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@dsr_insights: statistics and cleanliness index

Dheer Singh Rathore™

पक्की तैयारी + सही मार्गदर्शन + संपूर्ण सामग्री = हर सपना साकार 🚀 सफलता सिर्फ एक कदम दूर! 🔐 📞Query @HelpRpscinSights_Bot Buy ads: https://telega.io/c/dsr_insights

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Grade A+ metrics look normal cleanliness index
data from 2026-10-10
Subscribers
80,242
Median views
9,312
ERR
11.6%
Posts sampled
40
Niche Education
Post language Hindi
Channel age 4 years

Data from 2026-10-10 — 28 days old.

Assessment summary

A Hindi news feed for Rajasthan government exam aspirants: notifications, results, and cut-off scores for RPSC and RSSB as short posts with screenshots, up to seven posts a day.

Post reach is 11.6% of subscribers, right in the middle among six similar channels in the catalog (median 11.4%); in reactions the channel is also slightly above their median. About 2,900 subscribers left over the month, but the median view count hasn't dropped — the audience is shrinking while reach holds steady. The main caveat is pace: an ad stays at the top of the feed for only a few hours. On the plus side, ads in the feed are almost nonexistent, and reposts make up 12%.

About the channel

A Hindi channel for Rajasthan government exam aspirants — from RPSC and RSSB vacancies to school and university exams. It has been running for four years; posts are short notes with screenshots of notifications, newspaper clippings, and cut-off score tables. Reflective texts are read best — the post about teachers gathered one and a half times the median.

Nearby in the catalog is @alokrajrssb, the unofficial channel of the RSSB chairman: a larger base (91,795), and a larger share of subscribers see a post — 14.9% vs 11.6%. @kannada_kpsc_quiz is a quiz channel for Karnataka exams: half the size, with a lower share of post viewers (7.9%). @rajasthan_testseries (28,117, ERR 7.4%) is almost three times smaller.

What it publishes:

  • Notifications and results: exam dates, document verification lists, scorecards for LDC.
  • Cut-off scores: tables by category — for example, for RPSC 2nd Grade (SST).
  • Preparation materials: compilations of 1000+ current affairs questions, links to learning apps.
  • Related news: school exam postponements due to panchayat elections, youth allowances, India's scientific achievements.

Posts go out around the clock: 45% at night UTC, 82% on weekdays, up to seven a day. Occasionally it forwards others' content (12% of the sample), mostly from World Geo Politics. One of the larger channels in the niche by size: bigger than 17 of the other 22 channels in the catalog. A dense feed of short notes with almost no third-party ads.

By subscribers, it ranks #9 of 26 channels in the Education niche of the catalog.

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 10 Education catalog channels whose metrics look normal. They are a similar size: 30,291 to 133,651 subscribers.

ERR (reach) higher than 5 of 10
@dsr_insights 11.6%
similar channels median 10.6%
Reactions per 100 views higher than 6 of 9
@dsr_insights 0.29
similar channels median 0.26

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

Scroll horizontally to see the full charts.

Views by post

The latest 40 posts with views, from Oct 4 to Oct 10. The dashed line is the median (9,312).

07.3K15KOct 4: 14,518 viewsOct 5: 13,179 viewsOct 5: 13,196 viewsOct 5: 12,976 viewsOct 5: 14,437 viewsOct 6: 12,750 viewsOct 6: 13,269 viewsOct 6: 11,846 viewsOct 6: 10,802 viewsOct 6: 10,036 viewsOct 6: 9,516 viewsOct 6: 8,769 viewsOct 7: 9,083 viewsOct 7: 9,861 viewsOct 7: 9,506 viewsOct 7: 9,609 viewsOct 7: 9,119 viewsOct 8: 7,458 viewsOct 8: 7,407 viewsOct 8: 8,226 viewsOct 8: 8,195 viewsOct 8: 8,857 viewsOct 8: 10,600 viewsOct 8: 10,816 viewsOct 8: 10,430 viewsOct 8: 10,210 viewsOct 8: 11,012 viewsOct 9: 8,570 viewsOct 9: 9,648 viewsOct 9: 9,092 viewsOct 9: 8,389 viewsOct 9: 7,499 viewsOct 9: 6,926 viewsOct 9: 7,160 viewsOct 10: 4,332 viewsOct 10: 5,048 viewsOct 10: 4,897 viewsOct 10: 2,876 viewsOct 10: 2,953 viewsOct 10: 1,766 views Oct 4Oct 10
  • post views
  • 6 posts newer than one day and still gaining views
  • median 9,312

Maximum: 14,518 views. Data as of Oct 10.

What could not be calculated

View build-up not assessed: the channel posts often, and every post is newer than a week.

Cleanliness-index history

3 checks for this channel.

050100Sep 6: index 100, grade A+Sep 6Sep 13: index 100, grade A+Sep 13Oct 10: index 100, grade A+Oct 10

Advertising outlook

Advertising placement: reasonable.

About 4,767–8,389 people will see your post in the first 48 hours.

Reach of advertising posts

Too few advertising posts to compare: 2.

Without an ad label: 2 posts.

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 @dsr_insights

Is there any fake engagement on @dsr_insights?

The purity index is 100 out of 100, grade A+, level 'metrics are normal': the higher the index, the fewer deviations in metrics. The spread of views between posts is 0.33, a normal range for a live feed (0.15–0.60). Subscribers have been declining smoothly over the month, without spikes.

How many people actually see the channel's posts?

Median views are 9,312 with 80,242 subscribers, i.e. ERR of about 11.6%. This is on par with six similar channels in the catalog: their median is 11.4%, three are higher, three are lower.

How suitable is the channel for advertising?

Placement is marked as justified: post reach is no lower than that of similar channels, and ads in the feed are almost nonexistent. The reach of ad posts specifically hasn't been calculated — there are too few ad posts; at 6-7 posts a day, an ad quickly leaves the visible part of the feed.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-10-10
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 @dsr_insights assessment dated 2026-10-10 uses 40 recent public posts. At that snapshot the channel had 80,242 subscribers, median post views were 9,312, ERR was 11.6%, 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/obsessed_with_ai.