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SourceSignal Research

How product-review analysis works

SourceSignal Research · Creator momentum

3D Printing

Channels ahead of and behind the tracked market.

One-week momentum relative to the tracked market. 0% is baseline, not absolute channel growth.

Creator momentum

One week · 0% = market baseline

Published leaders and trailers, not the complete eligible ranking. Select a row for supporting evidence. Amber marks panels at the 5-video publication minimum.

Published creator momentum for Oct 19, 2026. Percentages are relative to the tracked market, not absolute channel growth.
ChannelCategory% vs marketMatched videosEvidence
LUNYEECNC OFFICIAL3D Printing15 matched videos3D Printing+33.5%vs market15 matched videos
DOWELL3D PRINTER3D Printing6 matched videos3D Printing+32.1%vs market6 matched videos
CNC BRATAN3D Printing10 matched videos3D Printing+31.4%vs market10 matched videos
Toast3D Printing5 matched videosAt publication minimum3D Printing+29.2%vs market5 matched videosAt publication minimum
Joshua Schiergens 3D-Druck3D Printing9 matched videos3D Printing+28.5%vs market9 matched videos
KEYENCE CORPORATION3D Printing7 matched videos3D Printing+27.8%vs market7 matched videos
DaveRig Design3D Printing7 matched videos3D Printing+26.3%vs market7 matched videos
Nordic Turning3D Printing5 matched videosAt publication minimum3D Printing+25.0%vs market5 matched videosAt publication minimum
rctestflight3D Printing9 matched videos3D Printing+24.2%vs market9 matched videos
Stephen LaRochelle3D Printing5 matched videosAt publication minimum3D Printing+22.0%vs market5 matched videosAt publication minimum
1–10 of 20 published entries
1 / 2
Research data · 20 listed channelsView table
One-week % deviation from the market benchmark. Typical views are the approximate median weekly views of matched videos, not a whole-channel audience total.
ChannelRelative direction% vs marketMatched videosTypical views / video / week
LUNYEECNC OFFICIALAhead of market+33.5%15 matched videos~380
DOWELL3D PRINTERAhead of market+32.1%6 matched videos~330
CNC BRATANAhead of market+31.4%10 matched videos~1,100
ToastAhead of market+29.2%5 matched videosAt publication minimum~410
Joshua Schiergens 3D-DruckAhead of market+28.5%9 matched videos~770
KEYENCE CORPORATIONAhead of market+27.8%7 matched videos~330
DaveRig DesignAhead of market+26.3%7 matched videos~1,100
Nordic TurningAhead of market+25.0%5 matched videosAt publication minimum~600
rctestflightAhead of market+24.2%9 matched videos~2,100
Stephen LaRochelleAhead of market+22.0%5 matched videosAt publication minimum~770
LikeAHeroBehind market-53.4%11 matched videos~210
CNC RepairmanBehind market-39.0%5 matched videosAt publication minimum~140
Proper PrintingBehind market-32.6%8 matched videos~500
3D Jesus | 3D Printing & DesignBehind market-29.6%8 matched videos~790
FARO CREAFORMBehind market-29.5%7 matched videos~560
BeyondThePrinterBehind market-28.2%6 matched videos~520
Jarett GrossBehind market-27.5%8 matched videos~550
Hamill's House of 3D PrintsBehind market-25.1%7 matched videos~210
MikeMakessBehind market-25.0%7 matched videos~1,700
3DPrint LandBehind market-24.5%12 matched videos~36,000
How this is measuredMatched videos, weekly market benchmark and publication limits

How this is measured

A channel’s weekly move is the median change in view velocity across videos measured in both consecutive weeks. Matched-video ratios limit panel-entry effects, and the median limits the influence of a single viral upload.

The move is compared with the median across eligible channel-category entries in the same week, before filtering by category. The tracked-market reference is 0% relative momentum. A negative value means behind that benchmark, not necessarily fewer absolute views. These one-week percentages are distinct from the multi-week category Attention Index, whose baseline is 100.

At least 5 matched videos are required to publish a channel. “At publication minimum” marks a panel of exactly 5; fewer observations are labelled insufficient. Sample depth describes coverage, not statistical confidence. Movement beyond ±5% is labelled ahead or behind; this is a descriptive threshold, not a significance test.

We use complete weeks only. Comparing with the market reduces the common effect of a drifting scan window as videos age. Channels are associated with the tracked product queries, and may include brand channels as well as independent creators. Momentum alone does not establish suitability for a partnership.

Research methodology