Paper Audit

Javier Gil and co-authors: housing, platforms, landlordism and tenant movements in Spain (2019-2026)

17 documents: 13 peer-reviewed articles, 1 special-issue introduction, 3 ministry policy reports. Most are co-authored by Javier Gil; frequent co-authors are Miguel A. Martínez, Lorenzo Vidal and Jorge Sequera.

Analysis modes: 17 document-only, 0 web-verified.

17
documents
174
claims audited
93
issues (20 major+)
96
numeric checks (13 failed)

Overview

The corpus is a coherent critical political-economy research programme on Spanish housing since 2008. It runs from platform hosting (Airbnb hosts' precarity, 2019) through the professionalisation and 'assetization' of short-term rentals (Valencia, Madrid), the state-led reignition of financialization after 2013, the ownership structure and inequality of the rental market (landlord myths, ministry reports on multi-landlords, concentration and wealth), mid-term rentals as regulatory evasion, and the tenant and anti-eviction movements that contest these processes. The descriptive empirical core — supply concentration on Airbnb, the affluence and small population share of landlords, the rise of multi-ownership, the Barcelona mid-term-rental surge around rent controls — is generally well supported and reproducible from the figures printed in the papers. The recurring weakness is the step from descriptive indicators to causal and structural conclusions (displacement counts, rent effects, 'policy package caused the boom', 'tenure not age divides', 'unions were the key factor'), which is often made without counterfactuals and then carried forward as a premise into later papers. Numerical slips are frequent but almost never change the direction of a finding; a few cross-paper inconsistencies reveal reused analyses not updated.

Documents

Click a column header to sort. Rubric score = mean of six 1–5 dimensions. Support index = mean support of rated claims (strong 100 … unsupported 0).

DocumentYearTypeApproach AccessVerdictScoreSupport Claims by supportMajor+ issuesFailed checks
Gil (2019)
Economic redistribution and precariousness. The case of Airbnb hosts
2019 journal article qualitative document only partially supported 2.2 39
25422
2 0
Gil & Sequera (2020)
The professionalization of Airbnb in Madrid: far from a collaborative economy
2020 journal article quantitative document only mostly supported 3.3 67
351211
1 1
Gil (2021)
Touristification, real-estate rents and capital accumulation through Airbnb. The case of Valencia
2021 journal article quantitative document only mostly supported 3.0 61
5512
1 2
Gil & Martínez (2021)
State-Led Actions Reigniting the Financialization of Housing in Spain
2021 journal article documentary document only partially supported 2.8 61
2242
1 2
Martínez & Gil (2021)
The struggle against home evictions in Spain through documentary films
2021 journal article qualitative document only mostly supported 3.3 49
3221
0 1
Martínez & Gil (2022)
Grassroots struggles challenging housing financialization in Spain
2022 journal article qualitative document only partially supported 3.0 48
152
0 1
Sequera et al. (2022)
The impact of COVID-19 on the short-term rental market in Spain: Towards flexibilization?
2022 research note theoretical document only weakly supported 2.0 36
12311
2 0
Gil (2023)
Not gentrification, not touristification: Short-term rentals as a housing assetization strategy
2023 journal article mixed document only partially supported 2.7 47
193
3 1
Gutiérrez-Cueli et al. (2023)
The Housing Struggle of Working-Class Migrant Women in Spain Through a Double Horizon of Political Temporality
2023 journal article mixed document only mostly supported 3.2 51
252
0 0
Gil & Palomera (2024)
Can Tenants' Unions Challenge Neoliberal Housing Governance? The Emergence of a New Movement in Spain and Its Impact on Post-neoliberal Housing Policy
2024 journal article qualitative document only partially supported 2.7 49
273
2 0
Vidal et al. (2024)
Accommodating 'generation rent': Unsettling dominant discourses on rental housing reform in Catalonia and Spain
2024 journal article mixed document only mostly supported 3.7 66
14311
0 0
Gil et al. (2025)
From 'mom-and-pop' to 'vulnerable landlords': Debunking the mythical figures that legitimise rent extraction and challenge rent control policies
2025 journal article mixed document only mostly supported 3.3 69
33221
1 2
Vidal et al. (2025)
Global corporate landlordism and a new cycle of tenant contention
2025 other review document only mostly supported 3.7 64
421
0 0
Gil et al. (2026a)
The problem of real-estate concentration in Spain (Housing, Consumption and Inequality, Report 2)
2026 policy report quantitative document only partially supported 2.5 48
2331
2 2
Gil et al. (2026b)
A market dominated by multi-landlords: structure and concentration of the Spanish rental market (Report 1)
2026 policy report quantitative document only partially supported 2.8 41
1421
2 0
Gil et al. (2026c)
Income, wealth and housing tenure (Report 3)
2026 policy report quantitative document only mostly supported 3.2 66
14311
1 0
Gil et al. (2026d)
The mid-term rental turn: Between regulatory evasion, asset liquidity and new tenant profiles
2026 journal article quantitative document only partially supported 2.8 54
12331
2 1

