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Applying Big Data to Flow Theory
1.
© 2014 Datameer,
Inc. All rights reserved. Big Data & Flow Theory @StefanGroschupf
2.
© 2014 Datameer,
Inc. All rights reserved.
3.
© 2014 Datameer,
Inc. All rights reserved.
4.
Problem
5.
© 2014 Datameer,
Inc. All rights reserved. Attention < 8s
6.
© 2014 Datameer,
Inc. All rights reserved. AD…
7.
© 2014 Datameer,
Inc. All rights reserved. Gaming > 7 hrs
8.
© 2014 Datameer,
Inc. All rights reserved. Efficiency
9.
© 2014 Datameer,
Inc. All rights reserved. Eyeballs == $$$
10.
FLOW
11.
© 2014 Datameer,
Inc. All rights reserved. Mihaly Csikszentmihalyi
12.
© 2014 Datameer,
Inc. All rights reserved. Happiness?
13.
© 2014 Datameer,
Inc. All rights reserved.
14.
© 2014 Datameer,
Inc. All rights reserved. 114 bit/s
15.
© 2014 Datameer,
Inc. All rights reserved. Skills Challenge low high high Boredom Relaxation Apathy Worry Anxiety Arousal Control Flow
16.
© 2014 Datameer,
Inc. All rights reserved. Completely involved – focused, concentrated…! Sense of ecstasy—of being outside everyday reality…! Great inner clarity—knowing what needs to be done…! Knowing activity is doable—adequate skills…! Sense of serenity—no worries about oneself…! Timelessness—hours seem to pass by in minutes…! Intrinsic motivation—whatever produces flow becomes its own reward… Definition
17.
© 2014 Datameer,
Inc. All rights reserved. Flow! Channel Skills Challenge low high high Boredom Anxiety
18.
Game Flow
19.
© 2014 Datameer,
Inc. All rights reserved. World/Task 1 World/Task 2 World/Task 3 Flow! Channel Skills Challenge
20.
© 2014 Datameer,
Inc. All rights reserved. Average User
21.
© 2014 Datameer,
Inc. All rights reserved. A/B Testing
22.
© 2014 Datameer,
Inc. All rights reserved. AverageHardcore Novice
23.
© 2014 Datameer,
Inc. All rights reserved. Iterative Adjusting Loop Flow Adjustment Player Player! Data Monitoring! System Analytics System System! Data Analytics! Result Game! System Adjust! Experience
24.
Data
25.
© 2014 Datameer,
Inc. All rights reserved. Events {! "timestamp": 1324830675.076,! "status": "200",! "UUID": 45234532454545780,! "host": “ord2.cl4.company.com”,! "word": "y2",! "remote_host": "50.57.61.4",! "event": { name : “world.version.action” value : 250 location: … }! ...! }
26.
© 2014 Datameer,
Inc. All rights reserved. Pull vs. Push
27.
© 2014 Datameer,
Inc. All rights reserved. Data Prep Raw Data Filter By Event Virality Monetization Engagement
28.
© 2014 Datameer,
Inc. All rights reserved. Measure Flow Challenge Reward over time
29.
© 2014 Datameer,
Inc. All rights reserved. Cluster Behavior
30.
© 2014 Datameer,
Inc. All rights reserved. Decision Tree
31.
Results
32.
© 2014 Datameer,
Inc. All rights reserved. Adjust Challenge
33.
© 2014 Datameer,
Inc. All rights reserved. Adjust Gamer Mix
34.
© 2014 Datameer,
Inc. All rights reserved. Engagement
35.
© 2014 Datameer,
Inc. All rights reserved. Increased Conversation
36.
www.datameer.com! @Datameer