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Channel

Work abroad - Layboard.in

@layboard_in

On this record: Topic · Observations · Also posting the same content · Growth · Engagement · Posts · Cite this entry

12,316subscribers

-129 since we began measuring on 7 August 2026

Risers and fallers across the register · movement among entries of 10,000–31,623.

Register entry

Telegram ID-1001231797100
TypeChannel
Username@layboard_in
CreatedBetween 1 March 2018 and 31 July 2021 — estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded7 August 2026
Last confirmed live18 September 2026
Measurements held30
Confirmed unchanged1 time, most recently 18 September 2026
On Telegramt.me/layboard_in

Topic

Job listings — a classification, not a measurement. An on-box language model (Qwen3.6-35B-A3B-UD-Q6_K_XL, prompt version 1) read this channel’s own recent posts on 10 August 2026 and assigned it the closest of 31 fixed categories, at 100% confidence. This is a model’s judgement about what the channel is likely to be about, not a fact this register measured the way a subscriber count or a view count is measured — it can be revised on a later pass, and it carries no weight anywhere else on this page. How this classification works, and why it has no browse page of its own yet.

Observations

These are measurements, not verdicts. Each one below states something we counted, alongside the evidence it was counted from, so you can check it rather than take it. None of them is graded: every observation this register holds is recorded at severity 0, because the precision of the detectors behind them has not been measured yet, and a rating we cannot support is worse than none. Read each as a fact about the data, not as a judgement about the channel. How we measure.

Content that also appears on other registered channels

Posts published here appear word for word on 2 other registered channels. The matching is on the text itself, not on Telegram’s forward marker, so it finds a copy whether or not it was labelled as one.

Matching posts — open both and compare (6 of the pairs behind the counts below)
Posted firstThenOverlapGap
@works_in_uae/112210 Jun 2025, 21:17 UTC@layboard_in/4277 · this entry10 Jun 2025, 21:17 UTC1.00under a minute
@works_in_uae/112414 Aug 2025, 09:57 UTC@layboard_in/4279 · this entry14 Aug 2025, 09:57 UTC1.00under a minute
@works_in_uae/112619 Sept 2025, 09:33 UTC@layboard_in/4281 · this entry19 Sept 2025, 09:33 UTC1.00under a minute
@works_in_uae/113029 Jan 2026, 14:32 UTC@layboard_in/4285 · this entry29 Jan 2026, 14:32 UTC1.00under a minute
@works_in_uae/113217 Feb 2026, 09:24 UTC@layboard_in/4287 · this entry17 Feb 2026, 09:32 UTC1.008 minutes
@works_in_uae/11334 Mar 2026, 10:32 UTC@layboard_in/4288 · this entry4 Mar 2026, 10:32 UTC1.00under a minute
Every channel this entry shares post bodies with
ChannelMatching postsText overlapTypical gapPublished first
@works_in_uae14 (8/8 hand-verifiable sample passed)1.00under a minute@works_in_uae (140)
@jobs_qatar14 (8/8 hand-verifiable sample passed)1.00under a minute@jobs_qatar (122)

Text overlap is the Jaccard coefficient over the set of distinct three-word phrases in the two bodies: 1.00 is identical wording, and the threshold for counting a pair at all is 0.70. Candidates are generated by simhash LSH (4 x 16-bit bands, exact Hamming <= 3) verified against the bodies with Jaccard over the SET of distinct 3-word shingles. Published first counts which side of each matching pair carries the earlier timestamp — in this corpus, which is the limitation directly below.

What this cannot establish

MEASURED, DOMINANT ERROR SOURCE: a post ingested before 2026-08-06 may have carried a forward header that was not recorded. A 45-pair hand-check against live t.me pages found 14 (31%) where the live page shows a forward header naming the other channel and the database has none, plus 4 more (9%) naming a third party. The text match itself was wrong 0 times out of 45. Read attribution_capture.items_in_trusted_window before treating the unattributed count as a claim.

Telegram lets a channel forward a post with a header naming the source, and we only began reliably recording that header on 2026-08-06. None of the 26 matches recorded here fall after that date, so for this entry we cannot say whether any of them carried a credit. The duplication is measured; the absence of attribution is not.

“Published first” means first in this corpus. We hold 20 comparable posts for this entry, running 10 June 2025 to 3 July 2026. A channel we have read one page deep will look younger than a neighbour we have read in full, and the order would flip with no change in the underlying facts.