Rubric heatmap

Documentconceptual claritylogical coherenceevidential supportmethodological rigortransparencyproportionalityMean
Gil (2019) 3322122.2
Gil & Sequera (2020) 4343333.3
Gil (2021) 4333323.0
Gil & Martínez (2021) 4332322.8
Martínez & Gil (2021) 4433333.3
Martínez & Gil (2022) 4332333.0
Sequera et al. (2022) 3311222.0
Gil (2023) 4322322.7
Gutiérrez-Cueli et al. (2023) 4333333.2
Gil & Palomera (2024) 4322322.7
Vidal et al. (2024) 4343443.7
Gil et al. (2025) 4343333.3
Vidal et al. (2025) 4433443.7
Gil et al. (2026a) 3232322.5
Gil et al. (2026b) 3332422.8
Gil et al. (2026c) 4243423.2
Gil et al. (2026d) 4332322.8
Corpus mean3.763.02.942.413.062.53

Claims across the corpus

11446537611
strong (11)adequate (44)partial (65)weak (37)unsupported (6)not applicable (11)

Support by claim type

Claim typen (rated)Support index
empirical descriptive48 / 48
62
empirical causal40 / 40
38
interpretive30 / 30
54
empirical comparative18 / 18
61
theoretical8 / 10
54
background9 / 10
70
normative4 / 9
57
predictive2 / 5
52
analytical3 / 3
52
definitional1 / 1
25

Descriptive empirical claims (index 62) are considerably better supported than causal ones (38).

Issues by category

203637
critical (0)major (20)moderate (36)minor (37)
CategoryCount
measurement
16
causal inference
13
internal inconsistency
11
logic
10
transparency
9
overgeneralization
8
conceptual
5
missing counterevidence
5
arithmetic
5
citation
3
sampling
3
presentation
3
data quality
2

Numeric checks

6014139
pass (60)minor discrepancy (14)fail (13)not checkable (9)

Themes

T1 Platform hosting, short-term and mid-term rentals

From hosts' lived precarity to the professional, concentrated and assetized structure of Airbnb supply, the pandemic switch, and the mid-term rental turn as regulatory evasion.

Assessment: Strong descriptive evidence of professionalisation and concentration (Madrid especially well reconciled). Housing-market impact claims (rents, supply loss, displacement of 9,047 people) rest on exposure ratios and assumptions. The MTR paper adds hypotheses and regressions, but time-series inference is weak.

T2 State-led financialization and global corporate landlords

How post-2008 Spanish policies (SOCIMI reform, LAU 2013, social housing sales) and global capital conditions produced a new financialization cycle dominated by funds like Blackstone.

Assessment: Legal changes and privatization irregularities are well documented. The causal weight assigned to the 2013 'policy package' is asserted post hoc and later reused as a premise, while the programme's own 2025 synthesis stresses QE and Basel III as drivers.

T3 Landlordism, ownership concentration and housing inequality

Who owns rental housing, how concentrated it is, and the income/wealth gaps between tenants, owners and landlords; the 'mom-and-pop' and 'vulnerable landlord' myths.

Assessment: The most empirically solid strand: landlord prevalence (~9-10% of households) and affluence converge across LCS, EFF and IRPF. Weak points are construct choices (garages counted as property in Report 2; ambiguous cadastral counting in Report 1), definitional slips (owner-occupation), and circular 'tenure vs age' comparisons.

