WHITEPAPER
CRO’s Guide to Machine Learning

Amy Sariego
19 Feb, 2020
Speak ‘Machine Learning’
As Chief Risk Officer, your job is not to know the ins and outs of Machine Learning. Your job is to responsibly manage risk.
However, according to McKinsey, Machine Learning “improves the accuracy of risk models by identifying complex, nonlinear patterns in large data sets” and it is one of the top trends in risk management1. So, you should probably understand the basics.
This paper guides you through the technical foundation of Machine Learning — not why you should leverage it’s power, but how it works. You’ll gather key talking points to kickstart ML initiatives in your organization.
RESOURCE LIBRARY

Seven questions a Tier 1 bank should ...
Build or Buy Is the Wrong Question. Own What Your Decisions Learn ... Read More →

5 Questions Your Decisioning Platform...
5 Questions Your Decisioning Platform Can't Answer(But Should) Most decisioning platforms can ... Read More →

10 Questions to Include in Your Decis...
10 Questions to Include in Your Decision Management RFP If your institution ... Read More →

IDC MarketScape Names Provenir a Majo...
IDC MarketScape Names Provenir a Major Player PARSIPPANY, N.J., October 14, 2026 ... Read More →

Confidence at Speed: What Risk Leader...
Confidence at Speed:What Risk Leaders Are Actually Missing Most risk organizations are ... Read More →

IDC Report 2026
Report Provenir has been positioned in the Major Players Category in the ... Read More →

How to Change a Decisioning Model Wit...
How to Change a Decisioning Model Without Raising a Ticket Reframing the ... Read More →

Provenir Named a Category Leader by C...
Provenir Named a Category Leader by Chartis Research in Fraud and Credit ... Read More →

How to Grow a Thriving Telecom Busine...
Ebook How to Grow a Thriving Telecom Business in the Global Market ... Read More →

The New Face of First-Party Fraud
On-Demand Webinar The New Face of First-Party Fraud: Three Personas Every Lender ... Read More →

Verifying the Invisible Subscriber
Verifying the Invisible Subscriber How Accessing 1datapipe on the Provenir Marketplace Can ... Read More →

Decision Management Implementation FA...
Decision Management Implementation FAQs for Enterprise Banks Implementing a new Decision Management ... Read More →

From Regulatory Complexity to Competi...
FFrom Regulatory Complexity to Competitive Confidence:How Provenir Supports Responsible Decisioning Across North ... Read More →

How Telcos Can Get Ahead of Fraud Acr...
Ebook How Telcos Can Get Ahead of Fraud Across the Subscriber Lifecycle ... Read More →

Marginalen Bank Modernises Decisionin...
Marginalen Bank Modernises Decisioning Platform with Provenir's Cloud Native Decision Intelligence Platform ... Read More →