dotData Feature Factory technology provides data-centric & programmatic feature discovery for data scientists & data engineers.

California, USA
Joined May 2019
Subventions hide bad pricing. A promo contract looks profitable only because the manufacturer pays the gap. The test: back-test promo loans without subventions to find underpriced tiers, the same ones pricing today’s standard book. Read the analysis ⤵️ #Lending #RiskManagement
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Blended averages hide major auto lending risks. Prime 60+ DPD is 0.42% vs subprime at 6.90%, a 15x risk gap lost in portfolio averages. Is your software missing critical risk signals? Read how to spot flaws in your next vendor demo 👇 hubs.ly/Q04BdFsz0
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Shrinking auto loan volume with stable charge-offs? You might be overpricing. 83% of auto loans are indirect if your buy rate is too high, dealers just send the deal elsewhere. Pair look-to-book with tier losses to catch the leak. Full analysis 👇 hubs.ly/Q04zp4V40
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In 2026, "AI in Lending" covers 3 completely different jobs: 1️⃣ Doc Automation (Intake speed) 2️⃣ Decisioning Automation (Queue speed) 3️⃣ Signal Discovery (Portfolio risk) Stop buying a doc scanner when you need a risk discovery tool. Learn more ⤵️
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Tier-level pricing treats every borrower in a band the same and edge-of-tier mispricing is costing auto lenders. dotData uncovers the Driver Signals that explain why actual losses diverge from forecasts, without a model rebuild. Fix your rate sheet ⤵️
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A 50% default rate in 0.4% of your auto portfolio won't move your aggregate average, but it will eat your margins. Risk doesn't spread evenly; it concentrates in blind spots. See how signal stacking exposes hidden risk in booked loans 👇 hubs.ly/Q04xWSb70 Read more ⤵️
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Most auto lending risk leaders fail before the software demo even starts. Evaluating fraud filters, decisioning engines, BI, & Signal Intelligence under one label creates winners by accident. Fix your risk evaluation process 👇 hubs.ly/Q04xJBJB0
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Your auto credit dashboard looks green, but underlying risk is rising. 📉 S&P just raised loss expectations on 36 of 48 auto ABS transactions. Surface averages hide deep vintage stress (2023–24). Speed won't fix pricing blind spots. Full analysis 👇
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