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@victorkoch1: statistics and cleanliness index

VictorKoch & Co.

🌐 https://victorkoch.com Partnership ✉️ i@victorkoch.com 💬 @vickoch № 5310819387 ™️ Koch Securities

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Grade A+ metrics look normal cleanliness index
data from 2026-09-08
Subscribers
14,338
Median views
3,335
ERR
23.3%
Posts sampled
40
Niche Investments

Data from 2026-09-08 — 30 days old.

Assessment summary

A low posting frequency (0.3 posts per day) ensures that an ad message will remain in plain view for several days without being pushed down by new content.

With zero third-party ads in the feed and a stable median of 3.3K views, a placement provides high-quality contact with a high-income investment audience, although closed comments limit public feedback.

What grade A+ means

The metrics agree with each other: views and reactions are distributed as usual, and almost no signals lower the index.

Compared with similar channels

Compared with 5 Investments catalog channels whose metrics look normal. They are a similar size: 14,457 to 33,784 subscribers.

ERR (reach) higher than 3 of 5
@victorkoch1 23.3%
similar channels median 19.8%
Reactions per 100 views higher than 5 of 5
@victorkoch1 3.51
similar channels median 1.41

This is not a niche norm: only catalog channels are included. A high ERR is not always a plus: if the other metrics do not support it, the index goes down.

Dynamics and anomalies

Views by post

The latest 40 posts with views, from Mar 27 to Sep 2. The dashed line is the median (3,335).

04.3K8.7KMar 27: 3,405 viewsApr 2: 2,206 viewsApr 3: 4,961 viewsApr 8: 2,511 viewsApr 10: 2,880 viewsApr 17: 3,383 viewsApr 22: 3,694 viewsApr 26: 3,271 viewsMay 4: 2,540 viewsMay 8: 5,213 viewsMay 11: 3,479 viewsMay 15: 3,442 viewsMay 19: 2,890 viewsMay 22: 2,721 viewsMay 28: 2,192 viewsMay 31: 2,813 viewsJun 2: 1,811 viewsJun 4: 2,239 viewsJun 9: 2,809 viewsJun 15: 3,695 viewsJun 21: 8,679 viewsJun 25: 3,452 viewsJul 7: 3,304 viewsJul 8: 1,834 viewsJul 10: 5,196 viewsJul 13: 3,367 viewsJul 16: 3,983 viewsJul 21: 3,425 viewsJul 24: 3,395 viewsJul 28: 3,846 viewsAug 3: 2,832 viewsAug 7: 3,280 viewsAug 10: 5,034 viewsAug 13: 3,550 viewsAug 14: 4,284 viewsAug 17: 3,063 viewsAug 21: 3,168 viewsAug 23: 2,671 viewsAug 30: 4,046 viewsSep 2: 3,115 views Mar 27Sep 2
  • post views
  • median 3,335

Maximum: 8,679 views. Data as of Sep 8.

What could not be calculated

View build-up not assessed: there were no posts newer than one day.

Cleanliness-index history

2 checks for this channel.

050100Jun 11: index 95, grade A+Jun 11Sep 8: index 100, grade A+Sep 8

Advertising outlook

Advertising placement: reasonable.

About 2,846–3,241 people will see your post in the first 48 hours.

Few recent posts, so this is a rough forecast.

Reach of advertising posts

No advertising posts among the latest 40.

Buy advertising

Telegram ads are sold 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.

Questions about @victorkoch1

Are there any signs of audience inflation detected on the channel?

The channel's risk score is 0 out of 100, showing no signs of inflation. The growth of 1,785 subscribers over three months and the even distribution of views are consistent with organic activity.

What is the actual reach of a publication?

The median reach is 3,335 views per post with an ERR of 23.26%. Approximately 3.5% of readers who viewed the post leave a reaction.

Is it worthwhile to run ads on this channel?

Placement is justified: the feed is not overloaded with ads (0% in the sample), and rare posting allows the publication to stay visible to a niche business audience for a long time.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-09-08
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 @victorkoch1 assessment dated 2026-09-08 uses 40 recent public posts. At that snapshot the channel had 14,338 subscribers, median post views were 3,335, ERR was 23.3%, and the cleanliness index was 100/100.
Limitations
This is a probabilistic assessment based on public data: it describes metrics, not the owner's actions, and is not a real-time measurement.

Full methodology and interpretation rules

This automated assessment is probabilistic: it describes the channel's public metrics, not its owner's actions. The index and grade are calculated from public data and are not changed on request. Channel owners can request removal of the page — t.me/TGinspector_ru.