https://www.linkedin.com/posts/industrialknowledge_failure-metrics-explained-httpslnkdin-activity-7498559092706365440-QQQE?utm_source=share&utm_medium=member_android&rcm=ACoAABeDiYkBTOKO2gjztOgk3ndv1nJkVE5G7Eo

Channel
Opex Knowledge
@opexknowledge
On this record: Topic · Growth · Engagement · What this channel posts · Reactions · Posts · Telegram's recommendations · Cite this entry
9,255subscribers
-211 since we began measuring on 7 August 2026
Risers and fallers across the register · movement among entries of 3,162–10,000.
Register entry
| Telegram ID | -1001186516164 |
|---|---|
| Type | Channel |
| Username | @opexknowledge |
| Created | Between 1 March 2018 and 31 July 2021 — estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 7 August 2026 |
| Last confirmed live | 19 September 2026 |
| Measurements held | 15 |
| Confirmed unchanged | 1 time, most recently 19 September 2026 |
| On Telegram | t.me/opexknowledge |
Topic
Education — a classification, not a measurement. An on-box language model (Qwen3.6-35B-A3B-FP8, prompt version 1) read this channel’s own recent posts on 11 September 2026 and assigned it the closest of 31 fixed categories, at 82% 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.
Growth
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 19 Sept 2026, 06:55 | 9,255 | -29 |
| 14 Sept 2026, 22:59 | 9,284 | -20 |
| 11 Sept 2026, 06:01 | 9,304 | -27 |
| 5 Sept 2026, 23:22 | 9,331 | -18 |
| 2 Sept 2026, 07:04 | 9,349 | -18 |
| 30 Aug 2026, 07:06 | 9,367 | -11 |
| 27 Aug 2026, 13:45 | 9,378 | -12 |
| 24 Aug 2026, 18:07 | 9,390 | -24 |
| 20 Aug 2026, 19:55 | 9,414 | -12 |
| 17 Aug 2026, 12:47 | 9,426 | -18 |
| 14 Aug 2026, 05:48 | 9,444 | -11 |
| 10 Aug 2026, 17:00 | 9,455 | -12 |
| 8 Aug 2026, 02:42 | 9,467 | +1 |
| 7 Aug 2026, 18:31 | 9,466 | no change |
| 7 Aug 2026, 18:18 | 9,466 | first reading |
Engagement
38 posts held, back to 9 June 2026 — the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 30 pages of Telegram’s post history, 20 posts per page.
Nothing published in the last 30 days. ERR and ER are rolling 30-day measures, so there is nothing to compute — we hold 38 posts for this entry, the most recent from 27 August 2026. An engagement rate over an empty window would be a number about nothing.
What this channel posts
- Video runtime
- 39s
- Average length
- 39s
Measured directly from 1 video with a duration reading, out of the posts we hold for this channel — not this channel’s whole posting history, only the sample this register has actually read. An exact reading to the second, taken from the post itself rather than from Telegram’s own rounded chrome, so it carries no ≈ mark.
Reaction mix
4 reactions across 4 posts, in 2 distinct kinds. The most used accounts for 75.0% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| ❤ | 3 | 75.0% | |
| 👍 | 1 | 25.0% |
No sentiment is inferred, and none should be read in. This table is ordered by count and by nothing else. Emoji do not carry stable meaning across languages or communities — 🙏 is thanks in one channel and mourning in another — so we publish which ones were pressed and how often, and pass no judgement on what an audience meant by them.
Precision. Telegram publishes reaction counts per emoji and short-forms each one — 4.34K, 1.2M — so any single kind at or above 1,000 reaches us at three significant figures, and only counts below 1,000 are exact. The shares above are ratios of those figures and carry the same error. This is also why the total here can differ slightly from a reaction total printed elsewhere on the page: both are sums of the same rounded parts, taken over samples with different edges.
Coverage. Reactions were read on 6 of the 38 sampled posts in this sample. Summed by Telegram’s own count on each post — not by adding up the per-emoji breakdown above — those same posts carry 4 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 38 most recent posts we hold, published 9 June 2026 to 27 August 2026, using the newest reading held for each. Telegram Stars are excluded: they are a payment, not a reaction, and they have their own section.
