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The Tech Diff > Blog > Wearables > “Health Tracking Accuracy: An Overrated Concern?”
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“Health Tracking Accuracy: An Overrated Concern?”

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Last updated: June 29, 2026 12:24 pm
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“Health Tracking Accuracy: An Overrated Concern?”
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Understanding Smart Scales: A Journey Through Body Composition Tracking

This is Optimizer, a weekly newsletter sent from Verge senior reviewer Victoria Song that dissects and discusses the latest gizmos and potions that swear they’re going to change your life. Opt in for Optimizer here.

Contents
Understanding Smart Scales: A Journey Through Body Composition TrackingThe Quest for Health: A Personal StoryInvesting in Technology: Why I Turned to Smart ScalesHow Smart Scales WorkThe Results: Mixed Signals from Multiple DevicesDissecting the InconsistenciesTrends Matter More Than Individual ReadingsSeeking Consistency Over PerfectionBig Picture: Overall Health Habits

The Quest for Health: A Personal Story

About three years ago, a doctor emphasized the need for me to lose abdominal fat. She was not concerned about my lower belly fat, which she described as subcutaneous fat. Her focus was on targeting approximately five pounds of visceral fat located above my belly button. My BMI and weight were acceptable, but my borderline high cholesterol and one mildly elevated liver enzyme raised alarms. Given my diagnosis of polycystic ovary syndrome (now referred to as polyendocrine metabolic ovarian syndrome), my doctor warned me that Type 2 diabetes might be imminent unless I drastically transformed my body composition.

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Investing in Technology: Why I Turned to Smart Scales

In response to her recommendations, she advised me to consider a smart scale and commit to a vegan diet. I ultimately ignored the latter suggestion and, shortly after, sought a new doctor following her advocacy for a questionable dieting podcast. Nevertheless, I embarked on a multi-year exploration of smart scales, leading to plenty of frustration.

How Smart Scales Work

Smart scales employ a technique known as bioelectric impedance analysis (BIA) to gauge body fat, lean mass, and bone mass. Essentially, they send a weak electrical current through the body. Since fat, muscle, and other tissues have varying conductivity levels, the device assesses resistance to calculate body composition through algorithms. Although they are more consumer-friendly than clinical methods, their accuracy can be grossly inconsistent. You might even find two BIA scales showing wildly different results!

The Results: Mixed Signals from Multiple Devices

This morning, I stepped on three different smart scales: two from Withings and one from Twin Health. Monthly doctor visits involve measurements from an InBody scale, while a recent visit to a sports clinic yielded results from a Dual-Energy X-ray Absorptiometry (DEXA) scan, often deemed the “gold standard” for body composition. In all my years of measurements, I have yet to find consistency in body fat percentage across all devices.

Here’s a snapshot of my most recent readings:

  • Withings Body Smart: 27.4 percent
  • Twin Health Scale: 28.8 percent
  • Withings BodyFit: 34.1 percent
  • DEXA scan: 39.3 percent
  • InBody scan: 44.4 percent

Dissecting the Inconsistencies

While it’s prudent to attribute some fluctuations to not taking measurements on the same day, all readings were done within two weeks under controlled conditions (fasted and first thing in the morning). Withings claims its BodyFit scale is accurate, citing a 99 percent correlation with DEXA scans based on an internal study. Yet, the variance between the DEXA scan and others ranges between 5 and 12 percentage points. Notably, my highest and lowest readings showed a discrepancy of 17 percentage points—an alarming difference.

Trends Matter More Than Individual Readings

The variability I experienced doesn’t end there; lean mass metrics also differ substantially across devices. DEXA, Withings, and InBody provide segmented analyses based on different body parts, and those readings too vary by 5 to 8 percentage points. The disparity appeared across metrics such as bone density and visceral fat. According to my DEXA scan, I have excellent bone density, with an estimated skeletal weight of 4.1 percent, while Withings reported 3.7 percent.

This screen showing my “progress” is more useful than the segmented look at how much fat or muscle my legs versus arms have.

Seeking Consistency Over Perfection

Over time, I’ve learned that the accuracy of these measurements is far less critical than their consistency. DEXA scans, though highly accurate, recommend that individuals undergo them every three to six months. Each method—be it a clinical scan or a budget smart scale—should be viewed in light of personal trends rather than absolute numbers. As long as the margin for error remains relatively stable, a clearer picture begins to emerge over time.

Petey thinks you should take smart scales with a heavy grain of salt. Tracking baseline trends can be helpful, but try to take the metrics neutrally.

Big Picture: Overall Health Habits

Pursuing body composition readings has uncovered valuable insights that traditional lifestyle interventions did not reveal. I learned about my insulin resistance, which complicates weight management. Fixating on individual metrics from devices—whether they’re wearables or clinical tests—proved to be more distracting than beneficial. Rather than seeking to “self-optimize,” it became clear that my health journey required understanding my metabolic challenges and consistently monitoring trends.

With these insights in mind, I’ve actively sought better health outcomes. Although some metrics indicate I’m on a mixed path, overall trends reveal significant progress toward improved body composition. As we continue to make strides in understanding our health, let’s remember that the journey is just as vital as the destination. Aim for consistency; it tells the true story of our health journey.

For more information and detailed readings of my journey with body composition scales, visit Here.

Image Credit: www.theverge.com

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