Collaboration insights

Explore associations, with the uncertainty visible.

Descriptive comparisons of collaboration-labeled and non-collaboration long-form videos. These are not estimates of what a collaboration caused.

Overall comparison

Creator-relative view performance

1.3K eligible videos: non-Shorts candidates, at least 30 days old, with 10 preceding eligible uploads.

Non-collaboration

0.92× median relative-view proxy

Videos: 494
Creators: 19
Median age: 331 days

Collaboration-labeled

1.03× median relative-view proxy

Videos: 608
Creators: 20
Median age: 294 days

Interpretation: this is an exploratory association. Video selection, topic, format, timing, guests, and age are not controlled sufficiently for a causal conclusion.

Creator association explorer

Guest appearances within host channels

Each row compares videos featuring a tracked guest with the same host’s other eligible videos.

Filter host or guest

Host	Guest	Guest videos	Comparison videos	Guest median proxy	Comparison median	Association ratio	Edge provenance
Luke Kwon Golf	Taco Golf	15	70	1.25×	1.06×	1.18×	12 human 3 model
Tooms Golf	Sam Heung Min Golf	14	19	1.67×	0.83×	2.03×	7 human 7 model
Luke Kwon Golf	Sam Heung Min Golf	13	72	0.98×	1.07×	0.92×	11 human 2 model
Sam Heung Min Golf	Taco Golf	13	46	1.43×	0.87×	1.65×	9 human 4 model
Sam Heung Min Golf	Tooms Golf	13	46	0.82×	1.00×	0.82×	7 human 6 model
Sam Heung Min Golf	Luke Kwon Golf	11	48	1.43×	0.94×	1.53×	8 human 3 model
BustaJack Golf	Micah Morris	10	69	1.37×	0.89×	1.55×	10 human 0 model
Luke Kwon Golf	Tooms Golf	9	76	1.59×	1.02×	1.55×	8 human 1 model
Tooms Golf	Luke Kwon Golf	9	24	1.86×	0.88×	2.12×	5 human 4 model
Tooms Golf	Taco Golf	9	24	1.87×	0.96×	1.94×	5 human 4 model
Grant Horvat Golf	Bob Does Sports	8	48	1.12×	0.92×	1.22×	6 human 2 model
Taco Golf	Sam Heung Min Golf	8	50	0.75×	1.08×	0.70×	7 human 1 model
Bob Does Sports	Grant Horvat Golf	7	78	1.42×	1.02×	1.39×	0 human 7 model
Bryan Bros Golf	Grant Horvat Golf	7	62	1.15×	1.01×	1.14×	4 human 3 model
Bob Does Sports	Bryan Bros Golf	5	80	1.84×	1.02×	1.80×	0 human 5 model
Bryan Bros Golf	Bob Does Sports	5	64	2.69×	0.99×	2.71×	5 human 0 model
Taco Golf	Luke Kwon Golf	5	53	1.07×	1.07×	1.01×	4 human 1 model
Grant Horvat Golf	Bryan Bros Golf	4	52	1.33×	0.94×	1.42×	2 human 2 model
Paige Spiranac	Bryson DeChambeau	4	71	3.29×	0.83×	3.96×	0 human 4 model
Ryan Ruffels Golf	Brad Dalke	4	43	2.39×	1.28×	1.86×	4 human 0 model
Taco Golf	Tooms Golf	4	54	1.07×	1.07×	1.00×	3 human 1 model
Bryan Bros Golf	Luke Kwon Golf	3	66	0.99×	1.02×	0.97×	3 human 0 model
