Enterprise Risk Management Technology Guide 2024/25

Milliman: Solutions for emerging risks

Patricia Renzi, CEO of life technology solutions at Milliman, explains how the firm is developing tools to help insurers deal with the emerging threats of cyber and climate risk

How do you expect insurance risk and capital management to change over the next five years and how will technology support this?

I am unsure if regulatory capital requirements in the US are going to shift, but insurers’ internal approaches to economic capital and understanding their risks, such as climate change, cyber risk and environmental, social and governance (ESG) factors are definitely evolving. 

Most insurers in the US are very comfortable with financial risk, but there are new risks to contend with and significant energy will be dedicated to really trying to understand, measure and monitor these risks. Cyber and climate risks are at the top of that list.

From what I see in the UK and Europe, the regulators are pushing companies to look hard at cyber and climate risk. In the US, the regulators are not necessarily pushing it, but companies are taking the initiative to define their own methodologies.

What software updates does Milliman plan over the next year?

Patricia RenziFor the existing products we have, staying current with trends and regulation is paramount.

We also have some new products that are just getting out into the market around cyber, climate and operational risk. As mentioned, we are seeing a growing acknowledgement that being able to measure those risks in a broad and comprehensive way is necessary and lacking right now. 

If we look at operational risk, people have been measuring operational risk, but it has been very basic. So, it is crucial for insurers to really understand where all their operational risks are. You will see some nice inventions from us in this area. 

Our cyber risk product is now available. These are all built on Milliman’s CRisALIS risk management platform. We are also looking to leverage the CRisALIS platform for a climate risk product. 

We are also building in parameters to our CHESS product, which is an economic scenario generator, to monitor risks associated with portfolios from the perspectives of ESG. 

Here are a few key points of difference about Milliman’s CRisALIS platform: 

  • It is forward-looking, and not tied to being calibrated on past data. For evolving or adversarial risks like climate and cyber, this is important; 
  • CRisALIS is explanatory – frequency-severity modelling cannot tell you why the outcome is what it is, but CRisALIS can;
  • In addition, CRisALIS incorporates data and expert knowledge transparently. CRisALIS is clear about which assumptions are certain and the consequences of them being less certain.

What insurance technology trends do you expect in the future?

Broadly speaking, the insurance industry has been slow in adopting a digital strategy. I believe there is a huge opportunity now and the industry is ripe for that. The pandemic has also highlighted the need for a digital strategy, and my expectation is there will be a big investment from insurers in digitalisation. 

I expect most of this digital investment will be on the customer-facing side of insurance first, but I’m also seeing companies recognise that with increased regulations and emerging risks, being efficient and effective in internal operations is critical. 

Insurers that have invested in optimising those functions are in a much better place than their peers. 

Royal London, for example, has made a big investment in transforming its actuarial and risk functions, leveraging our technology. 

When the pandemic created a huge market event, Royal London was able to monitor the impact on capital due to the market volatility in close to real-time due to the automation. 

How does Milliman stand out from its competitors?

Our real value proposition is we have deep subject matter expertise within Milliman. We also have an incredible technology team. For example, we were using cloud technology in 2010. We are on the edge of emerging technologies, and also have people who are right on the edge of emerging risks and actuarial thought leadership. 

Where we really shine is looking at what’s out there, what is new, and what are people not really thinking about.

Guide entries by Milliman

Numerix Insurance Suite

Montoux Actuarial Automation Platform

Protecht ERM

Psicle

Global Flood Map

Slope Software

SolveXia

Iris Actuarial Platform

DEvent

SS&C Algorithmics for Insurance

Governance, Risk & Compliance System

RISKflo

Risk Explorer™

Predictable Dynamics

Res-Solver™

Graci

Atlas

iReplicate Policyholder Compression

AI Models and End User Computing (EUC) Risk Management Software with AIValidator, Discovery, Inventory and Monitoring Modules

