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Record W3174649509

Challenging Collaborative Consumption at a Critical Juncture: Airbnb in the Matrix of Gentrification and Colonization

2021· dissertation· en· W3174649509 on OpenAlexfundno aff
Viktoriya Vinik

Bibliographic record

VenueUWSpace (University of Waterloo) · 2021
Typedissertation
Languageen
FieldBusiness, Management and Accounting
TopicSharing Economy and Platforms
Canadian institutionsnot available
FundersUniversity of Waterloo
KeywordsGentrificationJunctureColonizationConsumption (sociology)GeographyMatrix (chemical analysis)Economic geographySociologyEngineeringCivil engineeringArchaeologySocial scienceMaterials science
DOInot available

Abstract

fetched live from OpenAlex

Ten years since the nationwide J14 housing protests against Israel’s increasing cost of living, affordable housing remains just as scarce, even prompting some city-dwellers to seek cheaper living in West Bank settlements – a military-occupied Palestinian Territory. Given that Israel is often called the Start-Up Nation, Airbnb’s rise in Tel Aviv-Yaffo and West Bank settlements was exceptional. Thus, my thesis aims to determine Airbnb’s role in the Tel Aviv-Yaffo housing crisis and the West Bank settlement economy. My research demonstrates the ways in which Airbnb accelerates the existing historic trends in Tel Aviv-Yaffo and the West Bank by introducing new capital flows via the sharing platforms. 
\nWhile existing Israeli literature on Airbnb’s activity in Tel Aviv-Yaffo has done an adequate job of addressing the phenomenon as a policy and legal issue, none have understood it within Israel-Palestine’s gentrification-colonization matrix. My contribution is applying Anglo gentrification literature to consider how these activities unfold in particular ways within Israel-Palestine’s unique colonial context. Through a post-colonial lens, my thesis reveals how Airbnb has exacerbated the housing crisis by converting residential units into illegal hotels, displaced marginalized Jews in south Tel Aviv-Yaffo, turned human rights violations into tourist attractions, and further displaced Palestinian Arabs living both within and outside the Green Line.

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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.237
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.014
GPT teacher head0.217
Teacher spread0.203 · 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
Published2021
Admission routes1
Has abstractyes

Explore more

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