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Series: Policy Brief Series • Part 2 of 3

Policy Brief 2: Basis Risk Is Not a Technical Problem-It Is a Governance Challenge

Policy
|23 Dec 2025|7 min read

Why basis risk is a governance decision, not just a modelling problem

Malay Kumar Poddar
Malay Kumar Poddar
Managing Director, InRisk Labs
Policy Brief 2: Basis Risk Is Not a Technical Problem-It Is a Governance Challenge

Basis risk—the potential mismatch between a parametric insurance payout and the actual losses experienced by the insured—is widely cited as the principal weakness of parametric insurance. As a result, it is often treated as a purely technical problem, to be solved through better data, improved modelling, or more sophisticated indices.

This framing is incomplete. While technical design is necessary, it is not sufficient. In practice, the most consequential basis risk failures arise not from modelling limitations alone, but from governance weaknesses: unclear objectives, misaligned incentives, inadequate stakeholder communication, and poor institutional accountability.

This policy brief argues that basis risk should be understood and managed as a governance challenge, not merely a technical one. Addressing it requires disciplined decision-making and explicit acceptance of trade-offs.

Context and Problem Definition

Parametric insurance relies on predefined triggers to deliver rapid liquidity following an adverse event. This structural feature enables speed and transparency—but introduces the possibility that payouts may not perfectly align with realised losses. This misalignment is often cited as a reason for:

  • Regulatory hesitation
  • Limited uptake among public-sector institutions
  • Political resistance
  • Over-reliance on pilot programs without scale

Yet basis risk is not unique to parametric insurance. Deductibles, exclusions, and valuation disputes in indemnity insurance also create gaps; the difference is that parametric gaps are acknowledged ex ante.

The Mis-framing of Basis Risk

Policy Insight

Treating basis risk as a purely technical defect obscures the real issue.

In many programs, basis risk emerges because objectives are poorly defined, indices are selected without stakeholder buy-in, or risk layers are misaligned. Technical improvements can reduce basis risk, but they cannot eliminate it. The critical question is whether it is understood, accepted, and governed.

Governance Failures That Amplify Basis Risk

Unclear Risk-Financing Objectives

When stakeholders expect parametric insurance to behave like indemnity insurance, dissatisfaction is inevitable. Programs designed for rapid liquidity are often judged against loss-compensation benchmarks.

Misaligned Incentives

Without clear accountability, basis risk is often politicised after an event rather than managed beforehand in multi-stakeholder arrangements involving governments and donors.

Limited Stakeholder Engagement

Treating index design as a technical exercise conducted by external experts undermines trust and weakens institutional ownership.

Weak Disclosure and Communication

Failure to communicate trigger mechanics clearly to non-technical decision-makers creates unrealistic expectations and post-event disputes.

Analytical Assessment: Basis Risk as a Managed Trade-Off

Policy Insight

Basis risk should be treated as a managed trade-off, not an avoidable flaw.

Well-governed parametric programs:

  • Explicitly define acceptable levels of basis risk
  • Align trigger design with decision-use cases
  • Integrate coverage within broader risk-layering strategies
  • Establish ex ante governance frameworks for interpretation

Policy Implications

Governments

Must decide what risks they are willing to retain in exchange for speed and predictability.

Regulators

Should focus on disclosure, suitability, and governance standards rather than elimination.

Donors

Need to support institutional capacity for risk-financing decisions, not just technical design.

Insurers

Must prioritise transparent communication and participatory index design.

Forward-Looking Considerations

Strengthening governance around basis risk requires:

Clear articulation of program objectives
Formal acceptance of trade-offs at senior levels
Transparent disclosure frameworks
Continuous learning through post-event reviews

Importantly, governance arrangements should be established before events occur, when decisions can be made rationally rather than under political or humanitarian pressure.

Concluding Note

Basis risk is not a technical failure of parametric insurance. It is an institutional challenge that reflects how risk is understood, communicated, and governed. Efforts to scale parametric insurance will succeed or fail based less on modelling sophistication and more on governance maturity.

InRisk Labs works at the intersection of actuarial science, climate risk, and development finance, supporting transparent, well-governed parametric architectures.

Next in the Policy Brief Series

Despite technical success, few parametric initiatives transition from isolated pilots to sustainable systems. In our final brief, we argue that the primary barriers to scale are institutional rather than technical—requiring a fundamental shift in focus from product design to durable system design.