Telegram RegisterThe public register of Telegram

Channel

Горизонты Демина ❍

@cclexperts

On this record: Growth · Engagement · What this channel posts · Reactions · Posts · Polls · Citations · Cite this entry

2,298subscribers

-1 since we began measuring on 7 August 2026

Risers and fallers across the register · movement among entries of 1,000–3,162.

Register entry

Telegram ID-1001225212721
TypeChannel
Username@cclexperts
CreatedBetween 1 March 2018 and 30 June 2021— estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded7 August 2026
Last confirmed live10 August 2026
Measurements held3
Confirmed unchanged1 time, most recently 10 August 2026
On Telegramt.me/cclexperts

Growth

2,2982,2992,298.57 August 2026 — 2,299 subscribers7 August 2026 — 2,299 subscribers10 August 2026 — 2,298 subscribers7 August 202610 August 2026
3 measurements spanning 4 days, net -1. 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 2,298–2,299 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
10 Aug 2026, 15:512,298-1
7 Aug 2026, 06:072,299no change
7 Aug 2026, 00:022,299first reading

Engagement

20 posts held, back to 15 July 2026the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 2 pagesof Telegram’s post history, 20 posts per page.

ERR · 30 days
43.4%
avg views ÷ 2,298 subscribers
Avg views / post
997
20 posts measured
Reaction rate
2.22%
reactions ÷ views · ER floor
Posts in window
20
of 20 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. It is computed over the 19 of 20 measured posts that carry a reaction reading, and over those same posts' views.

What these figures were computed from
WindowRolling 30 days · latest post in window 7 August 2026
Posts held20 (15 July 20267 August 2026)
Views total19,943
Reactions total411
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken7 Aug 2026, 16:42 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.

What this channel posts

Video runtime
4m 53s
Average length
1m 38s

Measured directly from 3 videos 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

411 reactions across 19 posts, in 14 distinct kinds. The most used accounts for 38.4% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
🔥15838.4%
👍10826.3%
8019.5%
🎉307.30%
🍾71.70%
💯71.70%
🙏71.70%
🏆40.973%
👏30.73%
🤝30.73%
10.243%
👎10.243%
😐10.243%
🤯10.243%

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 19 of the 20 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 411reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 20 most recent posts we hold, published 15 July 2026 to 7 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

7 Aug 2026, 05:25 UTC359 views12 reactionsread 7 August 2026
Photo

🗣 Уникальные кадры с референса РЦ «Армтек» — руководитель отдела аудита КСЛ Станислав Радинский показывает секреты быстрых побед участникам КСЛ.Клуба) #референсы #пятница 📶 Горизонты Демина

🔥5👍43

5 Aug 2026, 05:25 UTC525 views13 reactionsread 7 August 2026
Photo

🔔 Что полезно учесть при цифровом моделировании сложных цепей поставок. Наш кейс с Siemens (материалы лабораторной диагностики). 📎 Градус сложности: 🔤1.2 млн евро на паллете (!) — средняя стоимость компонентов в цепи поставок; 🔤 температурный режим от +2°C до -78°C. Изменение даже на несколько градусов — и те самые 1,2 млн. евро на выброс; 🔤 география поставок — вся Россия: от Калининграда до Якутска с сотнями точе

👍5🔥53

4 Aug 2026, 05:45 UTC581 views47 reactionsread 7 August 2026
Photo

🎉 Друзья, коллеги, нас можно поздравить!) Команда КСЛ завершила проект по аудиту и оптимизации складской логистики компании Wurth. 📎 Почему это важно и интересно: ▶️Wurth — это мировой лидер в производстве и продаже крепёжных и монтажных материалов. Очень технологичный бизнес, что ощущается в подходе к управлению. ▶️ компания десятками лет оттачивала стандарты эффективности логистики и складов: я был несколько раз

👍24🔥11🎉74🏆1

31 Jul 2026, 05:25 UTC863 views30 reactionsread 7 August 2026
Photo

💬 На дворе лето 1991 г. Я с огромным детским любопытством рассматриваю на даче старые журналы, среди них «Крокодил», «Юный техник» и… «За рулем» с выпусками про гоночные авто! Они кажутся мне очень современными, ведь на улицах таких нет. Только сейчас, через 35 лет, ко мне приходит разочарование: «Быстрые» и «Победы» — все придумано до нас)) На фото — «Победа-спорт», 1950 г. #жизнь #пятница 📶 Горизонты Демина

🔥148👍7👏1

29 Jul 2026, 07:31 UTC949 views89 reactionsread 7 August 2026
Photo

🔎 Друзья, ну как вам в «Горизонтах»? Сегодня каналу «Горизонты Демина» — ровно год. И мне кажется, поздравить можно нас всех: мы разобрали десятки кейсов, поделились стратегиями, технологиями и бенчами компаний, на которые стоит ориентироваться. И просто были рядом друг с другом. Примерно как на фото: моего собеседника со стаканом кофе не видно, но он есть — это каждый из вас! 📶 Горизонты Демина