T4 Housing and tenant movements

PAH anti-eviction activism, migrant women's role, documentary representation, campaigns against Bankia and Blackstone, tenants' unions and legislative change.

Assessment: Rich qualitative and insider evidence with useful concepts (counter-hegemonic legislative strategies, double temporality). Outcome attribution relies heavily on participants' accounts; rival explanations and systematic measures of impact are rarely used.

Cross-paper findings (14)

Contradictions, inconsistencies, reused data and corroborations detected by comparing documents with each other (no external data).

Filter:
X1 contradiction moderate Did pandemic STRs return to the residential market?

Gil (2023) states that during the pandemic 'STRs did not return to the residential market (Gil et al., 2023)' and uses this to argue for housing-policy (not tourism-policy) responses. Gil, Vidal & Yrigoy (2026) cite the same source for STR units being 'temporarily redirected to residential or mid-term segments'. Sequera et al. (2022) document central Madrid long-term listings rising from 1,300 to 4,600 and back to 1,900, and Gil (2021) reported hosts 'directly ending the business and renting in the residential market'. The evidence supports a temporary switch, largely under seasonal contracts; the 2023 paper's unqualified statement understates it.

Implication: The policy argument in Gil (2023) should be qualified: switching occurred but was temporary and often outside long-term residential contracts.

X2 numeric inconsistency minor Scale of evictions after 2008

Martínez & Gil (2021, films) report 'on average 80,000 evictions per year between 2009 and 2015' (≈560,000), while Gil & Martínez (2021, state-led) report 409,000 evictions for 2009-2018. The films paper's own footnote gives repossessions of 40,740 (2011) and 64,902 (2015), ~80% homes.

Implication: Background figures need harmonised definitions (foreclosures vs evictions vs repossessions).

X3 error propagation minor Tenant poverty rate carried over from an earlier analysis

Vidal, Gil & Martínez (2024) report 36.3% of tenants at risk of poverty (LCS 2021). Gil, Vidal & Martínez (2025) switch to LCS 2023 and report 30.16% in the results but 36.28% in the conclusions — matching the earlier paper.

Implication: Signals copy-forward of text between papers; direction of findings unaffected.

X4 data reuse moderate Same Valencia 2019 scrape, undisclosed change of rent-gap method

Gil (2021) and Gil (2023) analyse the identical 31 July 2019 InsideAirbnb Valencia dataset. Errors propagate (7,654 − 451 − 46 ≠ 7,203; single-host share 71.91% instead of 71.66%). The rent-gap formula changes (availability-based vs occupancy with 15% commission) giving €500-1,200 vs €497-958 per month, without acknowledgement; the 'not habitual residence' threshold shifts from 90/182 days to 60 days.

Implication: Readers cannot tell which estimate is preferred; magnitudes are assumption-driven.

X5 method drift moderate Shifting thresholds for 'commercial' / 'non-residential' listings

Availability >182 days defines commercial listings in Gil (2021) and Gil & Sequera (2020); Gil (2021) also uses >90 days to argue non-residence; Gil (2023) uses >60 days to estimate homes 'extracted from the rental market' and displacement.

Implication: Lower thresholds mechanically raise displacement estimates; sensitivity analysis is never reported.

X6 definition drift major What counts as property and as an owner across the ministry series

Report 2 counts any real-estate unit (garages, shops, offices) as 'inmuebles' and defines 'propietario' excluding owner-occupying landlords (so 63.9% is not owner-occupation). Report 3 of the same series restricts wealth and landlord status to dwellings, and its age-specific 2022 ownership rates (31.8%-84%) imply overall owner-occupation around 72-75%. Report 1 counts cadastral references (possibly including non-dwelling units).

Implication: Headline figures of Report 2 (owner decline to 63.9%, multi-owner majority) are not comparable with Reports 1 and 3 and overstate housing concentration.

