Demographic approaches to insurance inclusion

I'm pleased to share an update to a research paper published a little earlier in 2024: "Sensitivity-based measures of discrimination in insurance pricing," co-authored with Mathias Lindholm, Andreas Tsanakas and Mario Wüthrich. This work introduces novel quantitative tools for measuring discriminatory effects in insurance pricing (and other industry processes relying on predictive modelling). As insurers increasingly rely on complex predictive models, there's growing concern about both direct and indirect discrimination, particularly regarding protected characteristics like ethnicity. Our key innovation is developing rigorous mathematical frameworks to measure two distinct phenomena: - Demographic unfairness - systematic differences in pricing outcomes across demographic groups (without necessarily taking into account "expected" differences due to different risk profiles) - Proxy discrimination - the implicit inference of protected characteristics from other rating factors with the rating process (a more actuarially reasonable metric, in my view!) The technical approach leverages methods from global sensitivity analysis to create interpretable metrics that quantify discriminatory effects. We've developed both portfolio-wide measures and local (policy-specific) indicators that allow granular analysis of where and how discrimination manifests. The research includes a substantial case study using real motor insurance data, where ethnicity is the protected characteristic. Our analysis revealed: - Higher levels of proxy discrimination affecting specific demographic segments, particularly younger drivers - Complex interactions between age, ethnicity, and other rating factors - Identification of key variables driving discriminatory effects through attribution analysis - The extent to which the proxy discrimination manifests in increased claims cost predictions for the protected group This new work provides insurers with practical tools to audit their pricing models for potential discriminatory effects, supporting both legal/regulatory compliance and ethical pricing practices. The methods are particularly relevant as regulators and society place increasing emphasis on algorithmic fairness in financial services. The full paper, including detailed mathematical frameworks and empirical analyses, is now available - see the link in the first comment. We welcome engagement from practitioners and researchers interested in this issue. #InsurancePricing #Fairness #ActuarialScience #RiskModeling #Insurance

Is India’s Insurance Market Really Reaching Everyone — Or Just Hitting the Headlines? India’s insurance sector is booming on paper - premiums are up, markets are opening, and digital growth is everywhere. But the real story lies beneath: millions are still left out. Many private insurers continue to focus on urban, higher-income customers, while rural residents and low-income households remain underinsured. The result is a wide protection gap exactly where risk is often greatest. But why does this gap persist? 1. Low capital with some insurers, especially in the public sector, limits their ability to take on new, risky markets. 2. Distribution is still lopsided: traditional agency channels dominate, but rural reach is weak and expensive. 3. Financial literacy is low in underserved communities, making insurance seem inaccessible or unnecessary. 4. Product innovation is still catching up: many existing products don’t match the needs and cash flows of rural or informal-sector customers. But the story isn’t all bleak. There are real opportunities: 1. Technology + InsurTech: Digital channels, mobile apps, and data-driven underwriting can dramatically lower distribution costs. 2. Tailored products: Simpler, low-cost products - aligned with rural risk profiles - can unlock meaningful coverage. 3. Financial education: Spreading awareness about why insurance matters can close the trust gap. 4. Regulatory & capital reforms: More capital (especially via FDI) + strong risk-based capital frameworks can help insurers serve these untapped segments. Bottom line: Growth in premiums is easy to celebrate. Real inclusion - where everyone has access to risk protection - is harder. But that's exactly where the future of India’s insurance industry must lie.

Indonesia is steadily emerging as one of the most exciting frontiers for inclusive insurance and Takaful growth. With a population exceeding 270 million, a young digital-savvy demographic, and a large Muslim majority, the country offers fertile ground for Shariah-compliant financial solutions that are relevant, ethical, and inclusive. Recent developments in regulation, led by Otoritas Jasa Keuangan, are setting a solid foundation for long-term sustainability. The strengthened capital adequacy requirements and enhanced governance frameworks introduced in the past year reflect a maturing sector, one that values institutional integrity, customer protection, and risk-based oversight. These regulatory moves are aligned with international standards, aiming to stabilise the industry while encouraging innovation and broader outreach. At the same time, Indonesia is embracing digitalisation with vision and purpose. The proliferation of mobile-first onboarding, app-based customer engagement, and digital claims processing is lowering barriers to entry for millions. Embedded micro-insurance and micro-Takaful offerings, integrated within e-commerce platforms, ride-hailing apps, and digital wallets, are making protection accessible to the informal workforce, small traders, and gig economy workers. What makes Indonesia unique is how these digital efforts are increasingly aligned with community needs and values. For example, several Takaful operators are exploring waqf-linked protection plans, zakat-assisted premiums for the poor, and community-based health Takaful pools. These innovations reflect a deeper commitment to Maqasid al-Shariah, particularly the preservation of life, dignity, and wealth, and create meaningful social impact beyond commercial success. OJK’s measured approach to allowing innovation within a clear regulatory sandbox is noteworthy. It encourages startups and incumbents alike to pilot inclusive models under supervision, which helps balance innovation with stability. The regulator has also been active in financial literacy campaigns and supporting Islamic finance initiatives, which help nurture a more aware and engaged customer base. As Takaful leaders across the region, there is much we can learn from Indonesia’s evolving ecosystem. It demonstrates how the right mix of regulatory vision, digital enablement, and Shariah-rooted design can unlock protection for vulnerable segments while strengthening trust in the system. Indonesia is not just expanding its insurance footprint; it is building a resilient, inclusive, and ethical financial safety net. Let us draw inspiration from these developments and continue collaborating across borders to realise the full potential of Takaful as a force for shared prosperity.

