The document provides a comprehensive overview of various video games and their associated visualization techniques, focusing particularly on NFL football games. It cites multiple game titles and their developers, referencing workshops and conferences that discuss gameplay analysis and user experience tracking methodologies. The authors emphasize the importance of visualization in enhancing gameplay metrics and understanding player interactions.

1. “Visualizing NFL football games,” http://www. [60] ——, Mass Effect 2. Electronic Arts, 2010.
aculty/healey/NFL viz/, 2008. [61] Maxis, Spore. Electronic Arts, 2008.
nd A. Canossa, “Towards gameplay analysis via [62] Splash Damage, Wolfenstein: Enemy Territory. Activision, 2003.
rics,” in Proceedings of the International MindTrek [63] Visceral Games, Dead Space 2. Electronic Arts, 2011.
09, pp. 202–209. [64] Blizzard, World of Warcraft. Blizzard, 2004.
ttp://www.mochibot.com/. [65] Valve Corporation, Steam. Valve Corporation, 2003.
atistics & tracking,” http://nonoba.com/ [66] Bungie, Inc., Halo: Reach. Microsoft Game Studios, 2010.
atistics. [67] EA Canada, FIFA 10. EA Sports, 2009.
http://playtomic.com/. [68] Treyarch, Call of Duty: World at War. Activision, 2008.
ocial analytics,” http://www.kontagent.com/. [69] MicroProse, Civilization. MicroProse, 1991.
V. Gunn, E. Schuh, B. Phillips, R. J. Pagulayan, [70] Firaxis Games, Civilization III. Infogrames, 2001.
AND COMPUTER GRAPHICS, VOL. XX, NO. Y, MONTH 2012 14
on, “Tracking real-time user experience (TRUE): [71] Bullfrog, Populous. Electronic Arts, 1989.
ive instrumentation solution for complex sys- [72] ——, Populous II: Trials of the Olympian Gods. EA, 1991.
eedings of the ACM Conference on Human Factors [73] id Software, Wolfenstein 3D. Apogee Software, 1992.
otball games,” http://www.
Systems, 2008, pp. 443–452. [60] ——, Mass Effect 2. ——, Doom. Arts, 2010.
[74] Electronic id Software, 1993.
Toward Visualization for
ools, “Telemetry profiling system,” Maxis,http: [75] Westwood Studios, Dune II: Battle for Arrakis. Virgin, 1992.
viz/, 2008. [61] 2010, Spore. Electronic Arts, 2008.
metools.com/telemetry.htm. [62] Splash Damage, Wolfenstein: Enemy Territory. Humans. Blizzard, 1994.
wards gameplay analysis via [76] Blizzard, Warcraft: Orcs & Activision, 2003.
logging: Data collection on the high seas,” Games, Dead Space 2. Electronic Arts, 2011.
of the International MindTrek [63] Visceral in [77] ——, StarCraft. Blizzard, 1998.
the Game Developers Conference, 2007. Blizzard, World of Warcraft. Blizzard, 2004.of Liberty. Blizzard, 2010.
[64] [78] ——, StarCraft II: Wings
, S. Shodhan, and M. Twardos, [65] Valve Corporation, S2 Games, Heroes of Newerth. 2003. Games, 2010.
ot.com/. “Spore API: ac- [79] Steam. Valve Corporation, S2
ue database of player creativity,” in SIGGRAPH Halo: Reach. Microsoft of Camelot. Mythic Entertainment, 2001.
ng,” http://nonoba.com/ [66] Bungie, Inc., [80] Mythic, Dark Age Game Studios, 2010.
[67] EA Canada, FIFA 10. EA Sports, 2009.
[81] ——, Warhammer Online: Age of Reckoning. EA Games, 2008.
m/. data,” http://thevioletpiece.com/spore/. [82] CCP Games, War. Online. CCP Games, 2003.
Spore [68] Treyarch, Call of Duty: World at EVE Activision, 2008.
d M. Masuch, “Action summary forMicroProse, Civilization. MicroProse, 1991. 11. EA Sports, 2010.
p://www.kontagent.com/. [69] computer [83] EA Tiburon, Madden NFL
Games:
B. Phillips, R.spectator modes and summaries,” [84] MicroProse, Formula One Grand Prix. MicroProse, 1992.
ing action for J. Pagulayan, [70] Firaxis Games, Civilization III. Infogrames, 2001.
methe International Conference on Application and [85] Criterion Games, Need for Speed: Hot Pursuit. EA Games, 2010.
of user experience (TRUE): [71] Bullfrog, Populous. Electronic Arts, 1989.
Computer for complex pp. 124–132. ——, Populous[86]Trials of the Olympian Gods. EA, 1991.1996.
solution Games, 2003, sys- [72] II: id Software, Quake. GT Interactive,
G. Humphreys, and M. Agrawala, “Visualizing Wolfenstein 3D. Dragon Age II. Electronic Arts, 2011.
Conference on Human Factors [73] id Software, [87] Bioware, Apogee Software, 1992.
[74] ——, Doom. [88] Blizzard North, Diablo II. Blizzard, 2001.
43–452. in multi-user virtual environments,” in id Software, 1993.
ehaviors
the IEEE Conference on Visualization, 2004, pp. Studios,Infinity Ward, Call of Duty: Modern Warfare 2. Activision, 2009.
ofiling system,” 2010, http: [75] Westwood [89] Dune II: Battle for Arrakis. Virgin, 1992.
etry.htm. [76] Blizzard, Warcraft: Orcs & Battlefield: Bad Company 2. Electronic Arts, 2010.
[90] DICE, Humans. Blizzard, 1994.
