Forecasts & calibration

Too early to call a next milestone at recent pace — here are the five things this channel can read about where it is heading.

5forecast lenses — each one plain arithmetic on this recent data

how reliable has this been? ↓

164 past forecasts on this channel have resolved so far — the full record of those guesses against what actually happened sits below. Every read on this page is plain arithmetic on recent data — a projection, not a promise — and each of the five lenses below says plainly when the channel is still too young for it to mean much.

Five ways to read where it is heading

Growth

Subscriber and view trajectory at current pace, with the next thresholds and the per-horizon calibration detail.

Open the deep dive

Breakouts

Active videos sitting notably off the channel's median trajectory at their current age, with cone bands and similarity analogues.

Open the deep dive

Regime

Joint trajectory of the channel's underlying signals and the next surface-state transition it tracks toward.

Open the deep dive

Audience drift

Country and source mix trajectory — how the discovery shape of this channel has been evolving week-on-week.

Open the deep dive

Format performance

Title/thumbnail eras and per-format outcome data — observations the channel has earned, not prescriptions about what to try next.

Open the deep dive

The honest receipt

How the past forecasts have held up

Each forecast on this channel gets logged the day it is made, then checked against what actually happened. What that record showed, kept in plain view — the wins and the misses both.

164 past forecasts have resolved on this channel. Comes back with more detail as the +14-day record fills in.

164

past forecasts resolved so far

Past forecasts

Track record

Each dot is one past forecast. Green means the actual landed inside the stated range; red means it landed outside.

+7-day subscribers

3 of 21 inside the range

+7-day daily views

4 of 14 inside the range

+14-day subscribers

1 of 14 inside the range

+14-day daily views

0 of 8 inside the range

+30-day subscribers

0 of 7 inside the range

Reads across the whole record

Four reads Studio won't assemble for you.

Each one pulls from more than one table at once — how launch weeks compare to this channel's own baseline, how discovery shifts as a video ages, how the forecasts here have actually held up, and how concentrated the catalog has been. All observation; none is a target.

By the week each video launched

2026-W2377 videos · 7 avg day-30 views
2026-W2422 videos · 1 avg day-30 views-86% vs baseline

"vs baseline" compares each week's average day-30 reach to the channel's own running day-30 average.

Where views come from as a video ages

Across the catalog, suggested has led discovery both on the day a video lands and once it has aged.

Day 1

Days 2–7

Days 8–13

Browse
Suggested
Search
Direct
Other

How the forecasts here have held up

Of the 164 past forecasts that have resolved, fewer than half landed inside their projected band — the bands have been too narrow for how this channel has actually moved.

Daily views, 7-day horizon4 of 38 landed in band · 11%
Daily views, 14-day horizon0 of 27 landed in band · 0%
Daily views, 30-day horizon0 of 16 landed in band · 0%
Subscribers, 7-day horizon3 of 38 landed in band · 8%
Subscribers, 14-day horizon1 of 27 landed in band · 4%
Subscribers, 30-day horizon0 of 18 landed in band · 0%

Received wisdom, checked against this channel

Lined up: Videos 8–10 minutes long perform best for ad revenue and watch time.

Lined up: Editing title or thumbnail post-publish kills momentum.

Ran the other way: A new publish steals impression budget from the rest of the catalog.

Each line is one widely-repeated creator belief, tested only against this one channel's data — what held here often won't hold on a different channel.

How concentrated the catalog has been

The share of recent views carried by the single busiest video has spread out from 43% to 36% across the run on record.

A higher busiest-video share means recent views leaned on one video; a higher quiet share means more of the catalog went unwatched. Neither is a target — both are common at different stages.