Enterprise Risk Management Technology Guide 2024/25

Milliman: Innovative solutions for insurers

Patricia Renzi, CEO of life technology solutions at Milliman, explains how the firm is at the forefront of insurance and technology innovations. She also discusses changes in insurers’ stress and scenario testing practices

Why should insurers choose Milliman for their technology needs?

Patricia RenziThe past few years have seen the entire world deal with financial, political, environmental, and social instability on top of personal and business disruption due to a global health crisis. The resiliency of individuals, businesses and institutions has been remarkable, but these challenges have identified some opportunities for the insurance industry to enhance the risks they insure and the rigour with which they assess them.

As leaders in the insurance industry, Milliman has been at the forefront of driving both insurance and technology solutions to fill the gaps. Our mix of insurance and technology innovators, coupled with our commitment to partnering on innovation is what allows us to deliver market leading solutions. The investment we have made to re-platform our entire technology suite to be cloud-native allows our clients to innovate, scale, and adapt quickly by leveraging the technology rather than people.

Has Milliman made any noteworthy improvements to its technology solutions in the past year?

A significant focus for us over the past year has been to expand our change management tooling. Several years ago, we implemented a robust change management platform on top of the actuarial and risk engines. Over the past year, we have expanded that to include managing change associated with data, reporting, assumptions, and configuration. This is critical to support the pace of business change our clients are experiencing.

Having the tools to allow for collaborative working across a number of projects with the ability to track, merge, and resolve conflicts around the entire technology and data suite is critical to moving fast, combined with the necessary governance and control framework in place. It is challenging for organisations to think about how to assess new risks, define new products, and look at new markets. Our technology platform allows the actuarial and risk teams to move fast with confidence.

How has Milliman helped insurers with their technology challenges in the past year?

In addition to providing innovations around emerging risks such as talent management, climate, and cyber, our tools have also allowed clients to assess new markets and new product lines due to our commitment to stay current with regulations and product innovation. Two examples of this are: providing clients with the ability to evaluate capital structures in new jurisdictions, such as Bermuda; and, expanding our support for the Pension Risk Transfer (Bulk Purchase Annuity) markets.

Milliman’s strong global leadership in insurance solutions, paired with innovative and modern technology expertise, delivers both the ideas for innovation and the tools to quickly iterate those ideas to an optimal solution.

Has Covid-19 influenced approaches to risk modelling? How do you expect risk modelling to change over the next five years?

As mentioned above, the pandemic led to significant disruptions in so many areas and this identified the need to be more comprehensive in how we measure and monitor in our modelling and risk management processes. At the start of the pandemic, the concerns were around the impact on risks we already manage carefully, such as mortality and financial market shocks.  However, we now realise that there is broader fallout, such as “the great resignation” and supply chain breakdowns.

The understanding of the dependencies between financial, insurance, political, environment, and operational risks has become so visible we must modify methodologies to better capture the intricacies of these systems. The more interconnected nature of things means that tipping points and nonlinear behaviours are significant. These are missed in traditional modelling approaches and are becoming necessary considerations in order for firms to gain actionable insights from their modelling.

How are your insurance clients’ stress and scenario testing practices evolving?

We are seeing clients focusing on more regular stress and scenario testing, and focusing less on single stress evaluations other than for validation. The interest in weekly or daily updates based on changes in the financial markets are becoming a focus of more clients as well.

Our cloud-native platform provides the infrastructure on demand to allow for a quick turnaround of more frequent and more complex analysis. Firms are increasingly focused on scenarios with rich and multi-variate structures, which yield real insights into the business rather than a purely mathematical output – insight and foresight are key outcomes from these exercises. The narrative is equally as important as the numbers.

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