Thus, while the sales figures on VGChartz are about as solid as one can publicly find, they may not be exact.

Consulting with publishers and manufacturers to find out how many units they are introducing into the channel.

Studying resell prices to determine consumer demand and inventory levels.

Using statistical trend fitting and historical data for similar games.

Polling retail partners to find out what games and hardware they are selling.

Passively polling end users to find out what games they are currently purchasing and playing.

Peak Channels (the highest number of concurrent streamers on a particular title)īefore moving on, it bears repeating a quick additional note about VGChartz taken directly from their website:Īll sales information are only estimates and are arrived at via a number of proprietary and ever-developing methods, including:.Peak Viewers (the highest number of concurrent watchers on a particular title).The second (for the streaming metrics) was collected via SullyGnome (A third-party Twitch stats and analytics site). The first was a web scrape of VGChartz using BeautifulSoup to obtain video game sales metrics. The Dataįor this project, I took my data from two main sources. However, this was just a hypothesis so I decided to turn to some real data and real modeling to determine whether or not to accept or reject it. I also had a hunch that the coefficients of total minutes watched and total minutes streamed would be the main drivers for sales figures. While I was specifically interested in merely understanding the potential relationship between streams and sales, my hypothesis going in was that games with very healthy streaming metrics would have similarly healthy sales figures. With so many people on the platform, I thought it would be interesting to see how streaming metrics for a given game might influence unit sales of said game.

Photo by Caspar Camille Rubin on UnsplashĮach day, roughly 15 million gamers and non-gamers alike visit Twitch to stream, watch, and chat with like-minded communities.

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