🔥46🎉2311🍾7👏2

28 Jul 2026, 09:10 UTC≈1,430 viewsread 7 August 2026
Poll

Как июльские события с атаками на крупные склады отразились на отношении операционного персонала на складах вашей компании

  1. Никак не отразились69%
  2. Отток персонала до 10%9%
  3. Отток персонала на 10-20%4%
  4. Отток персонала на 20-30%4%
  5. Отток персонала до 50%1%
  6. Отток персонала свыше 50%2%
  7. Новый персонал не идет к нам11%

Shares as published. No per-option vote count is published by Telegram, so none is shown.

28 Jul 2026, 09:10 UTC≈1,590 views18 reactionsread 7 August 2026
Photo

💬 Стратегические ориентиры в логистике федеральных компаний с учетом последних событий по атакам на РЦ ▶️ В мае в результате атаки был практически уничтожен РЦ одного из наших заказчиков — федеральной DIY компании в Ростове-на-Дону. Компания за несколько дней смогла перераспределить товарные потоки с других своих РЦ с соседних регионов так, что покупатели практически не почувствовали сбоя. Это устойчивость и гибкос

8🙏5🤝3🤯1😐1

24 Jul 2026, 05:25 UTC987 views34 reactionsread 7 August 2026
Video

🗣 Евгений Леонов полвека назад рассказал о проблемах интегрированного бизнес-планирования (того самого IBP). Однако с тех пор во многих компаниях «межфункциональное взаимодействие» осталось на том же уровне) #жизнь #пятница 📶 Горизонты Демина

🔥20💯72👍2🙏21

23 Jul 2026, 10:20 UTC898 views10 reactionsread 7 August 2026
Video

💬 Как HORIZON помогает производителям напитков выстроить логистическую сеть и определить оптимальные локации производства Записали интервью с директором по логистике Happyland Владимиром Сметаниным о совместном с КСЛ проекте по цифровому моделированию логистической сети. Делюсь первой серией) Happyland — крупный российский производитель напитков с брендами Laimon Fresh, Green Me, Funky Monkey, Arctic и др. 📎 Что з

4👍3🔥3

22 Jul 2026, 05:25 UTC784 views3 reactionsread 7 August 2026
Poll

В каком формате вы хотели бы поучаствовать в подготовке книги?

  1. Я сам математик и эксперт в логистике — хочу в авторский коллектив!10%
  2. Я критик, возьмите меня на разнос!10%
  3. Хочу в рабочую группу и в бета-тестирование: проверить на своих кейсах предлагаемые методы29%
  4. Я читатель, мне почитать52%

Shares as published, totalling 101%. No per-option vote count is published by Telegram, so none is shown.

3

22 Jul 2026, 05:25 UTC703 views19 reactionsread 7 August 2026
Video

🔔 Апдейт о продвижении работы над книгой «LOGBOOK.Математика логистики» Напомню, что мы готовим совершенно новое издание, но в так любимой вами с 2018 г. серии «LOGBOOK». Книга посвящена построению конкурентной логистики на расчетных методах. Это математические — и при этом исключительно практические — инструменты управления цепью поставок и логистической сетью. LOGBOOK. Математика логистики — книга о том, как ст

👍8🔥83

21 Jul 2026, 06:28 UTC777 views10 reactionsread 7 August 2026
Poll

Затраты на грузоперевозки за июнь-июль выросли:

  1. до 5%17%
  2. до 10%23%
  3. до 15%16%
  4. до 20%14%
  5. до 30%10%
  6. более 30%6%
  7. свой вариант (можно написать в комментариях)14%

Shares as published. No per-option vote count is published by Telegram, so none is shown.

🔥43👍3

Showing the 12 most recent of 20 posts we hold for @cclexperts. 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.

Polls

The 5 polls we hold for this entry, as Telegram rendered them when we read the post. A poll’s figures keep moving after that, so each one is dated.

28 Jul 2026, 09:10 UTCAnonymous Poll219 voters

Как июльские события с атаками на крупные склады отразились на отношении операционного персонала на складах вашей компании

  1. Никак не отразились69%
  2. Отток персонала до 10%9%
  3. Отток персонала на 10-20%4%
  4. Отток персонала на 20-30%4%
  5. Отток персонала до 50%1%
  6. Отток персонала свыше 50%2%
  7. Новый персонал не идет к нам11%

Shares as published. No per-option vote count is published by Telegram, so none is shown.

22 Jul 2026, 05:25 UTCAnonymous Poll126 voters

В каком формате вы хотели бы поучаствовать в подготовке книги?

