Chronological age is how many years you have been alive. It is fixed, and it increases at the same rate for everyone. Biological age is an estimate of how old your tissues and physiological systems appear to function, built from measurable markers, and it can differ from your chronological age in either direction. This entry covers the conceptual distinction. For the testing methods themselves, see biological age tests.

Why biological and chronological age diverge

Two people the same chronological age can have genuinely different physiological function. One might have the cardiovascular fitness, muscle mass and metabolic health typical of someone a decade younger. The other's markers might resemble someone older.

Genetics, lifestyle and accumulated environmental exposure all contribute. Biological age tries to capture that divergence in a single number, rather than treating everyone born the same year as physiologically equivalent.

Whether biological age can actually be changed

Some measures shift. Estimates built from physiological function, meaning cardiovascular fitness, strength and body composition, respond to sustained lifestyle change more readily than purely epigenetic ones.

The randomised evidence is instructive about how much. In the CALERIE trial, two years of caloric restriction slowed DunedinPACE by roughly 2 to 3% and moved PhenoAge and GrimAge not at all. That split is covered in biological age tests.

So biological age isn't a passive countdown. It is a responsive estimate, partly reflecting choices within your control, and how much it responds depends heavily on which method produced it.

Why "biological age" isn't one number

"Biological age" isn’t a measurement. It is a family of algorithms, each trained on different data toward a different target, which is why two tests can hand you ages several years apart without either being broken.

They fall into three generations. First-generation clocks, Horvath and Hannum in 2013, were trained to predict calendar age, which is precisely their limitation: an algorithm optimized to reproduce your birthday is optimized away from telling you anything your birthday doesn’t. Second-generation clocks, PhenoAge in 2018 and GrimAge in 2019, were trained on clinical markers and mortality instead, which is the shift that made deviation from chronological age mean something. Third-generation DunedinPACE, in 2022, estimates how fast you are currently ageing rather than how old you are, reporting a rate rather than a cumulative total.

The biological age tests entry covers each clock in detail, what the reliability data shows, and how to get tested.

Why results disagree, and what that means for you

A first-generation clock and a mortality-trained clock are answering different questions, so disagreement between them is expected behavior. Test-to-test variability on the same sample is a separate problem: methylation measurement carries technical noise, and reported differences of a year or two frequently sit inside it.

None of these is a clinical diagnostic. They are research instruments increasingly sold as consumer products, and the gap between those two things is where most of the disappointment happens. That is why Longevity Coach IQ scores individual markers against percentiles instead: a percentile tells you which specific thing to work on, where a composite age tells you only that something, somewhere, is off.

Three generations of epigenetic clock
Epigenetic clocks by generation and training target First-generation clocks were trained to predict calendar age. Second-generation clocks were trained on health outcomes and mortality. Third-generation clocks estimate the current rate of aging rather than a cumulative age. First generation Horvath 2013 Hannum 2013 trained to predict calendar age optimized away from telling you more Second generation PhenoAge 2018 GrimAge 2019 trained on mortality and clinical markers deviation now means something Third generation DunedinPACE 2022 estimates the rate of aging, not the total useful for tracking change Two clocks disagreeing is expected behavior, not a fault. They were built to answer different questions. Test-to-test variability on the same sample is a separate problem again.
All remain research instruments. Longevity Coach IQ scores individual markers against percentiles instead of producing a composite age.

Chronological vs. biological age

Chronological ageBiological age
Determined byTime since birthEstimated from physiological markers
How it is measuredA dateA blood or saliva sample run through an algorithm
Typical costNothingA consumer epigenetic test, repeated to be useful
Repeat the measurementIdentical answer every timeSame sample can vary by years between runs
Can it change?No, fixed and universalSome measures shift; pace clocks more than cumulative ones
What a change meansA birthdayAmbiguous without knowing which marker moved

Behind the marketing number

The average article uses “biological age” as a marketing hook without distinguishing it from the physiological markers actually being measured.

The markers underneath are the real content. A biological age is a summary of them, and summaries lose information that the individual numbers keep.

How much of the gap you can close depends on which markers are driving it. Some respond well to training and diet, others sit against a genetic floor.

What gets tracked underneath is a set of real, measurable markers, each scored against age- and sex-matched percentiles. No composite age is produced, deliberately, for the reasons above.

Sources

Key references for the claims on this page. Where a figure is attributed to a specific study or body, it is named here.

  1. Horvath S. DNA methylation age of human tissues and cell types. Genome Biology, 2013. The multi-tissue first-generation clock. PMID 24138928
  2. Levine ME, Lu AT, Quach A, et al. An epigenetic biomarker of aging for lifespan and healthspan. Aging, 2018. PhenoAge. PMID 29676998
  3. Lu AT, Quach A, Wilson JG, et al. DNA methylation GrimAge strongly predicts lifespan and healthspan. Aging, 2019. PMID 30669119
  4. Belsky DW, Caspi A, Corcoran DL, et al. DunedinPACE, a DNA methylation biomarker of the pace of aging. eLife, 2022. PMID 35029144

Frequently asked

Is a longevity test worth taking?

Depends entirely which test. Standard bloodwork and functional testing produce numbers you can act on. Consumer biological age tests return a single figure with meaningful test-to-test variability, and rarely change what you would sensibly do next.

What's the difference between chronological and biological age?

Chronological age is fixed years alive, biological age is an estimate based on physiological function that can differ from it.

How is biological age measured?

Several distinct methods exist, epigenetic clocks and physiological composite scores among them.

Can biological age actually be changed?

Some measures move. The CALERIE trial randomised 220 adults to two years of caloric restriction and found DunedinPACE slowed by roughly 2 to 3%, while PhenoAge and GrimAge did not shift significantly. The effect sizes were small, and the authors are explicit that a conclusive test needs long-term follow-up on hard endpoints.

Which biological age test is the most reliable?

So-called second-generation clocks, trained on health outcomes rather than on calendar age, predict mortality better than the earlier versions that were trained to guess your birthday. Even the best of them remain research instruments. Reliability here means better than the alternatives, not good enough to act on directly.

Should I buy a consumer biological age test?

It depends what you would do with the result. If the answer is train more and sleep better, you already know that and the test changes nothing. Test-to-test variability can also be large enough that a repeat sample shifts your reported age by years without anything having changed in you.

Why do two tests give me different ages?

Because they are different algorithms trained on different data toward different targets. A clock built to predict time-to-death and one built to estimate calendar age are answering separate questions, so disagreement between them is expected behavior rather than a fault in either.

How much can biological age realistically shift?

Less than the marketing suggests, and the honest answer depends on which clock. In the CALERIE randomised trial, two years of 25% caloric restriction slowed DunedinPACE by roughly 2 to 3% and produced no significant change in PhenoAge or GrimAge. Pace measures respond on that timescale; cumulative-age clocks largely do not.

Is a biological age calculated here?

No, deliberately. It scores each marker against age- and sex-matched percentiles instead. A percentile tells you where you stand on something specific and measurable, and it points at what to do next. A single composite age number obscures which underlying thing is actually driving it.