social genetics: demographics and affinities of gamers · hours of games/day ©2010 nick berry,...

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©2010 Nick Berry, DataGenetics Social Genetics: Demographics and Affinities of Gamers All logos and trademarks in this presentation are property of their respective owners. President [email protected] M.Eng, ARAeS, CIPP

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Page 2: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Special Thanks

Page 3: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Data Mining:

Traditional Portals

Page 4: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

What do I do ?

Page 5: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Analysis

SQL Database

Scraper Application

<HTML> Game

population …

Web Browser

Page 7: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Example: First Class Solitaire™

24 hours

Page 8: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Badges: First Class Solitaire™

1 month

Hours of games/day

Page 9: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

History of Casual Gaming

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Peak Population

Data courtesy of

Page 10: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

0 1 5.5 12

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2003 2004 2005 2006 2007 2008 2009 2010

Year end registered users (MM)

?

July

Page 11: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Basic FaceBook scraping

Page 12: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

FaceBook (MAU, DAU, Engagement)

Page 13: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Farmville - MAU

Page 14: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Farmville - DAU

Page 15: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Farmville - Ratings

Page 16: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Café World - MAU

Page 17: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Café World - DAU

Page 18: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Café World - Engagement

Page 19: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Café World - Fans

Page 20: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Café World - Reviews

Page 21: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Café World - Rating

Page 22: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Bejeweled Blitz

MAU

Application refreshed, and major features added

Page 23: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Bejeweled Blitz

Application refreshed, and major features added

Rating

Rating fell from 4.5 stars

to 3.0 with last release.

“Strongly dislike the new boost mode ... it completely invalidates the leaderboards (knowing everyone's starting/playing on the same foundation). Booo!”

“Not happy with the new version at all! You should go back to the old game! Also, my score does post on my page

but doesn't post on any of my friends pages! It looks as if I haven't been playing at all!”

Page 24: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Bejeweled Blitz

Number of reviews written

Page 25: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Demographics of FaceBook

Page 26: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

FaceBook Demographics

Page 27: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

FaceBook Demographics

AGE

13

65+

Female Male

Page 28: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Where in the World?

Page 29: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Top 20 countries on FaceBook

Top 20 countries account for 79% of all FaceBook registered accounts.

After Brazil, no other country accounts for more than 1%.

Page 30: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Gender breakdown of FaceBook users Worldwide

Female dominant Male dominant

United States 44.46% male United Kingdom 48.14% male India 68.94 % male

Page 31: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Advanced FaceBook scraping

Page 32: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

FaceBook Demographics

Page 33: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Bejeweled Blitz

Page 34: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Call of Duty 4

Tetris

Country and Rock

Fishing

Hunting

NASCAR

Black Eyed Peas

Star Trek

Star Wars

Yoville

Texas Holdem Poker

Warstorm

Happy Island

Pet Society

Fishville

Collapse!

Taylor Swift

Transformers

Country Life

Harry Potter

Britney Spears

Mobsters 2 - Vendetta

Castle Age

Vampire Wars

Twilight

Mobsters

World of Warcraft

Zoosk

Civilization

Pepsi

NFL

Converse

Jersey Shore

Victorias Secret

MTV

Coca-Cola

Pillow Fight

Sims 3

Super Mario Bros

Mafia Wars

Happy Aquarium

Cafe World

Jigsaw Puzzles

Barn Buddy

Country Story

Mythbusters

Avril Lavigne

Red Bull

Disney

Johhny Depp

Titanic

Starbucks

Red Hot Chili

Peppers

Lord of the Rings

SpongeBob

McDonalds

Scrabble

(LIL) Farm Life

Dilbert

Investing

Farm Town

Law and Order

TextTwist

Farmville

Treasure Isle

Doodle Jump

Playboy

Dr Phil

Island Paradise

Zoo World

Fish World

Bejeweled Blitz

Roller Coaster

Kingdom

Justin Bieber

Conan oBrien

Jay Leno

Michael Jackson

James Bond

James Patterson

Angels and

Demons

Roller Coasters

Chess

Mahjong

Dimensions

Mahjong

Petville

Uno

Elvis

Frank Sinatra

Soccer

Cigars

Golf

Jogging

Pilates

Yoga

Lifetime

Colbert

Howard Stern

Big Bang

Theory

Ellen

Degenerous

Dr Who

Lost

Top Gear

WWE

Wrestling

Jui Jitsu

Martial Arts

MMA

UFC

Boxing

NCIS

Cooking

Sewing

Knitting

Martha Stewart

Horses

Makeup

Fashion

Cake

Decorating

Greenhouse

Bird Watching

Dogs

Plants

Cats

Flowers

Gardening

Baking

The Bachelor

Crocs

Jeep

The Office

Saturday Night

Live

Scrubs

South Park

Family Guy

Simpsons

Heroes

Ugly Betty

Battlestar

Galactica

Snowboarding

iTunes

Barry Manilow

Dairy Queen

Lady Gaga

Vin Diesel

Criminal Minds

Two and a Half Men

How I met your Mother

Medium

Ghost Whisperer

Biggest Loser

Americas Next Top Model

Sex and the City

Desperate Housewives

CSI

American Idol

Happy Pets

Mind Jolt Games

Restaurant City

Twitter

iPHONE

iPad

Pokemon

Nintendo DS

Xbox 360

PS3

Diabetes

Monopoly

Settlers of Catan

Megan Fox

Rock Band

Foursquare

Guitar Hero

Oprah Winfrey Show

Halo

Wii Fit

Wii

Adidas

Nike

Reebok

Puma

Dunkin Donuts

Pizza Hut

Taco Bell

Scuba Diving

Skiing

Page 35: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Wii™ and Wii Fit™

Page 36: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Page 37: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Jay Leno vs. Conan

Page 38: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Quiz Time – Guess the game

Answer: Scrabble™

Page 39: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Quiz Time – Guess the movie

Answer: Twilight

Page 40: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Comparing Demographic “Genes”

38.41% correlation

Page 41: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Comparing Demographic “Genes”

80.89% correlation

Page 42: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Page 43: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Cross correlation between brands

Page 44: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Bejeweled Blitz Affinity

Page 45: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Applications of this

Page 46: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Propensity to pay?

Sorority Life, % users who spend by age

Source: “Rules to Monetize By …”, Playdom 2010

Page 47: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Are you targeting your game to the paying audience?

$

O Even if this game had 5x

the traffic, it would not

generate the same revenue

Would you like to have the largest game

on FaceBook, or the most profitable?

Page 48: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

I’d say, you want to be more profitable!

Think about ways to optimise your ARPU, not your MAU

Page 49: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Pitching to potential Advertisers

Page 50: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Live Demo

Page 51: Social Genetics: Demographics and Affinities of Gamers · Hours of games/day ©2010 Nick Berry, DataGenetics History of Casual Gaming 0 50000 100000 150000 200000 250000 300000 350000

©2010 Nick Berry, DataGenetics

Questions?

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