The new test turned out as I had expected — more views and engagement on photo art only with emphasis on color saturation and complex linework. What was most interesting was that Stage A did not really respond the way I had assumed, but Stage B definitely fed the content to the generalized feed.

Content Id Format Line Complexity Saturation Level
1 photo art high high
2 photo art high high
3 photo art high high

Content in reverse order. Stage tests reverse order

Stage A Results:

Content Views Interactions
1 2 0
2 2 0
3 4 0

Stage B Results:

Content Views Interactions
1 7 5
2 16 2
3 12 1

What’s notable about this test is that Stage A only recommends to my followers and the majority of these followers on that stage are people that I know. On the other hand, Stage B is characterized by a distribution of players I do not know. Of a subset of those players, I noted repeated interactions from players on certain themes based on how the content was categorized. That’s useful, since I can use the same material, same theme but reach different cohorts.

Stage A is consistent with a limited and fixed network of sharing, less useful for observing the black box stage. Given the pattern, Stage B stands out as more dynamic for further exploration. The next step is adding more saturation and doing a test where I draw between categories and post-process it to convert from photo art to digital art.

Content in reverse order. Stage tests reverse order

Well, this test turned out even more pronounced with the latest data! The results for Stage B are substantially different:

Stage A Results:

Content Views Interactions
4 4 0
5 5 0
6 4 0

Stage B Results:

Content Views Interactions
4 39 5
5 17 2
6 9 3

Stage A’s views and interactions were pretty consistent with the last test but Stage B has enough to give us a clue as to how they categorize. I even gained a follower from this last Stage B iteration. Could it be that the more abstract it appears to be, the more the content is fed into additional generalized feeds? I guess we’ll have to do more tests over time to find out! As for now, this exploration goes to the background, while I investigate another game.

This new game is a different type of analysis, not with social media and graphical content but only code on Github. I call this new game the “Strange Observer Effect”.