X7 corroboration positive Landlord prevalence converges at ~9-10% of households

LCS 9.32% / 9% (2021), EFF 9.87% / 9.79% (2022), IRPF 9.04% / 9.3% all agree; CIS gives 3.2-3.9% (narrower question). EFF 2020 at 7% (Delclós et al.) is the outlier.

Implication: One of the most robust findings of the corpus.

X8 corroboration positive Landlords' income advantage is consistent across sources and years

Median incomes: LCS 2021 landlords €40,293 vs tenants €18,457; LCS 2023 €45,977 vs €22,851; EFF 2022 single landlords €50,959, multi-landlords €80,375, tenants €21,335. Ratios of ~2x (LCS) and 2.4-3.8x (EFF) are consistent with definitional differences.

Implication: The refutation of the 'vulnerable landlord' figure is robust.

X9 corroboration positive Multi-landlord share of dwellings: Barcelona vs Spain

Barcelona deposit-register data (OMHB) give 60.3% of privately let dwellings owned by multi-property landlords; the IRPF panel gives 60.8% for Barcelona-resident landlords and 52.8% nationally. Gil, Vidal & Martínez (2025) had extrapolated the Barcelona figure to 'the majority of Spain's rental units' before national data existed; Report 1 later supports a (narrower) national majority.

Implication: Independent sources converge; note the 2025 paper's separate error of saying most landlords (not dwellings) are multi-property.

X10 citation chain moderate The 'policy package' causal claim becomes a premise

Gil & Martínez (2021) attribute the 2014-2020 boom to the 2013 SOCIMI/LAU/privatization package, post hoc. Later papers state as settled that 'the reforms achieved their objective' (Gil & Palomera 2024), that the package 'contributed to generating expectations of profitability' (Vidal et al. 2024), and build periodisations on it (Martínez & Gil 2022; Gil 2023). The 2025 special-issue introduction instead foregrounds QE, low rates and Basel III as drivers of GCL expansion.

Implication: A contested interpretation gains apparent robustness through self-citation; the programme's own later synthesis implicitly weakens it.

X11 numeric inconsistency minor Madrid social-housing sale prices vs construction cost

Martínez & Gil (2022) say the ~5,000 units were sold 'below market prices, and even below construction costs'. The IVIMA table in Gil & Martínez (2021) shows the 2,935-unit sale exceeded construction cost by ≈€17.7m overall (below cost in only 3 of 11 municipalities), and its totals row is mis-summed. Minor discrepancies: 1,860 vs 1,861 units; rents '+40%' vs '+50%'.

Implication: Below-market pricing rests on court findings, not on the cost table.

X12 corroboration positive Later data temper earlier demand-side claim

Sequera et al. (2022) asserted that STR continuity rested on a demand shift to digital nomads, students and expats. Gil, Vidal & Yrigoy (2026), with Idealista search data, find foreign demand is not a significant driver in multivariate models (an 'enabler'), while confirming the seasonal-contract mechanism.

Implication: Shows the programme updating claims with better data.

X13 data reuse minor Overlapping interview material across movement papers

The same Madrid activist testimony about Bankia's PowerPoint negotiation protocols appears in Martínez & Gil (2022, coded E40, 2015) and in Gutiérrez-Cueli et al. (2023).

Implication: Interview pools overlap; independent corroboration across these papers is weaker than it appears.

Dependency map

Arrows point from a paper to a later paper that uses its conclusion as a premise. Edge colour = status of that premise (green robust, orange contested, red fragile); node colour = verdict.