Recent posts
https://www.linkedin.com/posts/industrialknowledge_8-rules-of-control-chart-explained-https-activity-7498029845042515970-eqj3?utm_source=share&utm_medium=member_android&rcm=ACoAABeDiYkBTOKO2gjztOgk3ndv1nJkVE5G7Eo
➡️ 𝗚𝗲𝘁 𝟱𝗦 𝗠𝗲𝘁𝗵𝗼𝗱𝗼𝗹𝗼𝗴𝘆 𝗜𝗺𝗽𝗹𝗲𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻 𝗣𝗿𝗲𝘀𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻: https://imojo.in/xQYSse ➡️ 𝗦𝗮𝗺𝗽𝗹𝗲 𝗙𝗶𝗹𝗲: https://drive.google.com/file/d/1RJH5Lam6TNfzqApdzZyTxPo9y2yMpgfa/view ➡️ 𝗥𝗲𝗮𝗰𝗵 𝗨𝘀 𝗙𝗼𝗿 𝗮𝗻𝘆 𝗤𝘂𝗲𝗿𝘆: https://wa.me/917984723501
https://www.linkedin.com/posts/industrialknowledge_9s-method-for-workplace-improvement-https-activity-7497483400786747392-QCiC?utm_source=share&utm_medium=member_android&rcm=ACoAABeDiYkBTOKO2gjztOgk3ndv1nJkVE5G7Eo
➡️ 𝗚𝗲𝘁 𝟭𝟭 𝗗𝗮𝘀𝗵𝗯𝗼𝗮𝗿𝗱𝘀 𝗘𝘅𝗰𝗲𝗹 𝗧𝗲𝗺𝗽𝗹𝗮𝘁𝗲𝘀: https://industrialknowledge.myinstamojo.com/product/copy-of-lean-six-sigma-excel-templates-bundl ➡️ 𝗥𝗲𝘃𝗶𝗲𝘄 𝗦𝗮𝗺𝗽𝗹𝗲 𝗙𝗶𝗹𝗲 𝗛𝗲𝗿𝗲: https://drive.google.com/drive/folders/1d71K86yh7z-O07azg5IxN8fuws6CYrGK ➡️ 𝗖𝗼𝗻𝘁𝗮𝗰𝘁 𝘂𝘀 𝗙𝗼𝗿 𝗮𝗻𝘆 𝗤𝘂𝗲𝗿𝘆: https://wa.me/917984723501
➡️ 𝗚𝗲𝘁 𝟱𝟳 𝗟𝗲𝗮𝗻 𝗦𝗶𝘅 𝗦𝗶𝗴𝗺𝗮 𝗘𝘅𝗰𝗲𝗹 𝗧𝗲𝗺𝗽𝗹𝗮𝘁𝗲𝘀: https://industrialknowledge.myinstamojo.com/product/lean-six-sigma-excel-template-bundle ➡️ 𝗥𝗲𝘃𝗶𝗲𝘄 𝗦𝗮𝗺𝗽𝗹𝗲 𝗙𝗶𝗹𝗲 𝗛𝗲𝗿𝗲: https://drive.google.com/drive/folders/1IfBHQt406Fu298v8B1hhzQ3T_kie0msd ➡️ 𝗖𝗼𝗻𝘁𝗮𝗰𝘁 𝘂𝘀 𝗙𝗼𝗿 𝗮𝗻𝘆 𝗤𝘂𝗲𝗿𝘆: https://wa.me/917984723501
https://www.linkedin.com/posts/industrialknowledge_18-ppap-element-wise-checklist-https-activity-7496557576965451776-YQnM?utm_source=share&utm_medium=member_android&rcm=ACoAABeDiYkBTOKO2gjztOgk3ndv1nJkVE5G7Eo
👍1
https://www.linkedin.com/posts/industrialknowledge_tqm-leadership-leansixsigma-activity-7496378050465640448-bck_?utm_source=share&utm_medium=member_android&rcm=ACoAABeDiYkBTOKO2gjztOgk3ndv1nJkVE5G7Eo
https://www.linkedin.com/posts/industrialknowledge_tqm-leadership-leansixsigma-activity-7494777495209033728-NhPq?utm_source=share&utm_medium=member_android&rcm=ACoAABeDiYkBTOKO2gjztOgk3ndv1nJkVE5G7Eo
https://www.linkedin.com/posts/industrialknowledge_preventive-maintenance-checklist-explained-activity-7495848213288210432-VnUt?utm_source=share&utm_medium=member_android&rcm=ACoAABeDiYkBTOKO2gjztOgk3ndv1nJkVE5G7Eo
https://www.linkedin.com/posts/industrialknowledge_tqm-leadership-leansixsigma-activity-7495072006699384832-GsNd?utm_source=share&utm_medium=member_android&rcm=ACoAABeDiYkBTOKO2gjztOgk3ndv1nJkVE5G7Eo
https://www.linkedin.com/posts/industrialknowledge_fishbone-diagram-explained-httpslnkdin-activity-7495307338040594432-lvm5?utm_source=share&utm_medium=member_android&rcm=ACoAABeDiYkBTOKO2gjztOgk3ndv1nJkVE5G7Eo
Showing the 12 most recent of 38 posts we hold for @opexknowledge. 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.
Appears in Telegram’s recommendations for other channels
The reverse of the list above, and a different kind of signal. This does not require this channel to have ever been asked about directly — each row below is a channel we DID ask Telegram about, whose Telegram-generated list happened to include this one. A channel can appear here with an empty list above it, because being named by someone else’s query is independent of having been queried itself.
@cseupscnotes · 149,558
Telegram ranks this channel #83 of 89 here — alongside 88 others — read 12 August 2026
This channel appears in 1 seed channel's Telegram-generated recommendation list in total. Each is Telegram’s list for THAT channel, not this one — see how this is measured.
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 19 September 2026 — this entry's latest reading, not the date you are reading this.
“Opex Knowledge” (@opexknowledge), 9,255 subscribers as measured 19 September 2026. Telegram Register, tgregister.com/channel/opexknowledge.
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.