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SourceSignal Research

How product-review analysis works

SourceSignal Research · Creator momentum

Power Tools

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
Woodshop JunkiesPower Tools12 matched videosPower Tools+72.8%vs market12 matched videos
Mazay DIYPower Tools9 matched videosPower Tools+45.5%vs market9 matched videos
Extreme DIYPower Tools5 matched videosAt publication minimumPower Tools+35.2%vs market5 matched videosAt publication minimum
Jung DIYPower Tools9 matched videosPower Tools+33.6%vs market9 matched videos
6061Power Tools7 matched videosPower Tools+30.4%vs market7 matched videos
Ayo Bikin SendiriPower Tools5 matched videosAt publication minimumPower Tools+28.2%vs market5 matched videosAt publication minimum
TonyTheTechnicianPower Tools5 matched videosAt publication minimumPower Tools+27.5%vs market5 matched videosAt publication minimum
Copper Barn HomesteadPower Tools6 matched videosPower Tools+26.6%vs market6 matched videos
ToolScope ProPower Tools7 matched videosPower Tools+23.6%vs market7 matched videos
Dahen ZanaPower Tools6 matched videosPower Tools+21.7%vs market6 matched videos
1–10 of 20 published entries
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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
Woodshop JunkiesAhead of market+72.8%12 matched videos~970
Mazay DIYAhead of market+45.5%9 matched videos~1,600
Extreme DIYAhead of market+35.2%5 matched videosAt publication minimum~210
Jung DIYAhead of market+33.6%9 matched videos~3,300
6061Ahead of market+30.4%7 matched videos~390
Ayo Bikin SendiriAhead of market+28.2%5 matched videosAt publication minimum~1,200
TonyTheTechnicianAhead of market+27.5%5 matched videosAt publication minimum~230
Copper Barn HomesteadAhead of market+26.6%6 matched videos~260
ToolScope ProAhead of market+23.6%7 matched videos~160
Dahen ZanaAhead of market+21.7%6 matched videos~740
DIY CrasherBehind market-65.2%13 matched videos~370
Welding and WheelingBehind market-47.1%17 matched videos~850
World Jigsaw Puzzle Federation WJPFBehind market-36.3%10 matched videos~170
NBSWELDINGBehind market-31.7%6 matched videos~220
BenchWardBehind market-31.3%9 matched videos~120
Mechanical NexusBehind market-25.6%8 matched videos~340
The Casual PuzzlerBehind market-24.6%6 matched videos~150
JessEmToolCompanyBehind market-24.5%5 matched videosAt publication minimum~190
iBELL TOOLS INDIABehind market-20.2%7 matched videos~100
Woodworking Tool GuideBehind market-19.7%5 matched videosAt publication minimum~150
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