G gil_2019_recerca_hosts Gil (2019) Economic redistribution and precariousness. The case of… gil_2022_airbnb_madrid Gil & Sequera (2020) The professionalization of Airbnb in Madrid: far from a… gil_2019_recerca_hosts->gil_2022_airbnb_madrid gil_2021_valencia_airbnb Gil (2021) Touristification, real-estate rents and capital accumulatio… gil_2024_assetization_valencia Gil (2023) Not gentrification, not touristification: Short-term… gil_2021_valencia_airbnb->gil_2024_assetization_valencia gil_martinez_2023_state_led Gil & Martínez (2021) State-Led Actions Reigniting the Financialization of… martinez_gil_2024_grassroots Martínez & Gil (2022) Grassroots struggles challenging housing… gil_martinez_2023_state_led->martinez_gil_2024_grassroots gil_palomera_2024_tenants_unions Gil & Palomera (2024) Can Tenants' Unions Challenge Neoliberal Housing Governance… gil_martinez_2023_state_led->gil_palomera_2024_tenants_unions vidal_gil_2024_generation_rent Vidal et al. (2024) Accommodating 'generation rent': Unsettling dominant… gil_martinez_2023_state_led->vidal_gil_2024_generation_rent gil_vidal_2026_midterm_rental Gil et al. (2026d) The mid-term rental turn: Between regulatory evasion,… gil_2024_assetization_valencia->gil_vidal_2026_midterm_rental vidal_gil_2025_corporate_landlordism Vidal et al. (2025) Global corporate landlordism and a new cycle of tenant… gil_palomera_2024_tenants_unions->vidal_gil_2025_corporate_landlordism gil_vidal_2025_vulnerable_landlords Gil et al. (2025) From 'mom-and-pop' to 'vulnerable landlords':… vidal_gil_2024_generation_rent->gil_vidal_2025_vulnerable_landlords
PaperRelies onPremiseStatus
Gil & Palomera (2024)Gil & Martínez (2021)The 2013 reforms achieved their objective of attracting international capital and created a new speculative cycle.contested
Martínez & Gil (2022)Gil & Martínez (2021)Periodisation: state-led measures after 2013 ignited a new financialization cycle.contested
Vidal et al. (2024)Gil & Martínez (2021)Policy package liberalised rental contracts, exempted REITs and privatised portfolios, generating profitability expectations.contested
Gil (2023)Gil (2021)Valencia 2019 supply structure, concentration and rent gap.robust
Gil et al. (2025)Vidal et al. (2024)Identification of the 'vulnerable landlord' argument and LCS-based refutation.robust
Gil et al. (2026d)Gil (2023)Liquidity/flexibility as a motive for landlords to choose less regulated rental forms.fragile
Vidal et al. (2025)Gil & Palomera (2024)Tenant organisations co-drafted legislation; shift from defensive to offensive policy.contested
Gil & Sequera (2020)Gil (2019)Distinction between peer-to-peer hosts and professional multi-listing hosts.robust

Assessment of the research programme

A productive and internally coherent research programme whose descriptive findings are generally sound and often reproducible from the published figures, and whose concepts (STR assetization, policy package, counter-hegemonic legislative strategies, double temporality, landlord myths) are clearly articulated. Its evidential weak point is systematic: causal and structural conclusions are drawn from descriptive or single-case evidence, estimates built on strong assumptions are later cited as findings or minimums, and contested interpretations become premises through self-citation. Work published from 2024 onward (Reports 1 and 3, the mid-term rental paper) shows improved methodological transparency.

Strengths

  • Consistent focus and cumulative development of a clear theoretical agenda.
  • Heavy use of administrative and survey microdata (IRPF panel, EFF, LCS) in later work, with convergent results.
  • Most arithmetic reconciles; Madrid Airbnb and mid-term rental figures are internally exemplary.
  • Explicit positionality in activist/insider research.
  • Willingness to present mixed evidence (e.g. rent-control literature, H3 in the MTR paper).

Recurring weaknesses

  • Causal claims from exposure ratios or before/after sequences without counterfactuals (rent effects, displacement, policy package, union impact).
  • Assumption-driven estimates reframed as minimums (9,047 displaced; ≥27.89% supply loss).
  • Construct validity problems in key indicators (calendar availability, listings as stock, 'inmuebles' including garages, cadastral references, guest capacity as occupancy).
  • Frequent small arithmetic and reporting slips; a few copy-forward errors between papers.
  • Qualitative samples rarely described (interviewee composition, theme frequencies).
  • Insider evaluation of movement outcomes without triangulation.

Evolution over time

2019-2022: theory-led essays and descriptive scraping studies. 2023-2024: conceptual syntheses (assetization, landlord myths, tenants' unions) that lean on earlier findings. 2025-2026: richer administrative data (IRPF, EFF), explicit hypotheses and regressions, and more detailed methodological notes — though inference and construct issues persist.

Recommendations