Bryan Bros Golf	Brad Dalke	3	66	1.71×	1.00×	1.71×	2 human 1 model
BustaJack Golf	Good Good Golf	3	76	1.71×	0.93×	1.83×	3 human 0 model
BustaJack Golf	The Dod King	3	76	0.95×	0.93×	1.02×	2 human 1 model
GM Golf	Brad Dalke	3	80	1.01×	0.89×	1.14×	1 human 2 model
GM Golf	Bryson DeChambeau	3	80	1.87×	0.88×	2.13×	3 human 0 model
Good Good Golf	Brad Dalke	3	1	0.70×	1.50×	0.46×	0 human 3 model
Grant Horvat Golf	Brad Dalke	3	53	0.44×	0.96×	0.46×	2 human 1 model
Micah Morris	BustaJack Golf	3	71	0.77×	0.89×	0.86×	1 human 2 model
Micah Morris	Evan Thompson	3	71	0.76×	0.83×	0.92×	2 human 1 model
The Dod King	BustaJack Golf	3	35	0.72×	1.06×	0.68×	2 human 1 model
Brad Dalke	Bryan Bros Golf	2	87	4.75×	0.97×	4.90×	2 human 0 model
Brad Dalke	Bob Does Sports	2	87	3.16×	0.97×	3.25×	2 human 0 model
Brad Dalke	Micah Morris	2	87	1.77×	0.97×	1.82×	0 human 2 model
Brad Dalke	GM Golf	2	87	1.42×	0.97×	1.46×	1 human 1 model
Bryan Bros Golf	Peter Finch Golf	2	67	1.59×	1.01×	1.57×	2 human 0 model
Bryan Bros Golf	BustaJack Golf	2	67	0.81×	1.04×	0.78×	2 human 0 model
Bryan Bros Golf	Micah Morris	2	67	1.41×	1.01×	1.39×	2 human 0 model
Bryan Bros Golf	Taco Golf	2	67	1.69×	1.00×	1.69×	2 human 0 model
BustaJack Golf	Luke Kwon Golf	2	77	12.13×	0.92×	13.22×	2 human 0 model
BustaJack Golf	Brad Dalke	2	77	1.43×	0.95×	1.51×	2 human 0 model
Good Good Golf	GM Golf	2	2	0.67×	1.10×	0.61×	0 human 2 model
Grant Horvat Golf	Micah Morris	2	54	1.67×	0.94×	1.78×	2 human 0 model
Grant Horvat Golf	GM Golf	2	54	1.41×	0.95×	1.48×	2 human 0 model
Grant Horvat Golf	Bryson DeChambeau	2	54	1.62×	0.94×	1.73×	1 human 1 model
Luke Kwon Golf	Nick Voke	2	83	0.86×	1.07×	0.80×	2 human 0 model
Micah Morris	Grant Horvat Golf	2	72	6.18×	0.81×	7.63×	0 human 2 model
Micah Morris	Luke Kwon Golf	2	72	1.57×	0.81×	1.93×	1 human 1 model
Micah Morris	Brad Dalke	2	72	2.60×	0.81×	3.21×	2 human 0 model
Ryan Ruffels Golf	Good Good Golf	2	45	3.68×	1.28×	2.87×	2 human 0 model
Ryan Ruffels Golf	Luke Kwon Golf	2	45	2.68×	1.28×	2.09×	1 human 1 model
Ryan Ruffels Golf	Tooms Golf	2	45	1.96×	1.35×	1.46×	1 human 1 model
Taco Golf	Nick Voke	2	56	0.77×	1.08×	0.72×	2 human 0 model
Tooms Golf	Bryan Bros Golf	2	31	3.80×	1.03×	3.71×	0 human 2 model
Tooms Golf	Nick Voke	2	31	1.07×	1.06×	1.01×	2 human 0 model
Bob Does Sports	Fore Play Golf	1	84	1.12×	1.04×	1.08×	0 human 1 model
Bob Does Sports	Brad Dalke	1	84	1.11×	1.04×	1.07×	1 human 0 model
Bob Does Sports	Bryson DeChambeau	1	84	1.15×	1.04×	1.11×	0 human 1 model
Brad Dalke	Grant Horvat Golf	1	88	0.71×	0.99×	0.71×	0 human 1 model
Brad Dalke	BustaJack Golf	1	88	0.20×	0.99×	0.21×	1 human 0 model
