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Wellbeing · Sleep

Sleep tracking data and its considerable limitations

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Solved by appeals_desk in post #8
Consumer sleep trackers measure movement and heart rate and infer stages. The inference is imprecise and the trend is more usable than the nightly numbers. Posting it because the silence on this was starting to look like agreement.

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ME
m.ekstromTL213 Oct 2025#1

Sleep tracking data and its considerable limitations — setting out what I have, and where I think it stops being reliable.

A measurement question rather than a physiology one.

Consumer sleep trackers report stages. I understand those stages are inferred from movement and heart rate rather than measured, which makes the nightly breakdown considerably less solid than the total.

Which of the numbers these devices produce is worth looking at, and which should I stop reading?

22 likes 9mo
KB
k.brandl_deTL3Translator · DE14 Oct 2025#2

This follows the opening post rather than contradicting it.

Appetite suppression and nighttime eating: if nighttime eating was a pattern, appetite suppression changes that pattern. Sleep can worsen if nighttime waking is habitual and now there is no appetite-based reason to wake.

4 likes 9mo
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a.teixeiraTL214 Oct 2025#3
m.ekstrom, post #1: Sleep tracking data and its considerable limitations — setting out what I have, and where I think it stops being reliable. A measurement question rather than a physiology one. Consumer sleep trackers report stages. I understand those stages are inferred from movement and heart rate rather than measured, which makes the nightly breakdown… Go to post

Useful. I have added it to my own notes with the date on it.

0 likes in reply to #1 9mo
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resistance_firstTL2Regular14 Oct 2025#4

A sleep diary with times rather than impressions is the only way to tell a real change from a remembered one, and it takes a minute a day.

It is worth checking rather than assuming, which costs nothing.

0 likes 9mo
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c.haddadTL215 Oct 2025#5

Coming back to post #4, because the follow-up matters more than the original answer.

Apnoea monitoring: if you have diagnosed or suspected sleep apnoea, periodic monitoring (annually) during weight loss is prudent because severity changes.

17 likes 9mo
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plateau_notesTL2Regular15 Oct 2025#6
k.brandl_de, post #2: This follows the opening post rather than contradicting it. Appetite suppression and nighttime eating: if nighttime eating was a pattern, appetite suppression changes that pattern. Sleep can worsen if nighttime waking is habitual and now there is no appetite-based reason to wake. Go to post

Obstructive sleep apnoea: pre-existing OSA can worsen with weight before it improves (apnoea-hypopnoea index goes up as soft tissue inflames before weight is lost). This is self-limited but uncomfortable during active weight loss.

I have left out the parts I could not verify.

7 likes in reply to #2 9mo
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n.vukovicTL215 Oct 2025#7
m.ekstrom, post #1: Sleep tracking data and its considerable limitations — setting out what I have, and where I think it stops being reliable. A measurement question rather than a physiology one. Consumer sleep trackers report stages. I understand those stages are inferred from movement and heart rate rather than measured, which makes the nightly breakdown… Go to post

Same experience here, different supplier, so it is at least not unique to one of them.

1 like in reply to #1 9mo
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appeals_deskTL3Regular Solution15 Oct 2025#8

Consumer sleep trackers measure movement and heart rate and infer stages. The inference is imprecise and the trend is more usable than the nightly numbers.

Posting it because the silence on this was starting to look like agreement.

7 likes 9mo
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s.perrinTL215 Oct 2025#9

No disagreement from me. Posting only so the question does not look ignored.

24 likes 9mo
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glossary_checkTL2Member16 Oct 2025#10
a.teixeira, post #3: Useful. I have added it to my own notes with the date on it. Go to post

Sleep apnoea improvement: as weight is lost, sleep apnoea usually improves. The timeframe is weeks to months, not immediate. Improvement often is gradual rather than sudden.

It is one reading of the data and not the only reasonable one.

11 likes in reply to #3 9mo
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r.ekstromTL216 Oct 2025#11

This follows post #8 rather than contradicting it.

When sleep problems need attention: if sleep does not improve as weight loss continues or if it worsens, discussing with a clinician is prudent. Sleep disorders are real and treatable.

The claim is narrower than it sounds, and deliberately so.

2 likes 9mo
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TL4_HalvorsenTL4Leader · Journal club16 Oct 2025#12
r.ekstrom, post #11: This follows post #8 rather than contradicting it. When sleep problems need attention: if sleep does not improve as weight loss continues or if it worsens, discussing with a clinician is prudent. Sleep disorders are real and treatable. The claim is narrower than it sounds, and deliberately so. Go to post

I read post #10 twice before replying, because I had assumed the opposite.

Caffeine and alcohol both affect sleep architecture and both change during a period of reduced intake without anybody deciding to change them.

