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ROR Labs — Return on Risk
ROR Labs
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  • ROR Labs cover: 9 is the new limit. The US annual PM2.5 standard fell from 12 to 9 micrograms per cubic metre in February 2024. The WHO guideline is 5.
    Air Quality | Environmental and Climate Risk

    The Safe Level of Air Pollution Keeps Moving Down

    BySeung Hyoun Kim August 28, 2026October 4, 2026

    The EPA cut the PM2.5 standard from 12 to 9 in 2024 because studies kept finding harm below the old limit. Meanwhile wildfire smoke has reversed clean air progress in 35 states. What a HEPA filter measurably does — and what it cannot touch.

    Read More The Safe Level of Air Pollution Keeps Moving DownContinue

  • ROR Labs cover: 57% had no working alarm. That share of US home fire deaths happened with no smoke alarm or a dead one. Cooking is the leading cause of the fires themselves.
    Accident and Physical Hazard | Fire and Burns

    The Leading Cause of House Fires Is a Pan Nobody Is Watching

    BySeung Hyoun Kim August 28, 2026October 4, 2026

    Cooking causes more home fires than anything else, and unattended equipment is 37% of them. Meanwhile 57% of home fire deaths happen where the smoke alarm was missing or dead — and 43% of failures were batteries someone removed.

    Read More The Leading Cause of House Fires Is a Pan Nobody Is WatchingContinue

  • ROR Labs cover: 1M people pooled. 16 studies, 1,005,791 people. Activity changed the sitting and mortality relationship. The standing desk did not.
    Health Risk | Heart, Blood and Circulation

    Sitting Is Not the New Smoking. The Standing Desk Did Not Help Either.

    BySeung Hyoun Kim August 28, 2026October 4, 2026

    A million-person meta-analysis found that sitting eight hours a day raised mortality by 59% in inactive people and by almost nothing in active ones. Then 83,013 accelerometer-tracked adults showed standing more gave no cardiovascular benefit at all.

    Read More Sitting Is Not the New Smoking. The Standing Desk Did Not Help Either.Continue

  • ROR Labs cover: 11 hours dark — the 2024 US average, roughly double the previous decade.
    Infrastructure Risk | Power and Energy

    Power Outages Are Getting Longer. The Generator Is the Dangerous Part.

    BySeung Hyoun Kim August 28, 2026October 4, 2026

    US customers averaged 11 hours without power in 2024, double the previous decade — and 80% of it came from major events. What fails and when, why a battery beats a generator for most households, and the carbon monoxide rule that kills about 100 people a year.

    Read More Power Outages Are Getting Longer. The Generator Is the Dangerous Part.Continue

  • ROR Labs cover: 0 phishing successes. One organisation moved more than 85,000 people to security keys and recorded none. The code texted to your phone does not do this.
    Accounts and Devices | Crime and Security Risk

    The Two-Factor Code on Your Phone Will Not Stop This

    BySeung Hyoun Kim August 28, 2026October 4, 2026

    US fraud losses hit $16 billion in 2025. The six-digit code texted to your phone can be relayed by a fake page in real time — and CISA ranks it last. What phishing-resistant authentication does differently, and the two free steps that matter most.

    Read More The Two-Factor Code on Your Phone Will Not Stop ThisContinue

  • ROR Labs cover: 25% fall every year. About 3 million older adults reach an emergency department after a fall. Exercise has the strongest evidence; vitamin D was withdrawn in 2024.
    Accident and Physical Hazard | Falls and Impact

    Falls at Home: The Fixes With Evidence, and the One That Was Withdrawn

    BySeung Hyoun Kim August 28, 2026October 4, 2026

    Exercise cuts falls by 23% at high certainty. Home modification cuts them 38% — but only for people already at risk. And in December 2024 the USPSTF recommended against vitamin D for fall prevention. What the Cochrane reviews actually found.

    Read More Falls at Home: The Fixes With Evidence, and the One That Was WithdrawnContinue

  • ROR Labs cover: 20-48% lower mortality. 60,977 people wearing wrist monitors, followed 6.3 years. The most regular sleepers, not the longest, had the lowest all-cause mortality.
    Health Risk | Sleep and Overwork

    Sleep Regularity Beat Sleep Duration: What the Mortality Data Shows

    BySeung Hyoun Kim August 28, 2026October 4, 2026

    A 60,977-person study found that when you sleep predicts mortality better than how long you sleep — and that the supplement most people buy is the one sleep medicine recommends against. What the cohort data and clinical guidelines actually say.

    Read More Sleep Regularity Beat Sleep Duration: What the Mortality Data ShowsContinue

  • ROR Labs cover: 4 ppb from the burner. A Stanford study across more than 100 homes measured that much long-term extra nitrogen dioxide from a gas stove. Kitchen size mattered more.
    Air Quality | Environmental and Climate Risk

    Your Gas Stove and the Air in Your Kitchen: What the Measurements Found

    BySeung Hyoun Kim August 28, 2026October 4, 2026

    Gas stoves raise indoor nitrogen dioxide by about 4 ppb — roughly three quarters of the WHO annual guideline on their own. What the peer-reviewed indoor air quality measurements found, why kitchen size matters more than the appliance, and which fixes actually work.

    Read More Your Gas Stove and the Air in Your Kitchen: What the Measurements FoundContinue

  • ROR Labs cover: 5% actually short. 94% of Americans fall below the dietary vitamin D target. About 5% have blood levels low enough to matter.
    Food and Allergy | Health Risk

    Which Nutrients Are You Actually Short Of?

    BySeung Hyoun Kim August 28, 2026October 4, 2026

    94% of Americans fall short of vitamin D from food, but only 5% are actually deficient. What the trials, the intake data and the new upper limits say about which nutrients you really need.

    Read More Which Nutrients Are You Actually Short Of?Continue

  • ROR Labs cover: 30 seconds to decide. Laboratory work traced a lithium-ion pack failing indoors second by second. It waits a long time, then moves faster than a person can.
    Accident and Physical Hazard | Fire and Burns

    Lithium-Ion Battery Fires at Home: What the Research Actually Shows

    BySeung Hyoun Kim August 28, 2026October 4, 2026

    Full-scale fire experiments show a lithium-ion battery can charge quietly for hours, then go from first smoke to an unsurvivable room in about 30 seconds. What the data says about charging safely at home.

    Read More Lithium-Ion Battery Fires at Home: What the Research Actually ShowsContinue

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