ction on the highIeronutti, “VU-Flow: A StarCraft. Blizzard, 1998. Fit. Nintendo, 2007.
. Ranon, and L. seas,” in [77] ——, visu- [91] Nintendo, Wii
Theory, Design Space, and
for analyzing navigation in virtual environ-
Conference, 2007. [78] ——, StarCraft II: Wings of Liberty. Blizzard, 2010.
M. Twardos, on Visualization and Computer Graph- Heroes of Newerth. S2 Games, 2010.
Transactions “Spore API: ac- [79] S2 Games,
er6, pp. 1475–1485, Nov./Dec. 2006. Mythic, Dark Age of Camelot. Mythic Entertainment, 2001.
. creativity,” in SIGGRAPH [80]
s and K. Iizuka, “Visualization[81]online-game
of ——, Warhammer Online: Age of Reckoning. EA Games, 2008.
on their action behaviors,”
/thevioletpiece.com/spore/. International Journal EVE Online. CCP Games, 2003.
[82] CCP Games, Brian Bowman is a senior undergraduate
ion Technology, 2008.
amessummary for computer [83] EA Tiburon, Madden NFL 11. EA Sports, 2010.Computer Engineering at Purdue
student in
s, M. Kurashige, and K.-T. Chen, “Detection of Formula One Grand Prix.University in West Lafayette, IN, USA. He will
ator modes and summaries,” [84] MicroProse, MicroProse, 1992.
clustering of online-game players,” International
Conference on Application and [85] Criterion Games, Need for Speed: Hot Pursuit. EA Games, 2010. in Spring 2012.
be graduating from Purdue
ual Reality, vol. 6, no. 3, pp. 11–16, 2007.Software, Quake. GT Interactive, He is a member of IEEE-HKN. He probably
003, pp. 124–132. [86] id 1996.
A. Brown, and P. Drennan, “The[87] Bioware, Dragon Age II. Electronic Arts, 2011.
M. Agrawala, “Visualizing gameplay visu- plays too many video games.
Brian Bowman, Niklas Elmqvist, T.J. Jankun-Kelly
er virtual environments,” in and visualization
festo: a framework for logging [88] Blizzard North, Diablo II. Blizzard, 2001.
eeplay data,” Computers in Entertainment, vol.Ward, Call of Duty: Modern Warfare 2. Activision, 2009.
on Visualization, 2004, pp. [89] Infinity 5,
[90] DICE, Battlefield: Bad Company 2. Electronic Arts, 2010.
ayer dossiers: Analyzing gameplay data as a re-Wii Fit. Nintendo, 2007.
ronutti, “VU-Flow: A visu- [91] Nintendo,
igation in virtual environ- Research, vol. 11,
tional Journal of Computer Game
11.lization and Computer Graph-
os, F. Kivran-Swaine, and M. Naaman, “Playable
Nov./Dec. 2006.
rizing the design space of game-y infographics,”
Visualization of online-game
aviors,” ACM Conference on Human Factors in
of the International Journal
Brian Bowman is Niklas Elmqvist is an assistant professor
a senior undergraduate
tems, 2011.
8.
“Leaderboards “Detection of student in Computer Engineering at Purdue
in the School of Electrical and Computer
d K.-T. Chen, can suck it! five better ideas for University in West Lafayette, IN, USA. He willUniversity in West
Engineering at Purdue
me data,” in Proceedings of
-game players,” Internationalthe Game Developers
10.3, pp. 11–16, 2007. be graduating fromLafayette,inIN, USA. He was previously a
Purdue Spring 2012.
o. He is a member ofpostdoctoral He probablyat INRIA in Paris,
IEEE-HKN. researcher
M. Wattenberg, “Stacked graphs - geometry
ennan, “The gameplay visu-
IEEE Transactions on Visualization and Computer plays too many video games.
France. He received his Ph.D. in 2006
or logging and visualization from Chalmers University of Technology in
14, no. Entertainment, vol. 5,
ters in 6, pp. 1245–1252, 2008.
amers mimic the season’s ups and downs,” The ¨
Goteborg, Sweden. He is a member of the
s, Feb. 2011. IEEE and the Computer Society. In another
zing gameplay data as a re- life, he is a wizard, assassin, or knight in
dputer Game Research,structure of the information
J. Mackinlay, “The vol. 11,
design space,” in Proceedings of the IEEE Sympo- whatever game currently takes his fancy.
,ation M. Naaman, “Playable 92–99.
and Visualization, 1997, pp.
ologie graphique: Les diagrammes - Les r´seaux - Les
ace of game-y infographics,” e
rance, on Human Factors in
rence 1967.
S. Ishakawa, and M. Silverstein, A Pattern Niklas Elmqvist is an assistant professor
ns, Buildings,better ideas for New York: Oxford T.J. Jankun-Kelly is an associate Professor
in the School of Electrical and Computer
suck it! five Construction.
ss, 1977.
dings of the Game Developers Engineering at Purdue University in West engineering within
of computer science and
m, http://www.machinima.com/. Lafayette, IN, USA. He was previously a College of En-
the James Worth Bagley
gineering, Mississippi State University, MS,
postdoctoral researcher at INRIA in Paris,
Stacked graphs - geometry
n Visualization and Computer France. He received his Ph.D. in 2006at at the intersec-
USA. His research lies

