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SourceSignal Research

How product-review analysis works

SourceSignal Research · Creator momentum

Coffee & Espresso Equipment

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
Moka CoffeeCoffee & Espresso Equipment6 matched videosCoffee & Espresso Equipment+75.2%vs market6 matched videos
illyCoffee & Espresso Equipment5 matched videosAt publication minimumCoffee & Espresso Equipment+34.5%vs market5 matched videosAt publication minimum
Coffee Roasting with Roast RebelsCoffee & Espresso Equipment6 matched videosCoffee & Espresso Equipment+32.7%vs market6 matched videos
myworksCoffee & Espresso Equipment9 matched videosCoffee & Espresso Equipment+29.7%vs market9 matched videos
JayArr CoffeeCoffee & Espresso Equipment7 matched videosCoffee & Espresso Equipment+23.7%vs market7 matched videos
Philips Home Living North AmericaCoffee & Espresso Equipment5 matched videosAt publication minimumCoffee & Espresso Equipment+22.1%vs market5 matched videosAt publication minimum
Golden Bean CoffeeCoffee & Espresso Equipment5 matched videosAt publication minimumCoffee & Espresso Equipment+21.9%vs market5 matched videosAt publication minimum
Men's JournalCoffee & Espresso Equipment9 matched videosCoffee & Espresso Equipment+21.2%vs market9 matched videos
Keurig IncCoffee & Espresso Equipment6 matched videosCoffee & Espresso Equipment+18.9%vs market6 matched videos
IssackxCoffeeCoffee & Espresso Equipment9 matched videosCoffee & Espresso Equipment+18.4%vs market9 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
Moka CoffeeAhead of market+75.2%6 matched videos~360
illyAhead of market+34.5%5 matched videosAt publication minimum~220
Coffee Roasting with Roast RebelsAhead of market+32.7%6 matched videos~190
myworksAhead of market+29.7%9 matched videos~940
JayArr CoffeeAhead of market+23.7%7 matched videos~220
Philips Home Living North AmericaAhead of market+22.1%5 matched videosAt publication minimum~550
Golden Bean CoffeeAhead of market+21.9%5 matched videosAt publication minimum~6,700
Men's JournalAhead of market+21.2%9 matched videos~350
Keurig IncAhead of market+18.9%6 matched videos~820
IssackxCoffeeAhead of market+18.4%9 matched videos~16,000
Matthew BishopBehind market-41.0%6 matched videos~120
Coffee WarehouseBehind market-26.7%5 matched videosAt publication minimum~150
AndreytheBaristaBehind market-23.4%5 matched videosAt publication minimum~390
BrewViantBehind market-22.9%5 matched videosAt publication minimum~110
MaxiCoffee - UKBehind market-16.8%6 matched videos~250
88 Giri: Home Coffee LabBehind market-16.6%8 matched videos~260
Coffee & CocktailsBehind market-14.9%6 matched videos~230
Espresso HackersBehind market-14.5%6 matched videos~700
Nick’s Coffee Studio Behind market-14.3%11 matched videos~190
Home Barista CornerBehind market-13.4%10 matched videos~390
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