Medical
  • Articles
  • October 2026

Redesigning CI for Risk, Pricing, and Sustainability in APAC

By
  • Wilfred Tung
  • Ryan Hultzer
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In Brief

Part 1 of this article series explored how medical science is reshaping the critical illness (CI) landscape. Part 2 turns to actuarial science – because even the most clinically sophisticated CI product will fail if it cannot remain affordable, sustainable, and fit for purpose over time. Part 3 will explore behavioral factors that influence consumer decisions, underwriting outcomes, and long-term engagement. 

Key takeaways

  • Advances in detection, treatment, and survivorship are introducing new dynamics that are fundamentally shifting how actuaries consider anti-selection, product design, and pricing to ensure CI solutions remain sustainable.
  • While historical data is useful for developing pricing assumptions, actuaries need to consider changes in risk factors, the potential for medical advancement, and increased screening, while gathering insights from experience in other markets.
  • To preserve affordability, relevance, and long-term sustainability of CI solutions, product redesign is necessary to better match payouts with actual financial losses while meeting customer expectations.

But the original product architecture – often built around a single diagnosis-triggered lump sum – was designed for a different era of medicine, different disease patterns, and different consumer expectations. 

From an actuarial standpoint, redesigning CI aligns with its intended purpose and represents a logical step forward in its evolution: 

  • Protecting the uninsured and underinsured by keeping products accessible and relevant. 
  • Operating responsibly by addressing emerging trends before they undermine pricing adequacy and portfolio health. 
  • Sustaining long-term growth by embracing product structures that can adapt to evolving incidence, treatment pathways, and medical definitions while still producing appropriate returns. 

In short, actuarial science helps ensure CI continues to do what it was intended to do – provide meaningful protection – without placing the product’s sustainability at risk. 

This article examines how actuarial science can help redesign CI products in APAC by responding to shifting medical realities, rethinking risk and pricing models, and strengthening long-term sustainability while preserving meaningful protection for consumers. 

The “rear-view mirror” problem: When history stops predicting the future 

Traditional actuarial work relies heavily on historical claims experience. That approach becomes fragile when medical trends outpace actuarial baselines. CI is increasingly exposed to this “rear-view mirror” problem: The future is being shaped less by stable disease incidence and more by rapid advances in detection, classification of diseases, and clinical practice. 

Changes in the International Classification of Diseases can result in payouts for minor conditions, while the shift toward minimally invasive surgeries has led to more declined claims and a growing risk that consumer expectations are not met. This situation is further complicated by products that cover an increasing number of conditions, causing customers to expect comprehensive coverage. In addition, improvements in selection are potentially enabling anti-selection within the market.  

Insurers and their actuaries lively have seen a common pattern across multiple conditions and product schemes: 

Incidence looks flat for years, often to around the late 2010s in some datasets. Then incidence begins rising sharply, not always because disease is suddenly more common, but because detection improves, screening expands, and definitions shift. 

When this happens, actuarial assumptions built on older experience can understate claim frequency, misread trends, and misprice risk – particularly for products with generous or repeatable benefits. The challenge is not simply “more claims,” it could be a different claim mix – more early-stage diagnoses, increased survivorship, and chronic management. 

For pricing and sustainability, that distinction matters. The actuarial question becomes: What are carriers truly insuring – diagnosis or financial need? If the answer is diagnosis, products will increasingly pay for events that reflect medical advances in detection and treatment rather than meaningful economic loss, placing pressure on pricing and long-term sustainability. If, instead, the objective is to insure financial need, then benefit design, triggers, and limits and payouts must evolve to align payouts with treatment pathways.

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The product design implications: Why lump sum diagnosis models strain under new medical realities 

The classic CI proposition – a lump sum paid at diagnosis – was a rational solution when diagnoses often implied severe outcomes, limited treatment options, and high mortality. But as early detection increases, the probability of diagnosis can rise while the average financial shock per diagnosis declines.  