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[30] C. G. Healey, “Visualizing NFL football games,” http://www. [60] ——, Mass Effect 2. Electronic Arts, 2010. .9002 ,stropS AE .01 AFIF ,adanaC AE ]76[ .scitsitats/srepoleved
csc.ncsu.edu/faculty/healey/NFL viz/, 2008. [61] Maxis, Spore. Electronic Arts, 2008. .8002 ,noisivitcA .raW ta dlroW :ytuD fo llaC ,hcrayerT ]86[ ./moc.cimotyalp//:ptth ”,cimotyalP“ ]43
[31] A. Drachen and A. Canossa, “Towards gameplay analysis via [62] Splash Damage, Wolfenstein: Enemy Territory. Activision,orciM .noitaziliviC ,esorPorciM
.1991 ,esorP 2003. ]96[ ./moc.tnegatnok.www//:ptth ”,scitylana laicoS :tnegatnoK“ ]53
gameplay metrics,” in Proceedings of the International MindTrek [63] Visceral Games, Dead Space 2. Electronic1002 ,semargofnI .III noitaziliviC ,semaG sixariF
. Arts, 2011. ]07[ ,nayalugaP .J .R ,spillihP .B ,huhcS .E ,nnuG .V .D ,miK .H .J ]63
.9891 ,strA cinortcelE .suolupoP ,gorflluB ]17[ :)EURT( ecneirepxe resu emit-laer gnikcarT“ ,noxiW .R .D dna
Conference, 2009, pp. 202–209. [64] Blizzard, World of Warcraft. Blizzard,92004. .sdoG naipmylO eht fo slairT :II suolupoP ,——
.19 1 ,AE ]27[ -sys xelpmoc rof noitulos noitatnemurtsni evisneherpmoc a
[32] “Mochibot,” http://www.mochibot.com/. [65] Valve Corporation, Steam. Valve Corporation, tfoS eegopA .D3 nietsnefloW ,erawtfoS di
.2991 ,eraw 2003. ]37[ srotcaF namuH no ecnerefnoC MCA eht fo sgnideecorP ni ”,smet
[33] “Nonoba: Statistics & tracking,” http://nonoba.com/ [66] Bungie, Inc., Halo: Reach. Microsoft Game Studios, 2010. 91 ,erawtfoS di .mooD ,——
.39 ]47[ .254–344 .pp ,8002 ,smetsyS gnitupmoC ni
developers/statistics. [67] EA Canada, FIFA 10. EA Sports,92009.griV .sikarrA rof elttaB :II enuD ,soidutS doowtseW
.2 91 ,ni ]57[ :ptth ,0102 ”,metsys gnilfiorp yrtemeleT“ ,slooT emaG DAR ]73
[34] “Playtomic,” http://playtomic.com/. [68] Treyarch, Call of Duty: World at War. Activision,il2008. a.m99H ,&rscrzilBtfartfrarWradSa,zzi—
.4991 ,drazz B .sn u
8 1 d az
O: ca , r
. C t —
lB ]67[
]77[
.mth.yrtemelet/moc.slootemagdar.www//
ni ”,saes hgih eht no noitcelloc ataD :gniggolF“ ,giwduL .J ]83
[35] “Kontagent: Social analytics,” http://www.kontagent.com/. [69] MicroProse, Civilization. MicroProse, 1991.2 ,drazzilB .ytrebiL fo sgniW :II tfarCratS ,——
.010 ]87[ .7002 ,ecnerefnoC srepoleveD emaG eht fo sgnideecorP
[36] J. H. Kim, D. V. Gunn, E. Schuh, B. Phillips, R. J. Pagulayan, [70] Firaxis Games, Civilization III. Infogrames,0102 ,semaG 2S .htreweN fo seoreH ,semaG 2S
. 2001. ]97[ -ca :IPA eropS“ ,sodrawT .M dna ,nahdohS .S ,ztiwoksoM .D ]93
and D. R. Wixon, “Tracking real-time user experience (TRUE): [71] Bullfrog, Populous. Electronic Arts,02 ,tnemniatretnE cihtyM .tolemaC fo egA kraD ,cihtyM
.10 1989. ]08[ HPARGGIS ni ”,ytivitaerc reyalp fo esabatad euqinu a gnissec
a comprehensive instrumentation solution for complex sys- [72] ——, Populous II: Trials of the Olympian Gods.E EA,nokceR fo egA :enilnO remmahraW ,——
.8002 ,semaG A .gni 1991. ]18[ .9002 ,sklaT
tems,” in Proceedings of the ACM Conference on Human Factors [73] id Software, Wolfenstein 3D. Apogee Software,,s1992.G E CC 1 LFNnnedEVM ,,seorubiT CC
.3002 ,sema P
.0102 tropS A .1
.enil O
da
E maG P
n AE
]28[
]38[
./erops/moc.eceipteloiveht//:ptth ”,atad eropS“ ,sodrawT .M
retupmoc rof yrammus noitcA“ ,hcusaM .M dna replaH .N
]04
]14
in Computing Systems, 2008, pp. 443–452. [74] ——, Doom. id Software, 1993. .2991 ,esorPorciM .xirP dnarG enO alumroF ,esorPorciM ]48[ ”,seirammus dna sedom rotatceps rof noitca gnitcartxE :semag
[37] RAD Game Tools, “Telemetry profiling system,” 2010, http: [75] Westwood Studios, Dune II: Battle 2 ,semaG AE .tiVirgin,H :deepS rof deeN ,semaG noiretirC
.010 for Arrakis. usruP to 1992. ]58[ dna noitacilppA no ecnerefnoC lanoitanretnI eht fo sgnideecorP ni
//www.radgametools.com/telemetry.htm. [76] Blizzard, Warcraft: Orcs & Humans. Blizzard, 1994. ,evitcaretnI TG .ekauQ ,erawtfoS di
.6991 ]68[ .231–421 .pp ,3002 ,semaG retupmoC fo tnempoleveD
[38] J. Ludwig, “Flogging: Data collection on the high seas,” in [77] ——, StarCraft. Blizzard, 1998. .1102 ,strA cinortcelE .II egA nogarD ,erawoiB ]78[ gnizilausiV“ ,alawargA .M dna ,syerhpmuH .G ,relbooH .N ]24
.1002 ,drazzilB .II olbaiD ,htroN drazzilB ]88[ ni ”,stnemnorivne lautriv resu-itlum ni sroivaheb evititepmoc
Proceedings of the Game Developers Conference, 2007. [78] ——, StarCraft II: Wings of Liberty. 2 ,noisivitcA .2010. aW nredoM :ytuD fo llaC ,draW ytinfinI
.900 Blizzard, 2 erafr ]98[ .pp ,4002 ,noitazilausiV no ecnerefnoC EEEI eht fo sgnideecorP
[39] D. Moskowitz, S. Shodhan, and M. Twardos, “Spore API: ac- [79] S2 Games, Heroes of Newerth. S2 Games,st2010. ortcelE .2 ynapmoC daB :dlefielttaB ,ECID
.0102 , rA cin ]09[ .071–361
cessing a unique database of player creativity,” in SIGGRAPH [80] Mythic, Dark Age of Camelot. Mythic Entertainment, 002 ,odnetniN .tiF iiW ,odnetniN
.7 2001. ]19[ -usiv A :wolF-UV“ ,ittunoreI .L dna ,nonaR .R ,orattihC .L ]34
Talks, 2009. [81] ——, Warhammer Online: Age of Reckoning. EA Games, 2008. -norivne lautriv ni noitagivan gnizylana rof loot noitazila
[40] M. Twardos, “Spore data,” http://thevioletpiece.com/spore/. [82] CCP Games, EVE Online. CCP Games, 2003. -hparG retupmoC dna noitazilausiV no snoitcasnarT EEEI ”,stnem
.6002 .ceD/.voN ,5841–5741 .pp ,6 .on ,21 .lov ,sci
[41] N. Halper and M. Masuch, “Action summary for computer [83] EA Tiburon, Madden NFL 11. EA Sports, 2010. emag-enilno fo noitazilausiV“ ,akuziI .K dna samnowahT .R ]44
