Can I be denied coverage over a 30-second vitals scan result?

The life insurance application process, once synonymous with lengthy forms and in-person medical exams, is undergoing a rapid technological shift. Many carriers now offer accelerated underwriting programs that use data and algorithms to provide a coverage decision in days or even minutes. A key enabling technology in this shift is the ability to capture vital signs like heart rate and respiratory rate through a short, 30-second video scan using a smartphone. While this offers unprecedented convenience, it also raises a critical question for applicants: could a single, fleeting measurement from a quick scan lead to a denial of coverage? The short answer is no, and the reasons lie in a robust framework of regulatory safeguards and established actuarial principles.

"Insurers are increasingly turning to accelerated underwriting pathways, with one 2023 industry report finding that nearly 60% of life insurance applications now use some form of automated or accelerated process, a figure expected to grow significantly."

A single data point vs. a holistic review

The fear that a momentary spike in heart rate during a vitals scan could trigger an automatic rejection is understandable. However, it stems from a misconception of how this data is used. State insurance laws and federal regulations prohibit insurers from making arbitrary decisions. A decision to decline an application, known as an adverse action, cannot be based on a single, isolated data point without proper context. Any information used in underwriting must have a demonstrated, statistically sound relationship to risk.

When an insurer uses data from a contactless vitals scan, it is not looking at the raw numbers in a vacuum. Instead, these measurements serve as inputs into a sophisticated actuarial model. This model has been tested to ensure it is Predictive of risk. Compliant with laws against unfair discrimination. The question is not "Was the applicant's heart rate 85 or 90?" but rather "How does this reading, in combination with dozens of other data points from the application and other authorized sources, contribute to an overall risk assessment that is actuarially sound?" Therefore, a denied insurance coverage vitals scan result is not the outcome of one reading but would only occur if that result, as part of a larger, validated risk profile, leads to a decision that is consistent with the insurer's filed underwriting guidelines.

Regulators, guided by frameworks like the National Association of Insurance Commissioners (NAIC) Model Bulletin on the use of AI, require insurers to maintain rigorous governance and testing programs. This ensures that the analytical models used for underwriting are fair, transparent, and reliable. A single, uncorroborated reading from a 30-second scan would not meet the standard for actuarial justification required to make a material decision about coverage.

Feature	Traditional Paramedical Exam	Contactless Vitals Scan
Data Inputs	Blood draw, urine sample, blood pressure, height, weight, EKG.	Video stream analysis (rPPG), applicant-provided health questions.
Decision Basis	Lab results and manual review by a human underwriter.	Algorithmic risk score based on a validated actuarial model.
Regulatory Scrutiny	Well-established standards; focus on consistency of application.	High scrutiny on model fairness, bias, and actuarial justification (NAIC AI Bulletin).
Applicant Experience	In-person visit required; can take 30-60 minutes; results take days or weeks.	Remote and self-administered; takes less than a minute; provides real-time input for faster decisions.

How insurers integrate vitals scans compliantly

For chief medical officers and compliance leaders, integrating novel data sources like contactless vitals requires a multi-layered compliance strategy. The goal is to use the efficiency of the technology without violating longstanding principles of insurance regulation.

Governance and model risk management

Following the NAIC's 2023 Model Bulletin, insurers are expected to establish a formal AI Systems Program. This means creating a governance framework that oversees how technologies like vitals scans are developed, tested, and deployed. It requires clear documentation showing that the models are working as intended and are periodically audited for fairness and accuracy.

Actuarial soundness and validation

Before a vitals scan can be used for underwriting, the insurer's actuarial team must demonstrate a clear, statistically significant correlation between the data it produces and mortality or morbidity risk. This involves:

• Proving the data's "actuarial equivalence" to traditional inputs like a nurse-administered blood pressure reading.
• Documenting how the data improves the accuracy of risk classification.
• Ensuring the data does not serve as a proxy for a protected class, which would constitute unfair discrimination.

Adverse action and transparency

If information from a third-party source contributes to an adverse action like a denial, federal law, specifically the Fair Credit Reporting Act (FCRA), kicks in. Insurers must provide the applicant with an adverse action notice. This notice must inform the consumer of their right to access the information used in the decision and to dispute its accuracy. This provides a crucial layer of consumer protection and transparency.

Current research and evidence

The technology underlying contactless vitals scans, typically remote photoplethysmography (rPPG), is the subject of extensive academic research. A 2022 study published by researchers at MDPI validated the use of rPPG for monitoring pulse rate in cardiovascular disease patients, finding a mean absolute error of just 1.061 beats per minute compared to an ECG. Similarly, a meta-analysis published on the National Institutes of Health (NIH) platform covering pediatric populations confirmed the viability of contactless methods for monitoring vital signs.

These studies, conducted by researchers like W. Wang (2022) and their respective academic institutions, demonstrate that rPPG is a scientifically credible method for capturing physiological data. However, researchers also note the importance of controlling for variables like lighting conditions and movement, which is why insurers build these checks and controls into their application workflows. This body of evidence is critical for demonstrating to regulators that the technology is not arbitrary but is grounded in scientific validation.

The future of vitals scans in underwriting

The trend toward faster, less invasive underwriting is irreversible. As technology and regulations evolve, contactless vitals scans are poised to become a standard, rather than a novel, part of the application process. For consumers, this means a more convenient and transparent experience. For insurers, the focus will intensify on the governance and documentation required to prove their models are fair and actuarially sound. The future is not about replacing underwriters with algorithms but about augmenting their capabilities with better, faster, and more securely managed data. The ability to compliantly manage data from sources like a 30-second scan is becoming a core competency for modern carriers.

Frequently asked questions

1. What is an "adverse action" in insurance? An adverse action is any decision by an insurer that is unfavorable to the consumer. This includes denying an application for coverage, offering a lower amount of coverage than requested, or charging a higher premium rate.

2. Is a vitals scan considered a "consumer report" under the FCRA? If the vitals scan is conducted by a third-party vendor that provides the data to the insurance company to be used in its decision, then the data is generally considered a consumer report under the Fair Credit Reporting Act (FCRA). This triggers specific consumer protections, including the right to an adverse action notice if the data contributes to a denial.

3. Can I request to see the results from my vitals scan? Yes. Under the FCRA, if the information from the scan contributes to an adverse action, you have the right to request a copy of the report containing that information from the consumer reporting agency that furnished it to the insurer. The adverse action notice from the insurer will provide the necessary contact information.

The challenge of integrating new technologies while adhering to complex insurance regulations is significant. Circadify specializes in providing the compliance infrastructure and regulatory insights that help carriers deploy digital underwriting solutions with confidence. To learn more about building a defensible and compliant decisioning framework, explore our resources at circadify.com/industries/payers-insurance.