examined the additional construction costs involved in achieving ‘green’ certification, and these studies suggest that they are relatively low, around 2% on average. Evidence is accumulating, however, that the "green premium" – or the extra cost that homebuyers pay to purchase a property in a certified green building – is systematically higher than this. This study aims to identify the nature and scale of the "green premium" in Israel, based on a novel comparative calculation method developed to examine how much ‘green’ building certification raises an apartment's price. We also examine how economically profitable it is to purchase a 'green' apartment for the homebuyer and for the Israeli economy overall. Finally, through a case study in Tel Aviv, we shed light on how the implementation of environmentally certified housing may lead to gentrification.

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: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.434
Threshold uncertainty score0.429

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 head0.010
GPT teacher head0.215
Teacher spread0.205 · 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 designBench or experimental
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

Citations6
Published2018
Admission routes1
Has abstractyes

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