XLAudit Spreadsheet Error Analysis and Data Integrity Software

AI validator for AI model testing

Aquantec Ocean

CLARAty.ai by CLARA Analytics

CoMeta

ChemMeta

IFRS17 Solution

Reserving solution

Solvency II solution

Pricing solution

VIPR INTARGA

VIPR Insights

Solvency II Compliance Assessment Tool

Quantee

evo-insight

R3S Enterprise Option

R3S Toolkit

R3S Modeler

R3S Workflow Manager

R3S Development Manager

Life, Health and Annuities: FIS Insurance Risk Suite

Integrate

Milliman Mind

ModelSign

STAR Solutions NAVI

STAR Solutions VEGA

Milliman Mind–IFRS 17

Arius

Datalytics-Defense

Nodal Claims Triage

Milliman Economic Scenario Generator

Milliman AccuRate Fleet

Milliman Bungalow

Milliman PinPoint

Curv

Milliman Long-term care Advanced Risk Analytics (LARA)

Milliman M-PIRe Valuation & Securitization Software

Portfolio Manager

CyberCube Analytics - Portfolio Manager

Actuo SII Engine

SolvencyTool

ReservingTool

Escali Financials and Escali Supervision

Camms GRC Software

zeb.control

Zupervise

R3S Software Suite

Balance Sheet Management (BSM)

Economic Scenario Generation (ESG)

Enterprise Pricing Management (EPM)

JBA flood models

Montoux Model Copilot

CALFITEC

Mo.net Model Development Studio

Mo.net Operational Modelling Centre

Mo.net Quotations Service

Mo.net Cloud Modelling Service

Mo.net Mobile Modeller

IFRS Assess Enterprise

Optalitix Models

Optalitix Quote

XSG

Decision Focus

Phinsys Insurance Suite

DataValidator

Unify

Igloo

ResQ Financial Reporter

Radar

ResQ

Financial Results Analyzer

RiskAgility FM IFRS 17 Calculation Engine

RiskAgility Financial Modeller

LiveCyc: Global Tropical Cyclone Early Warning System

DeepCyc: Climate Connected Probabilistic Tropical Cyclone Events

Metryc: Global Wind Speed Best Estimate

Xcellerator

Concourse

GEMS® Economic Scenario Generator

FIRM® Portfolio Analyzer

ADVISE® Enterprise Risk Modeler

Conning Climate Risk Analyzer®

Conning Allocation Optimizer®

Grace Connect GRC Suite

JBA Vision - expert flood risk data on an easy-to-use online platform

ANNalytica

BW KIDS 4 PRIIPS Tool

SIImplify

With Profits Payout Monitoring Dashboard

Demographic Experience Monitoring Tool

Asseco IFRS 17 Engine

Quotech Underwriters Workbench

VIPR INTRALI

LCP InsurSight

Quex (Quotech Exposure Management module)

Detech Optimizer

Touchstone

VIPR PORTAL

Kroll Property Insurance Valuation Platform

AXIS™ Actuarial System

Scenario Generation Solutions

Climate Pathways

RiskIntegrity™ Suite

IFRS Assess and Risk Analyser

Milliman Regulatory Insurance Intelligence - Objection Database

General/Property and Casualty: Insurance Risk Suite - GI Edition

IFRS 17 Reporting: Insurance Risk and Accounting Suite for IFRS 17

Aon’s Capital Modelling Suite

Cloud and Managed Services: Insurance Risk Suite Managed Cloud Services / Production Manager

AI and Machine Learning: Predictive Analytics, Experience and Rating Manager

Oasis Loss Modelling Framework

Data Governance: Data Repository, Flexible Results and Flexible Results API

Automation: Process Orchestrator, Process Manager

FactSet Multi-Asset Class Analytics & Risk Solutions

FactSet Performance System & Client Reporting Solutions

Cash Flow Testing

Private Capital Data Aggregation Services & Reporting

Aon’s Life Risk Modeling Suite

Aptitude IFRS 17 Solution

Atidot AI & Analytics Platform - Atidot OPTIMAL

ATOME: Particles

ATOME: Matter

True North Data Platform

FE Solvency II

Monitaur

GLASS

Economic Scenario Generator

ClimateMAPS

PATOne EDM

Riskonnect