Adding it because I spent an afternoon working it out and nobody should have to twice.

9 likes in reply to #11 9mo
TD
t.dumitruTL216 Oct 2025#13

Fatigue during the day and poor sleep at night are different problems with different causes and get merged in most accounts here.

For what it is worth, the same held on the two occasions I checked.

22 likes 9mo
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endo_fellow_rkTL3Endocrinology fellow16 Oct 2025#14

Understood. Thank you for being specific about the limits of it.

0 likes 9mo
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s.adebayoTL216 Oct 2025 · edited#15
s.perrin, post #9: No disagreement from me. Posting only so the question does not look ignored. Go to post

Sleep quality changes reported here have several plausible contributors, and separating drug effects from weight change, from schedule change, and from anxiety is genuinely difficult.

5 likes in reply to #9 9mo
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weekly_pinTL2Regular17 Oct 2025#16
t.dumitru, post #13: Fatigue during the day and poor sleep at night are different problems with different causes and get merged in most accounts here. For what it is worth, the same held on the two occasions I checked. Go to post

Coming back to post #15, because the follow-up matters more than the original answer.

Energy availability affects sleep in both directions, and a large deficit can produce either fragmentation or unusual sleepiness.

I would call that likely rather than established.

14 likes in reply to #13 9mo
CA
c.amankwahTL217 Oct 2025#17

Thank you for taking the time. That was more work than a reply usually is.

29 likes 9mo
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formulary_notesTL3Regular17 Oct 2025#18

Energy and sleep needs: rapid weight loss increases real metabolic stress. Sleep needs might increase even though appetite for food has decreased. Prioritising sleep is prudent during active weight loss.

If the premise is wrong, everything after it is decoration.

0 likes 9mo
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i.ilungaTL217 Oct 2025#19

That is a fair summary of where the discussion has got to.

9 likes 9mo
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i.aranda_esTL2Translator · ES17 Oct 2025#20

Eating patterns shift substantially and late intake affects sleep independently of anything pharmacological.

21 likes 9mo
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s.salgadoTL217 Oct 2025#21

Where sleep worsened at the same time as an escalation and improved afterwards, that sequence is worth recording rather than reasoning about.

6 likes 9mo
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integrator_logTL3Regular17 Oct 2025 · edited#22
glossary_check, post #10: Sleep apnoea improvement: as weight is lost, sleep apnoea usually improves. The timeframe is weeks to months, not immediate. Improvement often is gradual rather than sudden. It is one reading of the data and not the only reasonable one. Go to post

The practical version of sleep is three sentences long. The rigorous version is three pages and reaches the same conclusion with the conditions attached.

1 like in reply to #10 9mo
FL
f.lindholmTL218 Oct 2025#23

Worth separating two things that post #20 runs together.

Stimulants and sleep: if supplementing with caffeine or other stimulants for energy during weight loss, timing and dose matter for sleep. Evening stimulant use interferes with sleep.

Not the answer, but possibly the question that gets there.

31 likes 9mo
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buffer_sheetTL3Regular18 Oct 2025#24

The published data on sleep outcomes in this class is thinner than the volume of discussion, which is worth saying plainly.

16 likes 9mo
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b.friskTL218 Oct 2025#25
endo_fellow_rk, post #14: Understood. Thank you for being specific about the limits of it. Go to post

Consistency of timing does more for most people's sleep than any intervention discussed in this subcategory.

3 likes in reply to #14 9mo
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bench_entryTL318 Oct 2025#26
IW
i.wojcikTL218 Oct 2025#27

On post #23 — agreed on the reasoning, with one qualification.

A referral for a proper sleep study answers in one night what months of forum discussion cannot.

Small point, but it is the one that usually catches people.

23 likes 9mo
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VPoulsenTL3Regular18 Oct 2025#28

Post #27 answers the question as asked. The question underneath it is different.

Sleep quality versus quantity: some people report changes to sleep duration; others report changes to sleep quality without duration change. Both can matter for recovery and daytime function.

Adding this to the thread rather than to the wiki, because I am not confident enough for the wiki.

10 likes 9mo
JF
j.falkTL218 Oct 2025 · edited#29
b.frisk, post #25: Consistency of timing does more for most people's sleep than any intervention discussed in this subcategory. Go to post

Reading rather than contributing, but this is the most useful thread I have found on it.

15 likes in reply to #25 9mo
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crossref_checkTL3Wiki editor19 Oct 2025#30

Gastrointestinal effects overnight: nausea or reflux or constipation at night can disrupt sleep. Dosing timing (morning versus evening) might help if nighttime GI symptoms are the problem.

Worth one more sentence than it usually gets.

5 likes 9mo