The detector’s own notes on this observation, as it recorded them. Names in this_style are fields of the underlying evidence record, which the plain-English paragraphs above read out for this entry.

  • Verbatim republication has three causes and the text separates only two: a clone/mirror, unattributed copy-paste, or BOTH channels copying a common third source that neither attributes. The spread filter (content held by at most 8 channels) reduces the third and does not remove it.
  • 'Earliest' means earliest IN THIS CORPUS. A channel ingested one page deep will look younger than a neighbour ingested in full; corpus_coverage above is there to be checked before the direction is believed.
  • shared_verified_est extrapolates the sampled pass rate over the full narrow match count; sampled/passed are the numbers actually measured.
  • Absence of a forward header is not proof of intent: Telegram lets a channel disable forward attribution, and a credit written in the body is not parsed as attribution here (mention_edge_either_way above is the closest available signal).

Across the whole group of 3, the earliest publisher we hold is @works_in_uae. That is a statement about our reading window, not a claim of authorship.

Recorded under the key clone_copy, last confirmed 8 August 2026. An observation that a later pass no longer finds is cleared, and a cleared observation is removed from this page rather than being shown struck through — we do not keep publishing a claim we have withdrawn. Dispute an observation.

Also posting the same content

This channel’s posts match, word for word or near enough, posts on 2 other registered channels, found by comparing text fingerprints across every channel on the register. That matching has been checked by hand against the live Telegram pages and found reliable — 0 wrong of 45 pairs re-read.

Which channel, if either, published first is deliberately not shown. The same hand-check found that reading wrong 18 of 45 times — 60%, no better than a coin flip — because it depends on how deep our own crawl happened to reach into each channel’s history, not on when the content was actually first posted. This list is ordered by subscriber count, the same as every other listing on this site, never by which channel we think came first. Word-for-word matching has several ordinary explanations besides copying — a channel mirroring itself, an unattributed repost, or two channels independently repeating the same wire story — and this measurement cannot tell those apart. How this is measured.

Growth

12,31612,44712,381.57 August 2026 — 12,445 subscribers7 August 2026 — 12,445 subscribers8 August 2026 — 12,447 subscribers9 August 2026 — 12,441 subscribers11 August 2026 — 12,444 subscribers12 August 2026 — 12,437 subscribers13 August 2026 — 12,438 subscribers14 August 2026 — 12,433 subscribers16 August 2026 — 12,424 subscribers17 August 2026 — 12,426 subscribers18 August 2026 — 12,427 subscribers19 August 2026 — 12,434 subscribers21 August 2026 — 12,437 subscribers22 August 2026 — 12,435 subscribers24 August 2026 — 12,423 subscribers25 August 2026 — 12,424 subscribers26 August 2026 — 12,386 subscribers28 August 2026 — 12,377 subscribers29 August 2026 — 12,376 subscribers30 August 2026 — 12,375 subscribers31 August 2026 — 12,370 subscribers1 September 2026 — 12,372 subscribers2 September 2026 — 12,350 subscribers4 September 2026 — 12,339 subscribers7 September 2026 — 12,336 subscribers10 September 2026 — 12,330 subscribers12 September 2026 — 12,325 subscribers14 September 2026 — 12,324 subscribers16 September 2026 — 12,326 subscribers18 September 2026 — 12,316 subscribers7 August 202618 September 2026
30 measurements spanning 42 days, net -129. Dots are measurements; the straight line between them is drawn to join them, not to claim we know the path taken in between — snapshots are recorded only when a count changes, so gaps mean “no change observed”, never “interpolated”. The vertical axis spans 12,296–12,467 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 30
Measured (UTC)SubscribersChange
18 Sept 2026, 10:3912,316-10
16 Sept 2026, 01:2112,326+2
14 Sept 2026, 07:1912,324-1
12 Sept 2026, 15:3612,325-5
10 Sept 2026, 15:3812,330-6
7 Sept 2026, 14:1512,336-3
4 Sept 2026, 13:3912,339-11
2 Sept 2026, 22:5512,350-22
1 Sept 2026, 17:5612,372+2
31 Aug 2026, 15:5812,370-5
30 Aug 2026, 13:4412,375-1
29 Aug 2026, 10:3712,376-1
28 Aug 2026, 12:1412,377-9
26 Aug 2026, 12:2412,386-38
25 Aug 2026, 10:2912,424+1
24 Aug 2026, 09:4612,423-12
22 Aug 2026, 19:3512,435-2
21 Aug 2026, 06:3812,437+3
19 Aug 2026, 09:5712,434+7
18 Aug 2026, 11:3212,427first reading

Engagement

23 posts held, back to 10 June 2025the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 45 pages of Telegram’s post history, 20 posts per page.