India doesn’t buy insurance the way Wall Street imagines it. When we talk about insurance penetration in India, we can’t use a Western lens. We have to understand India as it is — diverse, aspirational, yet still building its economic foundation. For most Indians, the real challenge isn’t “mis-selling.” It’s low income and limited savings. A daily wager, small trader, or young salaried worker doesn’t have the luxury to separate risk cover from savings. For them, insurance is both — a way to secure their future while saving for it. Let’s not forget — for nearly 80% of Indians, “savings” means LIC. It doesn’t compete with equities or mutual funds. It competes with cash under the pillow or, at best, a low-interest bank account. Yes, term insurance is vital — but it’s not the right fit for the masses. The financially affluent can “buy term and invest the rest.” The rest of India needs bundled solutions that combine protection, savings, and trust. Instead of discrediting the legacy of LIC and private insurers who’ve built awareness and reach across Bharat, we should celebrate the foundation they’ve laid. Real inclusion means meeting people where they are, not lecturing them on where we want them to be. India’s insurance story isn’t broken — it’s evolving. #sanjivbajaj #sanjivbajajbajajcapital #sanjivbajajstories #bajajcapital #bajajcapitalinsurancebroking #bajajcapitalinsurance #bajajcapitallapremier #irda #mof #pmoindia

Kenya's Insurance Sector Transformation Kenya's insurance industry is undergoing significant changes as Safaricom, Equity Bank, and Turaco Microinsurance enter and expand within the market. Each player brings a unique approach, creating a competitive, consumer-focused landscape that emphasizes accessibility, affordability, and innovation. Safaricom: By leveraging its mobile network and M-Pesa platform, Safaricom’s new insurance offerings are expected to reach underserved populations, improving access and affordability. This move is likely to drive digital transformation across the industry as competitors adapt to Safaricom's tech-driven, data-enabled approach. Equity Bank: Equity’s insurance arm will capitalize on its large customer base, integrating health insurance and other products with its banking services. This could redefine bancassurance by offering holistic financial solutions, particularly for SMEs and rural clients/underserved clients, and may pressure traditional insurers to innovate. Turaco Microinsurance: Focused on low-income earners, Turaco offers affordable micro-premiums and simplified claims processes, expanding insurance access for first-time buyers. Through partnerships and embedded insurance in everyday services, Turaco is driving growth in the microinsurance segment and encouraging industry-wide shifts toward inclusivity. Together, these players are reshaping Kenya’s insurance sector, intensifying competition, and fostering financial inclusion through more accessible and user-friendly insurance solutions. This will be a big win-win for both the consumers and the insurers. We expect to see an improved penetration level.

Creating a Safety Net for Underserved Communities Life is uncertain—especially for low-income communities, who are often the first to feel the impact of natural disasters, health risks, and financial setbacks. These challenges usually trap people in cycles of poverty, making recovery difficult. That’s why inclusive insurance isn’t just a product; it’s a lifeline that offers real hope and stability. Unlike traditional insurance, which often caters to more affluent groups, inclusive insurance is designed specifically for smallholder farmers, low-income families, and micro-businesses. It’s simple, flexible, and affordable—exactly what’s needed to address real-world risks in communities that traditional insurance often overlooks. So why should insurance companies in Bangladesh focus on this? ◾ Untapped Potential: With millions of smallholder farmers and low-income households, this is an enormous, underserved market. Bringing affordable insurance solutions here doesn’t just make business sense—it drives growth and brings meaningful change. ◾ Promoting Financial Inclusion: Inclusive insurance acts as a gateway to broader financial services, enabling access to credit, investment opportunities, and improved livelihoods. It strengthens resilience across vulnerable communities. ◾ Reducing Vulnerability: Bangladesh is among the hardest-hit countries when it comes to climate change, making it difficult for people to recover after disasters. In these moments, quick support is essential for helping people rebuild their lives. This is where accessible insurance can make a real difference—it provides a safety net that keeps families steady and helps communities get back on their feet when it’s needed the most. ◾ Building Trust and Reputation: Investing in inclusive insurance shows a genuine commitment to social impact, aligning well with national goals. It helps build trust, enhances brand reputation, and creates goodwill in the community. ◾ Profit Through Innovation: It’s not just about doing good—there’s business potential here too. By leveraging digital tools and developing tailored products, insurers can offer effective solutions while maintaining efficiency and scalability. Ultimately, it’s about empowering people. Whether it’s a farmer concerned about livestock or crop losses or a small business owner seeking protection, we believe insurance should be accessible to all. This is the mission that drives the InsureCow team every day, and we’re proud to be part of this journey across different countries. I’d love to hear your thoughts—how can we make financial services truly inclusive for everyone? Let’s connect! #InsureCow #MicroInsurance #InclusiveInsurance #FinancialInclusion #CommunityResilience #Empowerment #Bangladesh #ClimateAdaptation #SustainableDevelopment #AgriTech #DigitalInnovation #AIForGood #LivestockInsurance #EconomicGrowth #SocialImpact