dotData

dotData Provide end-to-end data science solutions to help enterprise leverage data for business innovation.

dotData helps businesses that are just getting started with predictive analytics and more mature organizations that have established data science and data engineering processes. Our core technology automatically converts data from data warehouses and lakes into data marts and feature tables by exploring the relationships between varied data tables with hundreds of columns and millions of rows.

As subprime auto delinquencies rise, traditional debt collection playbooks are failing. 📉 With auto loan fraud hitting $...
06/03/2026

As subprime auto delinquencies rise, traditional debt collection playbooks are failing. 📉 With auto loan fraud hitting $9.2 billion, auto lenders are losing millions due to a critical bottleneck: Data Latency.

When discovering new risk signals manually takes up 95% of your analysts' time, your risk models are destined to lag behind emerging defaults.

Our new blog post outlines how auto lenders and credit unions can leverage AI-powered Signal Intelligence to completely transform the recovery process—reducing the cost per dollar collected (CPDC) from $0.22 to $0.12.

Key Takeaways:
• Audit the 30-60 DPD Gap: Act before the window for effective intervention closes.
• Target "Intentional Skips": Route high-risk strategic defaulters directly to skip tracing.
• Mitigate Dealer Risk: Surface dealer-specific micro-segments to protect your P&L.

Don't let outdated models drain your recovery margins. Read our practical roadmap for 2026 portfolio health: https://hubs.ly/Q04hzMxd0

Is your "Maybe" queue holding your business back? 🚦With subprime auto loan delinquencies reaching record levels, lenders...
06/02/2026

Is your "Maybe" queue holding your business back? 🚦

With subprime auto loan delinquencies reaching record levels, lenders are caught between missing high-yield opportunities and absorbing toxic risk. Our new blog breaks down the "Analytics Maturity Framework" to help you move from reactive reporting to AI-driven strategy.

Key highlights:
🔹 Avoiding the "Adverse Selection Trap" in origination.
🔹 Reducing operational friction with AI-backed stipulation proxies.
🔹 Optimizing collections by distinguishing temporary hardship from intentional skips.

Don't let legacy models create blind spots in your portfolio. See how dotData brings transparency and predictive lift to your lending infrastructure.

Read more: https://hubs.ly/Q04hzVbx0

When auto finance margins contract, macro-level risk adjustments often do more harm than good—either choking off profita...
06/02/2026

When auto finance margins contract, macro-level risk adjustments often do more harm than good—either choking off profitable originations or allowing toxic dealer leakage to go unnoticed.

For credit executives attending the 2026 NAF convention in Irving, Texas, the real challenge is moving beyond these broad averages to identify the specific hidden patterns that drive actual losses. dotData will be on the ground at NAF as the Grand Corporate Sponsor, ready to demonstrate how to isolate these systemic blind spots using Signal Intelligence.

How is your team handling this shift? Read our latest diagnostic and let us know your thoughts.

Reaching smaller community banks and credit union groups.Is your credit risk software keeping up with inflation? đźš—đź’¸As ca...
05/27/2026

Reaching smaller community banks and credit union groups.

Is your credit risk software keeping up with inflation? đźš—đź’¸

As car payments soar, traditional "Black Box" models are breaking. They provide a score, but no explanation. That's a huge risk for compliance and your bottom line.

We’re introducing the "Glass Box" approach. By using dotData to find hidden signals in your own data—like specific payment patterns—you can make smarter, faster lending decisions that you can actually explain to regulators.

Check out our new guide to see how "Magic Thresholds" can help you approve more good borrowers and avoid the bad ones.

Read more: https://hubs.ly/Q04hB3yz0

Navigating the 2026 Auto Lending Crisis: A New Diagnostic FrameworkThe auto lending landscape is shifting. With subprime...
05/26/2026

Navigating the 2026 Auto Lending Crisis: A New Diagnostic Framework

The auto lending landscape is shifting. With subprime recovery rates hovering near 34.36%, the gap between loan balances and vehicle values is widening, creating a costly "negative equity trap."

How can lenders protect their P&L? It starts with moving beyond static data. Our new blog outlines a 4-part diagnostic audit to help you:
🔹 Audit residuals against 2026 MUVVI forecasts.
🔹 Monitor roll-rate velocity in real-time.
🔹 Quantify the P&L impact of recovery precision.