ERR · 30 days
9.66%
avg views ÷ 12,316 subscribers
Avg views / post
1,190
3 posts measured
Reaction rate
this channel exposes no reaction counts
Posts in window
3
of 23 held

ERR is average views per post over the last 30 days divided by subscribers, the definition TGStat uses, so this figure is comparable with the one you will see elsewhere. It falls structurally as a channel grows: a high ERR on a small channel and a low one on a large channel describe reach mathematics, not quality. We publish the figure and the sample it came from and pass no verdict on it.

ER is defined industry-wide as (forwards + reactions + comments) ÷ views — note the denominator is views, not subscribers. Telegram’s public web preview carries views and reactions but not forward or comment counts, so the reaction rate above is the reactions term only and is therefore a floor: the true ER for this channel is higher by an amount we have not measured and will not estimate.

What these figures were computed from
WindowRolling 30 days · latest post in window 1 September 2026
Posts held23 (10 June 20251 September 2026)
Views total3,568
Reactions total
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken2 Sept 2026, 22:05 UTC

Views are a single reading per post, taken at the time above. A post published in the last day or two is still accumulating views, which pulls the 30-day average down slightly. That is a property of the standard definition rather than a fault in it, so we keep the definition rather than “correcting” the number into something nobody can reproduce.

Precision. Telegram publishes view counts on its public widget in short form — 8.12K, 3.7M — so any reading at or above 1,000 reaches us rounded to three significant figures, and only counts below 1,000 are exact. Averages and rates derived from them are shown to the same precision rather than to the unit: a figure like 3,701,250 would assert digits nobody measured.

Reaction counts are published per emoji and rounded the same way, so a total below 1,000 is exact and a larger one is a sum that may carry a rounded component from each emoji above 1,000. Because it is a sum, it does not look rounded — read a large reaction total as three significant figures per contributing emoji rather than as the figure it prints.

Recent posts

1 Sept 2026, 12:48 UTC538 viewsread 2 September 2026

🔥 HOT JOB 🔥 💼 - Production Worker | Poland | Lodz | for all foreign citizens 🌏 - Poland, Lodz 💰 - 1500 $ Job Vacancy: Production Worker About the Position A Polish temporary employment agency is seeking production workers for a manufactu... 👉🏼 Open job 👈🏼

25 Aug 2026, 11:08 UTC≈1,540 viewsread 2 September 2026

🔥 HOT JOB 🔥 💼 - POSTAL WAREHOUSE WORKER | Without work experience | for all foreign citizens 🌏 - Poland, Warsaw 💰 - 1300 € POSTAL WAREHOUSE WORKER Location: Sochaczew (37 km from Warsaw, Poland) This position is open for men, women, and couples Job de... 👉🏼 Open job 👈🏼

25 Aug 2026, 10:00 UTC≈1,490 viewsread 2 September 2026

🔥 HOT JOB 🔥 💼 - WAREHOUSE WORKER | Without work experience | for all foreign citizens 🌏 - Slovakia, Bratislava 💰 - 1300 € WAREHOUSE WORKER Location: Bratislava, Slovakia. We invite men, women, and couples up to 55 years of age to apply. Salary: 5 euro/h... 👉🏼 Open job 👈🏼

3 Jul 2026, 09:40 UTC≈4,240 viewsread 2 September 2026

🔥 HOT JOB 🔥 💼 - Production Worker | Poland | Lodz | for all foreign citizens 🌏 - Poland, Lodz 💰 - 1500 $ Job Vacancy: Production Worker About the Position A Polish temporary employment agency is seeking production workers for a manufactu... 👉🏼 Open job 👈🏼

19 Jun 2026, 13:32 UTC≈5,220 viewsread 2 September 2026

🔥 HOT JOB 🔥 💼 - PACKAGING OF SWEETS | POLAND | Without work experience | for all foreign citizens 🌏 - Poland, Wroclaw 💰 - 1500 $ PACKAGING OF SWEETS. LINE OPERATOR We DON#39;T have a sponsorship program, DON#39;T have free services. The comp... 👉🏼 Open job 👈🏼

