The Borrower Volatility Analysis Explained

The $500 Report That Answers the Question Your Models Don't Ask

Every lender evaluates a borrower's ability to pay. Credit score. Debt-service ratio. Employment verification. Property value. None of these measures answer the question that now matters most: how stable is this borrower's income over the life of the loan?

A borrower with an 800 credit score, a $145,000 salary, and an 8-year tenure at a fintech company looks pristine on every traditional metric. The BVA scores that borrower at 0.78 — HIGH — with a Distress Duration of 22 months. The occupation (Financial Analyst) is directly in the path of generative AI systems that are already performing the same work. The employer has announced AI-driven workforce reductions. The borrower's specific skill set has limited lateral mobility.

The BVA is the report that captures this risk. It is designed to be ordered fast ($500, 24-hour delivery), read fast (2–3 pages, committee-ready), and acted on immediately.

What You Get

The BVA is a 2–3 page PDF delivered to your inbox within 24 hours of order. It contains:

AI Displacement Base Score. The borrower's occupation is mapped to the NOC 2021 classification system and scored using a composite of four peer-reviewed academic indices (C-AIOE from NYU/IMF, GENOE from ILO, Webb from Stanford, Frey & Osborne from Oxford). The composite produces a score from 0.00 to 1.00 and a risk tier: LOW, MODERATE, HIGH, or CRITICAL. For the full methodology, see AI Employment Risk Scoring.

Borrower Volatility Score. The base score is adjusted with real-time research on the borrower's specific situation: employer financial health, AI adoption posture, recent workforce changes, career mobility, and estimated severance cushion.

Distress Duration. The headline metric. An estimated number of months the borrower could sustain mortgage payments after an AI-driven employment disruption. This is the number that maps directly against your court timeline, your mortgage maturity date, and your settlement window.

Household Composite. If the file has multiple borrowers or guarantors (up to 4), each is scored independently using the appropriate scoring branch, and the household composite is income-weighted.

Regulatory Classification. Every BVA carries a methodology footer confirming that the analysis is macroeconomic commentary on occupational exposure to technological disruption — not a credit score, not an employment prediction, and not a factor in decisions subject to human rights legislation.

Three Scoring Branches

Not every borrower is a salaried employee at a public company. MIC borrowers are disproportionately self-employed, trades workers, and gig economy participants. The BVA uses three scoring branches to handle the full range:

Branch A — Employed. The full two-layer model: NOC occupation score, employer research, mobility and severance modifiers, Volatility Score, and Distress Duration.

Branch B — Self-Employed / Business Owner. The BVA assesses business continuity risk: industry AI exposure, business tenure, revenue diversification, and client base stability.

Branch C — Gig / Platform Workers. The BVA scores the platform's AI trajectory rather than the worker's occupation. A rideshare driver on a platform actively deploying autonomous vehicles receives a different risk assessment than a freelance graphic designer on a marketplace with no automation roadmap.

When to Order a BVA

At origination. Before funding a new loan, the BVA tells you whether the borrower's income source is structurally sound over the loan term.

At renewal. The borrower's credit score and payment history may look clean — but the employer announced 500 AI-driven role eliminations last quarter. The BVA surfaces forward-looking risk that backward-looking metrics miss.

On distressed files. Before committing to enforcement, the BVA answers: how long can this borrower hold? If the Distress Duration is shorter than the court timeline, settlement urgency is high.

For portfolio triage. When you have 20 non-performing files and limited workout capacity, the BVA helps you prioritize. Files with short Distress Durations and high Volatility Scores need attention first.

What It Costs, What It Saves

The BVA is $500 per file. A 10-pack is $4,000 ($400/file).

For the lender, the relevant comparison is not the $500 — it is what happens without the information. A single month of carrying costs on a non-performing GTA mortgage ranges from $8,000 to $40,000. If the BVA surfaces risk that accelerates a settlement conversation by even one month, the return on the $500 investment is 16x to 80x.

DataStars tracks 69 market indicators across labour, housing, distress, macro, AI risk, income, and legal categories — updated daily, weekly, and monthly from primary sources including StatsCan, TRREB, CMHC, CanLII, Bank of Canada, and the Ontario Superior Court.