This make me want to start working on the game industry. Coding that transform into happiness is wonderful. What's the best path for this to someone who works in a mix of data science + big data + ml?
>The cynic in me suspects that data science for a game company will involve mostly marketing research, however.
Actually, there's a lot of it involved in game design. In the case of MMORPG, what to develop next as extensions or monthly content packs. In the case of single player games, feedback on building sequels. A lot of game developers these days put effort into gathering all sorts of telemetry from their games, RPG developer Bioware for example knows how many hours the average player spent on Mass Effect games, how many finished the game, how many made a customized character vs how many used the default face, how many played a female character versus male, how many imported saves from the previous games, which quests were completed and which were skipped, how much of the dialogue was skipped and many other things that are used to understand what to focus on for their next games. And it's all on a solo RPG, so they had to deliberately add some online analytics reporting functionality and are not just using stats that was lying around on an online game server log.
Guild Wars 2's developer arenanet is employing a data scientist and economist, John Smith, to manage and keep control of the virtual economy in their MMORPG. He's also head of the analytics team which is the primary decision maker on what content is going to be cut and which is going to be developed in the future.
Marketing can be a part of it but more and more, analytics is getting to contribute in game development decisions.
One the one hand, it's cool that they are forward thinking about using telemetry to improve their products. On the other, it's a little upsetting and disheartening that I played plenty of Mass Effect and don't recall ever being given the option to opt out of telemetry. And I am the kind of nerd who will scroll through all the game settings before I even start.
Can you explain why you think that a player should be able to opt out of in-game telemetry(in a way other than not accepting the terms of service and not connecting the game to the master servers)? I'm genuinely curious what your opinion is.
That's what I did in a game company, I for example plotted (time or matches) vs. experience + # of people who made it that far for all players and identified a choke point where a large part of players had a long interval with a little progress (and so they dropped off).
Designers need help, some of them are fluent with (big) data but most aren't - and you can be their partner :).
They have stats about everything, how long you spend time in menu, how much you play the game, how much you complete, how long it takes you to achieve something ect ... Big companies have a lot of telemetry going on.
Designing based on user behavior uses data science too but companies like Zynga, King Games, CrowdStar (etc) have been using data science to analyze user behavior and monitization for at least a decade.
I hadn't heard of that before so I looked it up and was floored to see that the Valve econ blogger was Yanis Varoufakis, who is presumably no big deal in the gaming world, but is a very big deal in economics and public policy, particularly in the eurozone.
All the big companies are doing something with ML.Also,most online games need data analysis around balancing, revenue, etc.
Check out job openings at Blizzard, Riot, EA, Ubisoft, etc. Or pick a game you like and reach out to them through your extended peer network. If you live in (or know someone in) the Bay Area you are less than the proverbial 6 degrees of separation from someone who works in games.
Caveat: Unless it's an established studio turning out a reliable set of moneymakers, the job is going to be very unstable. It's like a combination of movies + startups. You will work your ass off and if the game is not a hit the company will fold and you'll be on to your next gig, if you can find one.
There is more of this going on in games than you'd expect actually, we even have some pure research positions open too. Email me @gmail.com and I can send you to our jobs page.
The cynic in me suspects that data science for a game company will involve mostly marketing research, however.