19 Jun 2026, 12:08 UTC≈4,500 viewsread 2 September 2026

🔥 HOT JOB 🔥 💼 - WAREHOUSE WORKE | CZECH REPUBLIC | Without work experience | for all foreign citizens 🌏 - Czech, Prague 💰 - 1500 € WAREHOUSE WORKER Location: Prague, Czech Republic This position is open for men, women, and couples Job description: * Working with ... 👉🏼 Open job 👈🏼

20 Apr 2026, 11:40 UTC≈7,630 viewsread 2 September 2026

🔥 HOT JOB 🔥 💼 - PACKAGING OF SWEETS | POLAND | Without work experience | for all foreign citizens 🌏 - Poland, Wroclaw 💰 - 1500 $ PACKAGING OF SWEETS. LINE OPERATOR We DON#39;T have a sponsorship program, DON#39;T have free services. The comp... 👉🏼 Open job 👈🏼

20 Apr 2026, 09:40 UTC≈6,680 viewsread 2 September 2026

🔥 HOT JOB 🔥 💼 - WAREHOUSE WORKE | CZECH REPUBLIC | Without work experience | for all foreign citizens 🌏 - Czech, Prague 💰 - 1500 € Food warehouses We DON#39;T have a sponsorship program, DON#39;T have free services. City of Prague Descripti... 👉🏼 Open job 👈🏼

12 Apr 2026, 08:33 UTC≈6,580 viewsread 2 September 2026

🔥 HOT JOB 🔥 💼 - HR Partnership Opportunity for Recruiters and Agencies in Norway ​​​​​​​ 🌏 - Norway, Bergen 💰 - 18000 € WhatsApp: +47 988 84 133 R2abemanning.com We are a licensed Norwegian HR company with official registration, valid permits, and direct con... 👉🏼 Open job 👈🏼

2 Apr 2026, 13:57 UTC≈6,890 viewsread 2 September 2026

🔥 HOT JOB 🔥 💼 - Hotel, Warehouse and Farm job vacancies In Canada 🌏 - Canada, Toronto 💰 - 3300 $ Do you want to immigrate to Canada? Find the three (3) services we currently provide below: - STUDY VISA (IN QUEBEC ONLY VERY AFFO... 👉🏼 Open job 👈🏼

4 Mar 2026, 10:32 UTC≈7,480 viewsread 2 September 2026

🔥 HOT JOB 🔥 💼 - HR Partnership Opportunity for Recruiters and Agencies in Norway ​​​​​​​ 🌏 - Norway, Bergen 💰 - 18000 € WhatsApp: +47 988 84 133 R2abemanning.com We are a licensed Norwegian HR company with official registration, valid permits, and direct con... 👉🏼 Open job 👈🏼

17 Feb 2026, 09:32 UTC≈7,810 viewsread 2 September 2026

🔥 HOT JOB 🔥 💼 - WAREHOUSE WORKE | CZECH REPUBLIC | Without work experience | for all foreign citizens 🌏 - Czech, Prague 💰 - 1500 € WAREHOUSE WORKER Location: Prague, Czech Republic This position is open for men, women, and couples Job description: * Working with ... 👉🏼 Open job 👈🏼

Showing the 12 most recent of 23 posts we hold for @layboard_in. View and reaction counts are the latest single reading for each post, not a live figure, and a recent post is still accumulating both. A view count marked was rounded by Telegram before we ever saw it — t.me prints views in full below 1,000 and to three significant figures above, so ≈1,200,000 means somewhere between 1,150,000 and 1,249,999. Unmarked counts are exact. Text is reproduced from the public post preview and truncated for length.

Cite this entry

A live page changes as we take new readings, so a citation should name the measurement it is based on, not just the URL. The line below cites the subscriber count as measured 18 September 2026 — this entry's latest reading, not the date you are reading this.

“Work abroad - Layboard.in” (@layboard_in), 12,316 subscribers as measured 18 September 2026. Telegram Register, tgregister.com/channel/layboard_in.

Full measurement history, CC BY 4.0. Every reading this register holds for this entry, not just the latest one, as a dated, downloadable record: CSV · JSON. Free to use with attribution to tgregister.com. Each file carries its own generation timestamp, which is the figure to cite for exactly when the data was retrieved.