games: Extracting action for spectator modes and summaries,” [84] MicroProse, Formula One GrandetPrix.rgrednu roines a 1992.mwoB nairB
auda
MicroProse, si na lanruoJ lanoitanretnI ”,sroivaheb noitca rieht no desab sreyalp
in Proceedings of the International Conference on Application and [85] Criterion Games, Need for Speed:eHot P ta gnireenignE retupmo2010.neduts
udru Pursuit. EA Games, C ni t .8002 ,ygolonhceT semaG retupmoC fo
Development of Computer Games, 2003, pp. 124–132. [86] id Software, Quake. GT Interactive, .1996.NI ,etteyafaL tseW ni ytisrevinU
lliw eH ASU , fo noitceteD“ ,nehC .T-.K dna ,egihsaruK .M ,samnowahT .R ]54
[87] Bioware, Dragon Age II. Electronic Arts, 2011.druP morf gnitaudarg eb lanoitanretnI ”,sreyalp emag-enilno fo gniretsulc rof skramdnal
[42] N. Hoobler, G. Humphreys, and M. Agrawala, “Visualizing .2102 gnirpS ni eu
.7002 ,61–11 .pp ,3 .on ,6 .lov ,ytilaeR lautriV fo lanruoJ
competitive behaviors in multi-user virtual environments,” in [88] Blizzard North, Diablo II. Blizzard, r2001..NKH-EEEI fo rebmem a si eH
ylbabo p eH
-usiv yalpemag ehT“ ,nannerD .P dna ,nworB .A .R ,nilsoJ .S .S ]64
Proceedings of the IEEE Conference on Visualization, 2004, pp. [89] Infinity Ward, Call of Duty: Modern Warfare 2..semag oediv yn2009. t syalp
Activision, am oo noitazilausiv dna gniggol rof krowemarf a :otsefinam noitazila
163–170. [90] DICE, Battlefield: Bad Company 2. Electronic Arts, 2010. ,5 .lov ,tnemniatretnE ni sretupmoC ”,atad yalpemag enilno fo
[43] L. Chittaro, R. Ranon, and L. Ieronutti, “VU-Flow: A visu- [91] Nintendo, Wii Fit. Nintendo, 2007. .7002
-er a sa atad yalpemag gnizylanA :sreissod reyalP“ ,reldeM .B ]74
alization tool for analyzing navigation in virtual environ- ,11 .lov ,hcraeseR emaG retupmoC fo lanruoJ lanoitanretnI ”,draw
ments,” IEEE Transactions on Visualization and Computer Graph- .1102 .beF ,1 .on
ics, vol. 12, no. 6, pp. 1475–1485, Nov./Dec. 2006. elbayalP“ ,namaaN .M dna ,eniawS-narviK .F ,soluopokaiD .N ]84
[44] R. Thawonmas and K. Iizuka, “Visualization of online-game ”,scihpargofni y-emag fo ecaps ngised eht gniziretcarahC :atad
players based on their action behaviors,” International Journal ni srotcaF namuH no ecnerefnoC MCA eht fo sgnideecorP ni
Brian Bowmanseforp tseniora undergraduatesalkiN
ros is a natsiss na si tsivqmlE .1102 ,smetsyS gnitupmoC
of Computer Games Technology, 2008. student in Computer Engineering ato Purdue eht ni
retupmoC dna lacirtcelE f loohcS rof saedi retteb evfi !ti kcus nac sdraobredaeL“ ,ttuchtroN .T ]94
[45] R. Thawonmas, M. Kurashige, and K.-T. Chen, “Detection of University in West uniivytrip revinU eeuUSA. tHeI n,ieeteniafnE
tseW
Lafayette, IN, druSU aNg will ey g aL
s P r srepoleveD emaG eht fo sgnideecorP ni ”,atad emag gnizilausiv
landmarks for clustering of online-game players,” International a yls o e saw H .A , t .0102 ,ecnerefnoC
be graduatingsifromniPurduetainreSpring r2012.odtsop
, raP AIRNI hcraese larotc
Journal of Virtual Reality, vol. 6, no. 3, pp. 11–16, 2007. yrtemoeg - shparg dekcatS“ ,grebnettaW .M dna noryB .L ]05
He is a member2ofnIEEE-HKN. devieprobablyecnarF
600 i .D.hP sih He cer eH . retupmoC dna noitazilausiV no snoitcasnarT EEEI ”,scitehtsea &
[46] S. S. Joslin, R. A. Brown, and P. Drennan, “The gameplay visu- plays too many video hceT fo ytisrevinU sremlahC morf
ni ygolon games. .8002 ,2521–5421 .pp ,6 .on ,41 .lov ,scihparG
alization manifesto: a framework for logging and visualization eht fo rebmem a si eH .nedewS ,grobetoG ¨ ehT ”,snwod dna spu s’nosaes eht cimim sremaG“ ,ylaeuQ .K ]15
of online gameplay data,” Computers in Entertainment, vol. 5, rehtona nI .yteicoS retupmoC eht dna EEEI .1102 .beF ,semiT kroY weN
2007. ni thgink ro ,nissassa ,draziw a si eh ,efil noitamrofni eht fo erutcurts ehT“ ,yalnikcaM .J dna draC .K .S ]25
.ycnaf sih sekat yltnerruc emag revetahw -opmyS EEEI eht fo sgnideecorP ni ”,ecaps ngised noitazilausiv
[47] B. Medler, “Player dossiers: Analyzing gameplay data as a re-
.99–29 .pp ,7991 ,noitazilausiV noitamrofnI no muis
ward,” International Journal of Computer Game Research, vol. 11, seL - xuaeser seL - semmargaid seL :euqihparg eigoloimeS ,nitreB .J
´ ´ ]35
no. 1, Feb. 2011. .7691 ,ecnarF ,siraP ,setrac
[48] N. Diakopoulos, F. Kivran-Swaine, and M. Naaman, “Playable nrettaP A ,nietsrevliS .M dna ,awakahsI .S ,rednaxelA .C ]45
data: Characterizing the design space of game-y infographics,” rosseforP etaicossa na si ylleK-nuknaJ .J.T drofxO :kroY weN .noitcurtsnoC ,sgnidliuB ,snwoT :egaugnaL
nihtiw gnireenigne dna ecneics retupmoc fo .7791 ,sserP ytisrevinU
in Proceedings of the ACM Conference on Human Factors in
Computing Systems, 2011. Niklas Elmqvist fo eanlloassistant ht roW semaJ eht
-nE is ge C yelgaB professor ./moc.aminihcam.www//:ptth ,moc.aminihcaM ]55
,SM ,ytisrevinU etatS ippississiM ,gnireenig
[49] T. Northcutt, “Leaderboards can suck it! five better ideas for in the SchoolceofetElectricala and hComputer .ASU
- sr ni eht ta t seil craeser siH
Engineering atoitPurdue nUniversityna cfiiWest fo noit
.n azilausiv oitamrofni d in tneics
visualizing game data,” in Proceedings of the Game Developers
Lafayette, IN,o USA. inU ehwas rf previously viacer eH SELPMAXE EMA
Conference, 2010. f ytisrev He t mo DhP sih de e
[50] L. Byron and M. Wattenberg, “Stacked graphs - geometry postdoctoral rebmem a si data INRIAi ,sivaD ,ainrofilaC
researcher n 3002 n in Paris, .9891 ,dnubredørB .ytiCmiS ,erawtfoS sixaM ]65
France. He ,receivedteicoS retupmoCinht 2006 EEI fo
oot ,eH .y his Ph.D. e dna E .0102 ,noisivitcA .spO kcalB :ytuD fo llaC ,hcrayerT ]75

