AVENAAI COMPLIANCE

AI Data Compliance Statement

Avena Terminal's commitment to transparent, auditable, and compliant AI data practices. This document addresses requirements under the EU AI Act (Regulation 2024/1689) for high-risk AI systems involving financial decision support.

Last updated: 2026-04-12 · Version 1.0

1. Data Provenance

Source: Direct developer listing feeds via Apinmo API
Coverage: 1,881 properties, 100 towns, 10 regions
Geography: Costa Blanca, Costa Calida, Costa del Sol (Spain)
Data type: New build residential property listings
Developers: 2 unique developers tracked
License: CC BY 4.0 (public dataset)
DOI: 10.5281/zenodo.19520064

2. Scoring Methodology Transparency

The Avena Investment Score (0-100) is a deterministic, fully transparent weighted linear combination:

S = 0.40·V + 0.25·Y + 0.20·L + 0.10·Q + 0.05·R
V (40%)
Price vs Market
Y (25%)
Rental Yield
L (20%)
Location
Q (10%)
Build Quality
R (5%)
Completion Risk

Full methodology: /about · Formal ontology: /ontology

3. Bias Analysis

Regional Distribution

RegionProperties% of TotalAvg Score
Costa del Sol75740%50
Costa Blanca South46825%50
Costa Calida25514%48
Costa Blanca North22912%51
Costa Blanca South - Inland824%63
Costa Calida - Inland432%47
Costa del Sol (Cadiz)241%53
Costa Blanca North - Inland131%55
Costa Tropical70%48
Costa del Sol - Inland30%32

Property Type Distribution

TypeCountAvg Score
Villa40153
Apartment78349
Penthouse35853
Townhouse16953
Bungalow16640

Score variance across regions and types is within expected range. No systematic bias detected in the scoring model. Regional score differences reflect genuine market conditions (pricing efficiency, yield potential, and location attributes).

4. Update Frequency

Property data: Daily ingestion cycle
Score recomputation: Every ingestion cycle
Market reference prices: Weekly update
Yield estimates: Monthly recalibration
Avena Pulse (market intelligence): Daily at 07:00 UTC
Event detection: Daily at 07:30 UTC

5. Human Oversight

Data review: All automated scoring outputs are subject to human review. Anomalous scores (deviating >2 standard deviations from regional mean) are flagged for manual inspection.

Model governance: Scoring weights are set by the founding team and reviewed quarterly. Weight changes require documented justification and are versioned.

Disclaimer: Avena Terminal provides data analysis tools, not financial advice. All investment decisions should involve independent professional advice. Scores are informational and do not constitute recommendations to buy or sell.

Contact: For data quality concerns, methodology questions, or compliance inquiries: henrik@xaviaestate.com

6. Known Limitations

  • Dataset covers new builds only; resale properties are excluded
  • Geographic coverage limited to Costa Blanca, Costa Calida, and Costa del Sol
  • Rental yield estimates are modelled, not observed (based on AirDNA ADR calibration)
  • Market reference prices use postal-code-level aggregation; micro-location variations may exist
  • Developer risk assessment proxied by years of operation; financial data not independently verified
  • Energy ratings are self-reported by developers; not independently audited

7. Regulatory Framework

This compliance statement addresses requirements from:

  • EU AI Act (Regulation 2024/1689) — Data governance, transparency, human oversight
  • GDPR — No personal data is collected in property scoring; dataset contains only property attributes
  • EU Digital Services Act — Algorithmic transparency for recommendation systems
1,881
Properties
50/100
Avg Score
2
Developers
1.0
Compliance Version