That creates a structural mismatch: 

 

This is especially challenging for multi-pay CI products. As longevity improves and some conditions recur or are managed over long periods, the likelihood of subsequent claims increases. If payouts are triggered repeatedly by diagnostic thresholds rather than tied to meaningful financial loss, the product can become expensive quickly, leaving insurers with a difficult trade-off: Raise premiums, tighten definitions, or accept deteriorating margins. 

Chronic disease and “functional factors”: Moving beyond diagnosis alone 

Another design implication is the growing importance of chronic disease states and functional impact. If certain critical illnesses increasingly resemble chronic conditions, then product value may be better expressed through: 

  • Staged benefits matching severity and life over time, 
  • Support for treatment and recovery, or 
  • Benefits linked to functional impairment or outcomes and the real costs of living with disease. 
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Why older lives illustrate the need to move beyond diagnosis 

APAC’s cohorts of older-age customers (often 65+) have distinctly different mortality and morbidity dynamics. Older-age customers provide a powerful illustration of why CI must evolve beyond diagnosis-based thinking.  

As populations age across APAC, risk is increasingly shaped by chronic conditions, frailty, functional decline, and survivorship rather than a single diagnosis event. Sustainable product design for these cohorts may require different triggers, benefit structures, and underwriting approaches that incorporate functional and capability-based insights alongside traditional medical information. Markets that successfully navigate this shift will be better positioned to meet the needs of a rapidly growing senior population.  

Redesigning benefits around real financial need 

The objective is not to restrict value, but to redirect value toward the moments that matter most financially. The core question becomes: How can CI safeguard life and livelihood – not only at diagnosis, but across the full treatment and recovery journey?

 

Action items for insurers: Turning redesign into execution 

For insurers evaluating their CI product suite, the path forward does not require an immediate wholesale transformation – but it does require intent and structure. 

  1. Begin by clarifying where incremental adjustments can stabilize existing portfolios while building the capabilities needed for more transformational models. In the near term, this includes modernizing triggers, recalibrating multi-pay and recurrence structures, and aligning benefit amounts with typical financial loss. 


  2. Create a short- and long-term transition strategy. Product redesign is rarely a single event; it requires managing distribution expectations, building stakeholder alignment, and gradually introducing new concepts. Markets such as Japan have successfully evolved from largely diagnosis-based cancer products toward a combination of diagnosis and treatment-focused offerings, demonstrating the value of a phased approach. 


  3. At the same time, insurers should begin investing in future-facing capabilities – integrating medical trend indicators into actuarial models, enhancing selection through innovative data sources, and testing treatment- or prevention-oriented concepts that reflect evolving care pathways. 


  4. Across both routes, success hinges on embedding sustainability levers throughout the product lifecycle, from underwriting and pricing to claims governance and ongoing portfolio management, while actively monitoring second-order risks such as anti-selection, changing disease classifications, and the emergence of chronic-like claim patterns.  

Conclusion 

Advances in detection, treatment, and survivorship are reshaping what it means to be “critically ill,” challenging long-standing assumptions embedded in CI pricing, benefit design, and risk management. 

Actuaries play a central role in navigating this shift by re-anchoring products to their core purpose: providing protection that is financially meaningful, clinically relevant, and sustainable over time. When actuarial insights are combined with medical understanding and behavioral design, CI products can evolve from static diagnosis-based payouts into dynamic solutions that support policyholders across the full illness journey. This convergence will enable the next generation of CI products to remain viable, valuable, and adoptable in a region defined by aging populations, diverse healthcare systems, and rapidly changing consumer needs. 

Read Part 1 of this series, which examines how medical science is reshaping the CI landscape, and Part 3, which addresses how behavioral science can help drive understanding, engagement, and adoption of next-generation CI products. 


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Meet the Authors & Experts

Wilfred Tung
Author
Wilfred Tung

Vice President, Head of R&D and Product Development, Asia Pacific

Ryan Hultzer
Author
Ryan Hultzer

Executive Director, Inforce Business Management, Hong Kong and Singapore