7. Call of Duty: Black Ops—50k

8. Angry Birds—200,000 yrs of

9. Mass Effect
3

10. Every game you play is a source of data

11. World of Warcraft
2004

12. COD: Black Ops
2010

13. SimCity
1989

15. Framework of Vis in
Games

16. Framework of Vis in Design Patterns in
Games Games

17. Framework of Vis in Design Patterns in
Games Games

18. The Vis in Games
Framework

19. Primary Purpose
Target Audience
Temporal Usage
Visual Complexity
Immersion/
Integration

20. Primary Purpose
Target Audience
Temporal Usage
Visual Complexity
Immersion/
Integration

21. Temporal Usage
Continuous
SimCity
4

22. Temporal Usage
Intermittent
Civ 5

23. Temporal Usage
Retrospective
Halo:
Player Kills Reach

24. Temporal Usage
Retrospective
Player Deaths Halo:
Reach

25. Temporal Usage
Retrospective
Kills - Deaths Halo:
Reach

26. Temporal Usage
Prospective
XCOM: EU

27. Design Patterns for
Vis in Gaming

28. Heads-Up Display
Dragon Age
2
Primary Purpose: Status Target Audience: Player Temporal Usage: Continuou
Visual Complexity: Basic Immersion/Integration: Immersive or Informative/

