Difference between revisions of "Vegan YouTube Analytics"

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|| YouTube algorithm, censorship and curated content.
 
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|| What if YouTube promoting mainstream TV channelsand celebrities after a certain date hit the stats of most Indy creators. Or censorship of edgy creatorsafter a certain date producing a noticeable difference.
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|| What if YouTube promoting mainstream TV channels and celebrities after a certain date hit the stats of most Indy creators. Or censorship of edgy creators after a certain date producing a noticeable difference.
 
|| Compare against other control groups.
 
|| Compare against other control groups.
 
|| Vegan History, Attitude Towards Veganism, Notes
 
|| Vegan History, Attitude Towards Veganism, Notes
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|| What if you have multiple channels in the list from one person which isn't representative of unique audience interest in veganism.
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|| Treat the analytics on channels with secondor third related channels and collaborativechannels as differently or anomalous.
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|| Treat the analytics on channels with second or third related channels and collaborative channels as differently or anomalous.
 
|| Amount of Channels, Related Channels, Collaboration Channels,  
 
|| Amount of Channels, Related Channels, Collaboration Channels,  
 
|| No
 
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|| Not really a problem with studying international audience interest, but we can create some interestingcomparisons and google maps.
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|| Not really a problem with studying international audience interest, but we can create some interesting comparisons and google maps.
 
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Revision as of 02:19, 3 November 2019

Main Page: Vegan YouTube Directory

Ideal future finished format.


Explainer

Base

Variable Present
Title Title
Subscribers Weekly no. & percentage difference (discovered by plotting on a line of best fit since the channels beginning).
Views Weekly no. & percentage difference (discovered by plotting on a line of best fit since the channels beginning).
Videos Weekly no. & percentage difference (discovered by plotting on a line of best fit since the channels beginning).


Controls

Variable Problems Controls Data label columns needed Control group needed to accurately depict audience interest in veganism?
YouTube algorithm, censorship and curated content. What if YouTube promoting mainstream TV channels and celebrities after a certain date hit the stats of most Indy creators. Or censorship of edgy creators after a certain date producing a noticeable difference. Compare against other control groups. Vegan History, Attitude Towards Veganism, Notes Yes
Channels taking a break, who deleted all their videos or deleted their channel. How do we know what is the average % of YouTubers who quit producing content? Maybe a higher than average number should be counted as lost audience views because it's caused by a lack of dedication over time which is shown to be a fundamental quality to the group being studied. And if the opposite is true should views be added on? Sort by date the channel was created, plus last upload date and compare against other control groups. Publication Date, Last Upload Date, Deleted Any Content Yes
Language What if you're comparing a small language audience to a larger one skewing the result? Only compare the same languages. Language No
Date Vegan & % of videos on veganism What if the YouTuber only recently went vegan or only produced a few vegan videos so has little to do with their viewership audience. Only use those channels who primarily produce vegan videos and treat those channels who only went vegan recently differently or anomalous. Content Category No
Multiple Channels What if you have multiple channels in the list from one person which isn't representative of unique audience interest in veganism. Treat the analytics on channels with second or third related channels and collaborative channels as differently or anomalous. Amount of Channels, Related Channels, Collaboration Channels, No
Reposted Videos What if a channel posts old content from other channels which isn't representative of unique audience interest in veganism. Treat the analytics on channels with some, most or all reposted content differently or anomalous. Reposted Videos No
Location Not really a problem with studying international audience interest, but we can create some interesting comparisons and google maps. n/a Location No
Distance between when the statistics were recorded What if statistics are recorded at wildly different intervals making the difference in views per week very unreliable? Distance is recorded to show how accurate the numbers are. Distance No
Date the channel was created What if some channels have had a head start, and so had longer to build up a following? Only compare those channels with similar start date. Publication Date No


Control Groups

Groups to compare Data labelling columns
Total vegan present vs. vegan past n/a
Different vegan sub-topics Primary Content, Secondary Content
Vegan vs. Ex-Vegan Vegan History, Ex-Vegan (Short Reason), Ex-Vegan (Long Explanation)
Vegan vs. Anti-Vegan Attitude Towards Veganism
Vegan vs. LGBT Notes (Social Justice Analytics Control Group)
Vegan vs. Left-Libertarian Notes (Left-Libertarian Analytics Control Group)
Vegan vs. Left-Authoritarian Notes (Left-Authoritarian Analytics Control Group)
Vegan vs. Right-Libertarian Notes (Right-Libertarian Analytics Control Group)
Vegan vs. Right-Authoritarian Notes (Right-Authoritarian Analytics Control Group)


Comprehensive Tables

Talk Subscribers

Vegan Channels Primary Content Secondary Content Dec, 2018 Subscriber no. Dec, 2018 Subscriber % Jan, 2019 Subscriber no. Jan, 2019 Subscriber no. Feb, 2019 Subscriber no. Feb, 2019 Subscriber no. Views Trend Uploads Trend Country User Created Description Disclaimers Other Channels
JacksGap Documentary Activism
.
.
.


Talk Views

Vegan Channels Primary Content Secondary Content Dec, 2018 View no. Dec, 2018 View % Jan, 2019 View no. Jan, 2019 View no. Feb, 2019 View no. Feb, 2019 View no. Subscribers Trend Uploads Trend Country User Created Description Disclaimers Other Channels
JacksGap Documentary Activism
.
.
.


Talk Uploads

Vegan Channels Primary Content Secondary Content Dec, 2018 Upload no. Dec, 2018 Upload % Jan, 2019 Upload no. Jan, 2019 Upload no. Feb, 2019 Upload no. Feb, 2019 Upload no. Subscribers Trend Views Trend Country User Created Description Disclaimers Other Channels
JacksGap Documentary Activism
.
.
.


Final Product

Sample Stats #1 - Talk Views

Average upload trend, average upload rate, average no. uploads, average subscriber trend, average subscriber rate, average no. subscribers & no reposted videos, etc.

Vegan Channels Primary Content Secondary Content Dec, 2018 View no. Dec, 2018 View % Jan, 2019 View no. Jan, 2019 View no. Feb, 2019 View no. Feb, 2019 View no. Subscriber no. trend Subscriber % trend Subscriber no. total Upload no. trend Upload % trend Upload no. total Country User Created Description Disclaimers Related Channels Collaboration Channels Reposted Videos
JacksGap Documentary Activism
.
.
.


Sample Stats #2 - New videos per month

Top subscriber no., primary content = Activism (vegan), etc.

Vegan Channels Primary Content Secondary Content Subscribers Trend Views per video Trend Upload rate per month Trend Country User Created Description Disclaimers Other Channels
JacksGap Documentary Activism
.
.
.


Sample Stats #3 - Taking a break/ Retired

Average difference between "User Created" & "Last Upload Date", in order to work out average subscriber success rate drop off.

User Created & Last Upload Date Video Channel Primary Content Secondary Content Subscribers Trend Views Trend Uploads Trend Country Description Disclaimers Other Channel
Oct, 2009 - June, 2019 NorVegan
.
.
.
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