  1. Я сам математик и эксперт в логистике — хочу в авторский коллектив!10%
  2. Я критик, возьмите меня на разнос!10%
  3. Хочу в рабочую группу и в бета-тестирование: проверить на своих кейсах предлагаемые методы29%
  4. Я читатель, мне почитать52%

Shares as published, totalling 101%. No per-option vote count is published by Telegram, so none is shown.

21 Jul 2026, 06:28 UTCAnonymous Poll156 voters

Затраты на грузоперевозки за июнь-июль выросли:

  1. до 5%17%
  2. до 10%23%
  3. до 15%16%
  4. до 20%14%
  5. до 30%10%
  6. более 30%6%
  7. свой вариант (можно написать в комментариях)14%

Shares as published. No per-option vote count is published by Telegram, so none is shown.

16 Jul 2026, 05:25 UTCAnonymous Poll75 voters

Проголосуем за самые серьезные «красные флаги»

  1. «Не звони мне, не звони…»17%
  2. «Талантливый мистер Рипли»20%
  3. «А что это за чёрная метка, капитан?»31%
  4. «...подснежники зазвенели, точно на них были надеты бубенчики»33%
  5. «Война экселя»23%
  6. Президент Страны Басков24%
  7. «Эх, гардемарины, такую победу украли!»23%
  8. «Дайте мне душ 20»61%

The shares total 232%, above 100: this poll accepts more than one answer per voter. No per-option vote count is published, so the number of voters who chose each option is not derivable and is not shown.

15 Jul 2026, 05:45 UTCAnonymous Poll155 voters

Проголосуем за самые серьезные «красные флаги»

  1. «Меняю работу чаще, чем перчатки»56%
  2. Жизнеописание вместо результатов39%
  3. «Тот самый Мюнхгаузен»30%
  4. «Снизил на 15%»14%
  5. «Я написал длинно, потому что написать коротко у меня не было времени»19%
  6. «Вкалывает ИИ, а не человек»19%
  7. «Много шума из ничего»35%
  8. «Отдых, покой, тишина, одиночество. Такую роскошь могут себе позволить только очень богатые»14%
  9. «Ах, эти жёлтые ботинки»26%

The shares total 252%, above 100: this poll accepts more than one answer per voter. No per-option vote count is published, so the number of voters who chose each option is not derivable and is not shown.

Percentages only — there are no per-option vote counts here, because Telegram publishes none.The public post preview gives each option’s share and a single voter total, and nothing else. Multiplying one by the other would produce a per-option tally that looks measured and is not: the shares are rounded to whole numbers before we ever see them. We print what was published and leave the column that does not exist empty.

The shares need not add up to 100.Rounding alone puts many polls at 99 or 101. A poll that allows more than one answer per voter runs well past 100 by design, and several here do. The bars are drawn against a fixed 100% track at each option’s own percentage rather than normalised to the total, so a poll that exceeds it shows that it does instead of being quietly rescaled.

Read from the 20 most recent posts we hold, published 15 July 2026 to 7 August 2026. Telegram labels each poll by kind — an anonymous poll, a quiz, a closed set of final results — and that label is reproduced rather than paraphrased.

Citation-graph rank

Citation-graph rank — 149,066 of 1,160,990entries in the measured graph. A weighted position computed from the forward and mention edges below — republished posts weigh more than named mentions — and recomputed periodically, over the whole graph. Published only as this ordinal position, never as a score: a position is a fact, and a score printed beside one channel’s name would read as a verdict this register does not make. The two counts beneath stay separate for the same reason mentions are never summed with forwards anywhere else on this page — a named-by count costs nothing to manufacture. The top 100 by this measure, or how it is computed.

Forward network

Republished by

Channels on the register that have forwarded this channel's posts into their own feed.

Built only from forwarded posts we have actually read, on both sides. Coverage is early and deliberately incomplete: a missing link means we have not read the post that would prove it, never that the relationship does not exist. Counts are distinct forwarded posts observed, so they only ever go up as we read more.

Mentions

Named by 2 registered channels — every channel on the register whose own posts have named this one, by its current username or any other username it currently holds, merged from two separately captured readings of the same fact so a namer caught by only one of them is not missed and a namer both caught is not counted twice. A username this channel has since dropped is not matched — that handle may belong to someone else now, and crediting today’s namer to yesterday’s owner would misattribute it.

Names

Channels on the register whose handles appear in this channel's posts.

A mention is a weaker signal than a forward and is counted separately for that reason — naming a channel is not republishing it, and a handle in a post body is easy to place deliberately. The post counts beside each row below are distinct posts in which the handle appeared, from posts we have read on both sides — the “Named by N registered channels” figure above is a different count, of distinct NAMING CHANNELS rather than posts, and is not the sum of the rows under it.

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 10 August 2026 — this entry's latest reading, not the date you are reading this.

“Горизонты Демина ❍” (@cclexperts), 2,298 subscribers as measured 10 August 2026. Telegram Register, tgregister.com/channel/cclexperts.

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.