29. Heads-Up Display
Doom
2
Primary Purpose: Status Target Audience: Player Temporal Usage: Continuou
Visual Complexity: Basic Immersion/Integration: Immersive or Informative/

30. Heads-Up Display
Angry
Birds
Primary Purpose: Status Target Audience: Player Temporal Usage: Continuou
Visual Complexity: Basic Immersion/Integration: Immersive or Informative/

31. Heads-Up Display
Mirrors
Edge
Primary Purpose: Status Target Audience: Player Temporal Usage: Continuou
Visual Complexity: Basic Immersion/Integration: Immersive or Informative/

32. Data in Time
Primary Purpose: Train/Comm. Target Audience: Player/Observer Temporal
Usage: Retrospective Visual Complexity: Intermediate Immersion/Integration

33. Data in Time
Starcraft
Primary Purpose: Train/Comm. Target Audience: Player/Observer Temporal
Usage: Retrospective Visual Complexity: Intermediate Immersion/Integration

34. Data in Time
Starcraft
Civilization 3
Primary Purpose: Train/Comm. Target Audience: Player/Observer Temporal
Usage: Retrospective Visual Complexity: Intermediate Immersion/Integration

35. Data in Time
Starcraft
COD:
BlOps
Civilization 3
Primary Purpose: Train/Comm. Target Audience: Player/Observer Temporal
Usage: Retrospective Visual Complexity: Intermediate Immersion/Integration