Brad Dalke	Bryson DeChambeau	1	88	1.29×	0.97×	1.32×	0 human 1 model
Brad Dalke	Evan Thompson	1	88	0.54×	0.99×	0.55×	1 human 0 model
Bryan Bros Golf	Tooms Golf	1	68	2.37×	1.01×	2.35×	1 human 0 model
Bryan Bros Golf	Sam Heung Min Golf	1	68	2.19×	1.01×	2.17×	1 human 0 model
Bryan Bros Golf	Bryson DeChambeau	1	68	2.10×	1.01×	2.09×	0 human 1 model
Bryan Bros Golf	Nick Voke	1	68	0.38×	1.02×	0.37×	1 human 0 model
BustaJack Golf	Grant Horvat Golf	1	78	22.86×	0.93×	24.52×	1 human 0 model
BustaJack Golf	Bryan Bros Golf	1	78	22.86×	0.93×	24.52×	1 human 0 model
BustaJack Golf	Bob Does Sports	1	78	2.76×	0.93×	2.96×	1 human 0 model
BustaJack Golf	Evan Thompson	1	78	1.26×	0.93×	1.35×	1 human 0 model
BustaJack Golf	JnA Golf	1	78	0.87×	0.95×	0.92×	1 human 0 model
GM Golf	Grant Horvat Golf	1	82	2.54×	0.89×	2.86×	1 human 0 model
GM Golf	Paige Spiranac	1	82	0.85×	0.91×	0.94×	1 human 0 model
GM Golf	Ryan Ruffels Golf	1	82	1.36×	0.89×	1.53×	1 human 0 model
Grant Horvat Golf	Good Good Golf	1	55	1.36×	0.95×	1.43×	1 human 0 model
Grant Horvat Golf	Peter Finch Golf	1	55	1.98×	0.95×	2.08×	1 human 0 model
Grant Horvat Golf	Luke Kwon Golf	1	55	1.98×	0.95×	2.08×	1 human 0 model
Grant Horvat Golf	Ryan Ruffels Golf	1	55	1.98×	0.95×	2.08×	1 human 0 model
Grant Horvat Golf	Sam Heung Min Golf	1	55	1.98×	0.95×	2.08×	1 human 0 model
Grant Horvat Golf	Josh Mayer	1	55	1.03×	0.95×	1.08×	1 human 0 model
Luke Kwon Golf	Micah Morris	1	84	0.42×	1.07×	0.40×	1 human 0 model
Luke Kwon Golf	Ryan Ruffels Golf	1	84	2.24×	1.06×	2.12×	1 human 0 model
Luke Kwon Golf	Evan Thompson	1	84	0.42×	1.07×	0.40×	1 human 0 model
Micah Morris	The Dod King	1	73	0.90×	0.82×	1.10×	1 human 0 model
Paige Spiranac	Good Good Golf	1	74	5.53×	0.86×	6.43×	1 human 0 model
Paige Spiranac	Evan Thompson	1	74	1.27×	0.86×	1.48×	0 human 1 model
Peter Finch Golf	Bryan Bros Golf	1	23	1.82×	0.87×	2.11×	0 human 1 model
Peter Finch Golf	Ryan Ruffels Golf	1	23	1.21×	0.87×	1.40×	1 human 0 model
Ryan Ruffels Golf	Sam Heung Min Golf	1	46	3.07×	1.32×	2.33×	1 human 0 model
Ryan Ruffels Golf	ShortGameKing	1	46	0.27×	1.40×	0.19×	0 human 1 model
Sam Heung Min Golf	The Dod King	1	58	1.40×	0.97×	1.44×	1 human 0 model
Sam Heung Min Golf	Bryson DeChambeau	1	58	2.13×	0.97×	2.20×	1 human 0 model
Sam Heung Min Golf	Nick Voke	1	58	0.98×	0.98×	1.00×	0 human 1 model
Taco Golf	Brad Dalke	1	57	1.49×	1.07×	1.40×	1 human 0 model

The association ratio divides the guest-video median proxy by the host’s comparison-video median proxy. Model-only rows are audit priorities, not conclusions. Videos can feature multiple guests.