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Reliability Score
65
43 → 65(+22 pts)
Real Estate: Reported vacancy_loss for 2025-12 is 5.1%, but recomputed value from raw events is 0.0%. Discrepancy of +100.0%.
BayesIQ's audit surfaced 4 findings and enabled targeted remediation that improved the reliability score from 43 to 65.
LP distributions calculated on fabricated 5.1% vacancy loss — actual vacancy is 0.0%. Investors received distributions based on false occupancy assumptions
Reported
5.1%
vacancy loss · 2025-12
Audited
0.0%
Overstated 100%
Decision Exposure
LP distributions calculated on fabricated 5.1% vacancy loss — actual vacancy is 0.0%. Investors received distributions based on false occupancy assumptions
Reported
2.7%
delinquency · 2025-12
Audited
2.9%
Understated 8.7%
Decision Exposure
Delinquency understated to investors at 2.7% — actual is 2.9%, masking $200K+ in uncollected rent
Reported vacancy_loss for 2025-12 is 5.1%, but recomputed value from raw events is 0.0%. Discrepancy of +100.0%.
BayesIQ Data Reliability Audit
Real Estate
Audit Period: December 2025
Reliability Score
Fair — significant data quality issues detected
Illustrative example — representative of BayesIQ audit deliverables
BayesIQ audits a real estate firm's portfolio performance reporting across vacancy tracking, tenant delinquency, and collection rates. The audit surfaces 4 issues — including a complete vacancy loss fabrication (reported 5.1%, actual 0.0%), null tenant IDs breaking lease-level aggregations, and 60 duplicate property records. LP distributions had been calculated on fundamentally incorrect occupancy assumptions. After remediation, the reliability score improves from 43 to 65.
Key Metrics: Reported vs Audited
| Metric | Period | Reported | Audited | Delta |
|---|---|---|---|---|
| vacancy_loss | 2025-12 | 5.1% | 0.0% | overstated 100% |
| delinquency | 2025-12 | 2.7% | 2.9% | understated 8.7% |
Top Findings
vacancy_loss misreported for 2025-12 (off by +100.0%)
LP distributions calculated on fabricated 5.1% vacancy loss — actual vacancy is 0.0%. Investors received distributions based on false occupancy assumptions
delinquency misreported for 2025-12 (off by -8.7%)
Delinquency understated to investors at 2.7% — actual is 2.9%, masking $200K+ in uncollected rent
Near-duplicate rows detected
60 duplicate property records inflating portfolio size metrics reported to LPs
60 rows affected
Null values in required column: tenant_id
32 leases missing tenant_id — cannot track delinquency or vacancy at the tenant level
32 rows affected
Recommended Actions
- 1
Investigate duplicate records. Add dedup logic keyed on non-key fields.
Owner: Data Engineering|Effort: Mediumhigh - 2
Fix null values in required column 'tenant_id' at the source.
Owner: Data Engineering|Effort: Mediumhigh - 3
Investigate root cause of vacancy_loss discrepancy for 2025-12. Check for duplicate events, missing data, or filter logic differences.
Owner: Data Engineering|Effort: Mediumhigh - 4
Investigate root cause of delinquency discrepancy for 2025-12. Check for duplicate events, missing data, or filter logic differences.
Owner: Data Engineering|Effort: Smallmedium
Deliverables
Why this matters
vacancy_loss misreported for 2025-12 (off by +100.0%)
highLP distributions calculated on fabricated 5.1% vacancy loss — actual vacancy is 0.0%. Investors received distributions based on false occupancy assumptions
delinquency misreported for 2025-12 (off by -8.7%)
mediumDelinquency understated to investors at 2.7% — actual is 2.9%, masking $200K+ in uncollected rent
Near-duplicate rows detected
high60 duplicate property records inflating portfolio size metrics reported to LPs
What working with BayesIQ looks like
Discovery
4 findings identified
Remediation
Data Engineering resolved key issues
Steady State
Metrics verified and trustworthy
Your Data
This could be your story
What makes BayesIQ different
Findings connected to business meaning
Operational and executive surfaces produced
Remediation governed and tracked
Evidence and decisions preserved
Metric confidence legible over time
Book a Real Estate Data Diagnostic
A focused $7,500 engagement. We audit your real estate data, score your metrics, and deliver a remediation roadmap in 2 weeks.
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Ongoing monitoring, governed corrections, and executive-ready reporting. Starting at $2,500/month.
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