36. Implications

37. Benefits for Gaming

38. Benefits for Gaming

39. Benefits for Gaming

40. Benefits for Gaming

41. Benefits for Vis Research

42. Benefits for Vis Research

43. Benefits for Vis Research

44. Benefits for Vis Research

45. “Visualizing NFL football games,” http://www. [60] ——, Mass Effect 2. Electronic Arts, 2010.
aculty/healey/NFL viz/, 2008. [61] Maxis, Spore. Electronic Arts, 2008.
nd A. Canossa, “Towards gameplay analysis via [62] Splash Damage, Wolfenstein: Enemy Territory. Activision, 2003.
rics,” in Proceedings of the International MindTrek [63] Visceral Games, Dead Space 2. Electronic Arts, 2011.
09, pp. 202–209. [64] Blizzard, World of Warcraft. Blizzard, 2004.
ttp://www.mochibot.com/. [65] Valve Corporation, Steam. Valve Corporation, 2003.
atistics & tracking,” http://nonoba.com/ [66] Bungie, Inc., Halo: Reach. Microsoft Game Studios, 2010.
atistics. [67] EA Canada, FIFA 10. EA Sports, 2009.
http://playtomic.com/. [68] Treyarch, Call of Duty: World at War. Activision, 2008.
ocial analytics,” http://www.kontagent.com/. [69] MicroProse, Civilization. MicroProse, 1991.
V. Gunn, E. Schuh, B. Phillips, R. J. Pagulayan, [70] Firaxis Games, Civilization III. Infogrames, 2001.
AND COMPUTER GRAPHICS, VOL. XX, NO. Y, MONTH 2012 14
on, “Tracking real-time user experience (TRUE): [71] Bullfrog, Populous. Electronic Arts, 1989.
ive instrumentation solution for complex sys- [72] ——, Populous II: Trials of the Olympian Gods. EA, 1991.
eedings of the ACM Conference on Human Factors [73] id Software, Wolfenstein 3D. Apogee Software, 1992.
otball games,” http://www.
Systems, 2008, pp. 443–452. [60] ——, Mass Effect 2. ——, Doom. Arts, 2010.
[74] Electronic id Software, 1993.
Toward Visualization for
ools, “Telemetry profiling system,” Maxis,http: [75] Westwood Studios, Dune II: Battle for Arrakis. Virgin, 1992.
viz/, 2008. [61] 2010, Spore. Electronic Arts, 2008.
metools.com/telemetry.htm. [62] Splash Damage, Wolfenstein: Enemy Territory. Humans. Blizzard, 1994.
wards gameplay analysis via [76] Blizzard, Warcraft: Orcs & Activision, 2003.
logging: Data collection on the high seas,” Games, Dead Space 2. Electronic Arts, 2011.
of the International MindTrek [63] Visceral in [77] ——, StarCraft. Blizzard, 1998.
the Game Developers Conference, 2007. Blizzard, World of Warcraft. Blizzard, 2004.of Liberty. Blizzard, 2010.
[64] [78] ——, StarCraft II: Wings
, S. Shodhan, and M. Twardos, [65] Valve Corporation, S2 Games, Heroes of Newerth. 2003. Games, 2010.
ot.com/. “Spore API: ac- [79] Steam. Valve Corporation, S2
ue database of player creativity,” in SIGGRAPH Halo: Reach. Microsoft of Camelot. Mythic Entertainment, 2001.
ng,” http://nonoba.com/ [66] Bungie, Inc., [80] Mythic, Dark Age Game Studios, 2010.
[67] EA Canada, FIFA 10. EA Sports, 2009.
[81] ——, Warhammer Online: Age of Reckoning. EA Games, 2008.
m/. data,” http://thevioletpiece.com/spore/. [82] CCP Games, War. Online. CCP Games, 2003.
Spore [68] Treyarch, Call of Duty: World at EVE Activision, 2008.
d M. Masuch, “Action summary forMicroProse, Civilization. MicroProse, 1991. 11. EA Sports, 2010.
p://www.kontagent.com/. [69] computer [83] EA Tiburon, Madden NFL
Games:
B. Phillips, R.spectator modes and summaries,” [84] MicroProse, Formula One Grand Prix. MicroProse, 1992.
ing action for J. Pagulayan, [70] Firaxis Games, Civilization III. Infogrames, 2001.
methe International Conference on Application and [85] Criterion Games, Need for Speed: Hot Pursuit. EA Games, 2010.
of user experience (TRUE): [71] Bullfrog, Populous. Electronic Arts, 1989.
Computer for complex pp. 124–132. ——, Populous[86]Trials of the Olympian Gods. EA, 1991.1996.
solution Games, 2003, sys- [72] II: id Software, Quake. GT Interactive,
G. Humphreys, and M. Agrawala, “Visualizing Wolfenstein 3D. Dragon Age II. Electronic Arts, 2011.
Conference on Human Factors [73] id Software, [87] Bioware, Apogee Software, 1992.
[74] ——, Doom. [88] Blizzard North, Diablo II. Blizzard, 2001.
43–452. in multi-user virtual environments,” in id Software, 1993.
ehaviors
the IEEE Conference on Visualization, 2004, pp. Studios,Infinity Ward, Call of Duty: Modern Warfare 2. Activision, 2009.
ofiling system,” 2010, http: [75] Westwood [89] Dune II: Battle for Arrakis. Virgin, 1992.
etry.htm. [76] Blizzard, Warcraft: Orcs & Battlefield: Bad Company 2. Electronic Arts, 2010.
[90] DICE, Humans. Blizzard, 1994.
ction on the highIeronutti, “VU-Flow: A StarCraft. Blizzard, 1998. Fit. Nintendo, 2007.
. Ranon, and L. seas,” in [77] ——, visu- [91] Nintendo, Wii
Theory, Design Space, and
for analyzing navigation in virtual environ-
Conference, 2007. [78] ——, StarCraft II: Wings of Liberty. Blizzard, 2010.
M. Twardos, on Visualization and Computer Graph- Heroes of Newerth. S2 Games, 2010.
Transactions “Spore API: ac- [79] S2 Games,
er6, pp. 1475–1485, Nov./Dec. 2006. Mythic, Dark Age of Camelot. Mythic Entertainment, 2001.
. creativity,” in SIGGRAPH [80]
s and K. Iizuka, “Visualization[81]online-game
of ——, Warhammer Online: Age of Reckoning. EA Games, 2008.
on their action behaviors,”
/thevioletpiece.com/spore/. International Journal EVE Online. CCP Games, 2003.
[82] CCP Games, Brian Bowman is a senior undergraduate
ion Technology, 2008.
amessummary for computer [83] EA Tiburon, Madden NFL 11. EA Sports, 2010.Computer Engineering at Purdue
student in
s, M. Kurashige, and K.-T. Chen, “Detection of Formula One Grand Prix.University in West Lafayette, IN, USA. He will
ator modes and summaries,” [84] MicroProse, MicroProse, 1992.
clustering of online-game players,” International
Conference on Application and [85] Criterion Games, Need for Speed: Hot Pursuit. EA Games, 2010. in Spring 2012.
be graduating from Purdue
ual Reality, vol. 6, no. 3, pp. 11–16, 2007.Software, Quake. GT Interactive, He is a member of IEEE-HKN. He probably
003, pp. 124–132. [86] id 1996.
A. Brown, and P. Drennan, “The[87] Bioware, Dragon Age II. Electronic Arts, 2011.
M. Agrawala, “Visualizing gameplay visu- plays too many video games.
Brian Bowman, Niklas Elmqvist, T.J. Jankun-Kelly
er virtual environments,” in and visualization
festo: a framework for logging [88] Blizzard North, Diablo II. Blizzard, 2001.
eeplay data,” Computers in Entertainment, vol.Ward, Call of Duty: Modern Warfare 2. Activision, 2009.
on Visualization, 2004, pp. [89] Infinity 5,
[90] DICE, Battlefield: Bad Company 2. Electronic Arts, 2010.
ayer dossiers: Analyzing gameplay data as a re-Wii Fit. Nintendo, 2007.
ronutti, “VU-Flow: A visu- [91] Nintendo,
igation in virtual environ- Research, vol. 11,
tional Journal of Computer Game
11.lization and Computer Graph-
os, F. Kivran-Swaine, and M. Naaman, “Playable
Nov./Dec. 2006.
rizing the design space of game-y infographics,”
Visualization of online-game
aviors,” ACM Conference on Human Factors in
of the International Journal
Brian Bowman is Niklas Elmqvist is an assistant professor
a senior undergraduate
tems, 2011.
8.
“Leaderboards “Detection of student in Computer Engineering at Purdue
in the School of Electrical and Computer
d K.-T. Chen, can suck it! five better ideas for University in West Lafayette, IN, USA. He willUniversity in West
Engineering at Purdue
me data,” in Proceedings of
-game players,” Internationalthe Game Developers
10.3, pp. 11–16, 2007. be graduating fromLafayette,inIN, USA. He was previously a
Purdue Spring 2012.
o. He is a member ofpostdoctoral He probablyat INRIA in Paris,
IEEE-HKN. researcher
M. Wattenberg, “Stacked graphs - geometry
ennan, “The gameplay visu-
IEEE Transactions on Visualization and Computer plays too many video games.
France. He received his Ph.D. in 2006
or logging and visualization from Chalmers University of Technology in
14, no. Entertainment, vol. 5,
ters in 6, pp. 1245–1252, 2008.
amers mimic the season’s ups and downs,” The ¨
Goteborg, Sweden. He is a member of the
s, Feb. 2011. IEEE and the Computer Society. In another
zing gameplay data as a re- life, he is a wizard, assassin, or knight in
dputer Game Research,structure of the information
J. Mackinlay, “The vol. 11,
design space,” in Proceedings of the IEEE Sympo- whatever game currently takes his fancy.
,ation M. Naaman, “Playable 92–99.
and Visualization, 1997, pp.
ologie graphique: Les diagrammes - Les r´seaux - Les
ace of game-y infographics,” e
rance, on Human Factors in
rence 1967.
S. Ishakawa, and M. Silverstein, A Pattern Niklas Elmqvist is an assistant professor
ns, Buildings,better ideas for New York: Oxford T.J. Jankun-Kelly is an associate Professor
in the School of Electrical and Computer
suck it! five Construction.
ss, 1977.
dings of the Game Developers Engineering at Purdue University in West engineering within
of computer science and
m, http://www.machinima.com/. Lafayette, IN, USA. He was previously a College of En-
the James Worth Bagley
gineering, Mississippi State University, MS,
postdoctoral researcher at INRIA in Paris,
Stacked graphs - geometry
n Visualization and Computer France. He received his Ph.D. in 2006at at the intersec-
USA. His research lies

