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Fake engagement check for @culture_tnd

Культура обучения и развития — public reach metrics and manipulation-risk assessment dated 2026-09-15.

Для HR без штата тренеров, но с задачами обучения и развития: готовые сценарии, цифры и эмоции, системный подход к HR и T&D Автор @ekaterina_te Сотрудничество @Aculture_tnd и https://telega.in/?r=Dym2MuiC

Grade D some signals require caution cleanliness index
checked 2026-09-15
Subscribers
6,523
Median views
505
ERR
7.7%
Posts sampled
40
Niche Business & startups
Post language Russian
Channel age 2 years

Assessment summary

The channel remains in the yellow risk zone due to frequent feed cleanups: about 62% of messages from recent sequence numbers were deleted, which often indicates the concealment of temporary integrations. At the same time, the reach of ad publications drops by 56% compared to regular ones — the median falls from 518 to 230 views. For an advertiser, this creates a risk of overpaying for contact with an inactive or partially inflated audience.

Compared with similar channels

Compared with 23 checked Business & startups channels with no visible signs of manipulation. They are a similar size: 2,296 to 18,762 subscribers.

ERR (reach) lower than 13 of 23
7.7% for @culture_tnd similar channels median: 9.6%
Reactions per 100 views higher than 17 of 22
2.61 for @culture_tnd similar channels median: 0.77

This is not a niche norm: only channels checked by the service are included. An unusually high ERR can also be a sign of inflated views.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-09-15
Sample
The latest 40 public posts available at check time.
Calculation method
TG Inspector calculates metrics from the saved snapshot and combines independent signals into a deterministic 0–100 cleanliness index.
Factual result
The @culture_tnd assessment dated 2026-09-15 uses 40 recent public posts. At that snapshot the channel had 6,523 subscribers, median post views were 505, ERR was 7.7%, and the cleanliness index was 50/100.
Limitations
This is a probabilistic assessment based on public data, not proof of intentional manipulation or a real-time channel measurement.

Full methodology and interpretation rules

Advertising outlook

Advertising placement: questionable.

Some of the views may be fake.

About 113–224 people will see your post in the first 48 hours.

Reach of advertising posts

Advertising posts have a median of 230 views versus 518 for regular posts — 56% lower.

Based on 3 advertising and 36 regular posts older than two days.

What grade D means

Clear signs of manipulation: several strong signals at once. Ads here are risky.

What to pay attention to

It looks like some posts have been deleted (≈62% gaps in numbering)

There are many gaps in the numbering of recent publications — some posts have been deleted. This is often done to conceal completed ad placements and hide their real reach. By itself, this indicator is indirect (posts are also deleted during edits).

Dynamics and anomalies

Views by post

The latest 40 posts with views, from Apr 22 to Sep 15. The dashed line is the median (505).

0366732Apr 22: 519 viewsApr 28: 730 viewsApr 30: 601 viewsMay 6: 547 viewsMay 8: 607 viewsMay 14: 545 viewsMay 15: 504 viewsMay 19: 499 viewsMay 20: 723 viewsMay 27: 498 viewsJun 1: 427 viewsJun 3: 518 viewsJun 5: 630 viewsJun 9: 494 viewsJun 11: 610 viewsJun 17: 545 viewsJun 22: 482 viewsJun 25: 575 viewsJul 1: 507 viewsJul 2: 495 viewsJul 3: 528 viewsJul 10: 557 viewsJul 14: 539 viewsJul 21: 554 viewsJul 22: 473 viewsJul 29: 432 viewsJul 29: 412 viewsJul 30: 555 viewsJul 31: 713 viewsAug 11: 732 viewsAug 20: 488 viewsAug 27: 350 viewsAug 28: 382 viewsSep 2: 370 viewsSep 10: 179 viewsSep 10: 238 viewsSep 11: 212 viewsSep 11: 225 viewsSep 11: 230 viewsSep 15: 71 views Apr 22Sep 15

Maximum: 732 views. Data as of Sep 15.

No deviations found in views. Manipulation doesn't always show up in views, so look at the whole index.

Cleanliness-index history

The channel has been checked once — the chart will appear after the next check.

@culture_tnd forwards posts from

Map of all links between checked channels

Check today: @culture_tnd

Data from 2026-09-15 — 5 days old. Check the channel today before buying ads.

Buy advertising

No signs of manipulation. You can buy ads on these marketplaces — they have channel catalogs, prices, and checkout.

We don't sell ads. This channel may not be listed there.

Where to buy advertising

Affiliate links: we get a commission. It never affects the channel's score.

Monitor this channel

The bot will recheck @culture_tnd and message you if reach drops, subscribers jump, or the cleanliness index changes.

Monitor @culture_tnd

Questions about @culture_tnd

Is buying ads in this channel justified?

Placement is considered debatable: the risk score is at 50 out of 100, and views may be partially artificial.

What real reach will an advertising message get?

The median for regular posts is 505 views, but ad publications gather significantly less — around 230 views.

Why does the audit report many deleted posts?

About 62% of sequential post numbers are missing in the history. Typically, admins remove temporary ads or underperforming posts this way to keep the feed tidy.

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This automated assessment is probabilistic: statistical signals, not an accusation. Disagree? Run a fresh check in the bot. Want the page removed? Contact support and we'll take it down within a day.

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