Don't let national averages hide regional risks. Learn how Signal Intelligence acts as an early-warning system for your portfolio.

Read more: https://hubs.ly/Q04hBrGp0

Auto lenders are facing a $9.2 billion problem, and the old ways of fighting it just aren't working anymore.Fraud has ev...
05/22/2026

Auto lenders are facing a $9.2 billion problem, and the old ways of fighting it just aren't working anymore.

Fraud has evolved significantly. It's not just about criminals stealing wallets; it's about sophisticated actors creating "synthetic identities" and fabricating income in ways that pass traditional checks with flying colors.

If your defense strategy relies on static rules and point-in-time analysis, you are likely missing the "Four Fraud Horsemen" attacking your portfolio right now.

Join Data Scientist Joshua Gordon in this video as he explains why the industry must shift from simply verifying data points to analyzing behavioral patterns using AI. Learn how to spot the signals hidden in time-series data and build a smarter, modernized defense strategy.

Catch the full video here: https://hubs.ly/Q04hBp_w0

Auto lending fraud is no longer just about stolen wallets; it has evolved into a sophisticated, multi-billion dollar crisis. In 2024 alone, fraud losses reac...

⚠️ Warning to Auto Lenders: The "Invisible Delinquency Spike" is here. ⚠️Many lenders are currently "underwriting ghosts...
05/21/2026

⚠️ Warning to Auto Lenders: The "Invisible Delinquency Spike" is here. ⚠️

Many lenders are currently "underwriting ghosts"—borrowers who look solvent on paper but lack the cash flow to survive an economic shock.

Traditional risk models are failing to catch:
âś… Synthetic Fraud: Which saw a 98% increase last year.
âś… Strategic Defaults: Driven by record-high negative equity ($6,905 average per upside-down loan).
âś… Inflationary Pressure: Where a 760 FICO score masks a negative monthly cash flow.

How can your institution stay ahead? The answer lies in Automated Behavioral Intelligence. By automating the discovery of behavioral patterns—like address velocity and payment frequency—lenders can find "Hidden Profit" where others only see risk.

Check out our latest blog for a 2026 Risk Modernization Checklist. 👇
https://hubs.ly/Q04hpPw80

Is your "Maybe" queue holding your business back? 🚦We all know the struggle: Dealers want instant funding, but underwrit...
05/14/2026

Is your "Maybe" queue holding your business back? 🚦

We all know the struggle: Dealers want instant funding, but underwriters need to mitigate risk. This tension often lands applications in the "Yellow Queue," where manual reviews slow down sales and drive up costs (averaging $40-$70 per app!).

In our latest blog, we break down how dotData is helping lenders move to Frictionless Funding.

âś… Automate the "Stips": Use AI to find proxies for residency and income so you can stop asking for utility bills.
âś… Spot the "Invisible" Risk: Catch synthetic identity fraud that standard KYC checks miss.
âś… Increase Revenue: Learn how a 1.8% increase in your pull-through rate could lead to millions in incremental revenue. đź’°

Stop choosing between going fast and staying safe. You can do both.

Read the full story here: https://hubs.ly/Q04glVhc0

Are you overextending GenAI in your eCommerce strategy? 🛒✨Many leaders are finding a gap between GenAI expectations and ...
05/13/2026

Are you overextending GenAI in your eCommerce strategy? 🛒✨

Many leaders are finding a gap between GenAI expectations and actual ROI, especially in quantitative insights. Our latest blog post dives into why Generative AI and RAG aren't a "one-size-fits-all" for analytics.

What you’ll learn:
âś… Why LLMs struggle with multi-table data and numerical reasoning.
âś… How to identify the "Sweet Spot" for GenAI (Content & CX).
âś… How automated feature discovery can uncover the hidden drivers of your KPIs.

Bridge the gap between raw data and actionable micro-segments. Read more on our blog! 👇

https://hubs.ly/Q04glMC_0

AFS East kicks off today. The big question for every leader here: Do you actually know where the risk is hiding in your ...
05/11/2026

AFS East kicks off today. The big question for every leader here: Do you actually know where the risk is hiding in your indirect channels?

Our team is on-site and ready to talk shop. Schedule a quick 1-1 session with us to see how we help lenders find the signals that matter: https://hubs.ly/Q04dqXXS0

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