46. “Visualizing NFL football games,” http://www. [60] ——, Mass Effect 2. Electronic Arts, 2010.
aculty/healey/NFL viz/, 2008. [61] Maxis, Spore. Electronic Arts, 2008.
nd A. Canossa, “Towards gameplay analysis via [62] Splash Damage, Wolfenstein: Enemy Territory. Activision, 2003.
rics,” in Proceedings of the International MindTrek [63] Visceral Games, Dead Space 2. Electronic Arts, 2011.
09, pp. 202–209. [64] Blizzard, World of Warcraft. Blizzard, 2004.
ttp://www.mochibot.com/. [65] Valve Corporation, Steam. Valve Corporation, 2003.
atistics & tracking,” http://nonoba.com/ [66] Bungie, Inc., Halo: Reach. Microsoft Game Studios, 2010.
atistics. [67] EA Canada, FIFA 10. EA Sports, 2009.
http://playtomic.com/. [68] Treyarch, Call of Duty: World at War. Activision, 2008.
ocial analytics,” http://www.kontagent.com/. [69] MicroProse, Civilization. MicroProse, 1991.
V. Gunn, E. Schuh, B. Phillips, R. J. Pagulayan, [70] Firaxis Games, Civilization III. Infogrames, 2001.
AND COMPUTER GRAPHICS, VOL. XX, NO. Y, MONTH 2012 14
on, “Tracking real-time user experience (TRUE): [71] Bullfrog, Populous. Electronic Arts, 1989.
ive instrumentation solution for complex sys- [72] ——, Populous II: Trials of the Olympian Gods. EA, 1991.
eedings of the ACM Conference on Human Factors [73] id Software, Wolfenstein 3D. Apogee Software, 1992.
otball games,” http://www.
Systems, 2008, pp. 443–452. [60] ——, Mass Effect 2. ——, Doom. Arts, 2010.
[74] Electronic id Software, 1993.
Toward Visualization for
ools, “Telemetry profiling system,” Maxis,http: [75] Westwood Studios, Dune II: Battle for Arrakis. Virgin, 1992.
viz/, 2008. [61] 2010, Spore. Electronic Arts, 2008.
metools.com/telemetry.htm. [62] Splash Damage, Wolfenstein: Enemy Territory. Humans. Blizzard, 1994.
wards gameplay analysis via [76] Blizzard, Warcraft: Orcs & Activision, 2003.
logging: Data collection on the high seas,” Games, Dead Space 2. Electronic Arts, 2011.
of the International MindTrek [63] Visceral in [77] ——, StarCraft. Blizzard, 1998.
the Game Developers Conference, 2007. Blizzard, World of Warcraft. Blizzard, 2004.of Liberty. Blizzard, 2010.
[64] [78] ——, StarCraft II: Wings
, S. Shodhan, and M. Twardos, [65] Valve Corporation, S2 Games, Heroes of Newerth. 2003. Games, 2010.
ot.com/. “Spore API: ac- [79] Steam. Valve Corporation, S2
ue database of player creativity,” in SIGGRAPH Halo: Reach. Microsoft of Camelot. Mythic Entertainment, 2001.
ng,” http://nonoba.com/ [66] Bungie, Inc., [80] Mythic, Dark Age Game Studios, 2010.
[67] EA Canada, FIFA 10. EA Sports, 2009.
[81] ——, Warhammer Online: Age of Reckoning. EA Games, 2008.
m/. data,” http://thevioletpiece.com/spore/. [82] CCP Games, War. Online. CCP Games, 2003.
Spore [68] Treyarch, Call of Duty: World at EVE Activision, 2008.
d M. Masuch, “Action summary forMicroProse, Civilization. MicroProse, 1991. 11. EA Sports, 2010.
p://www.kontagent.com/. [69] computer [83] EA Tiburon, Madden NFL
Games:
B. Phillips, R.spectator modes and summaries,” [84] MicroProse, Formula One Grand Prix. MicroProse, 1992.
ing action for J. Pagulayan, [70] Firaxis Games, Civilization III. Infogrames, 2001.
methe International Conference on Application and [85] Criterion Games, Need for Speed: Hot Pursuit. EA Games, 2010.
of user experience (TRUE): [71] Bullfrog, Populous. Electronic Arts, 1989.
Computer for complex pp. 124–132. ——, Populous[86]Trials of the Olympian Gods. EA, 1991.1996.
solution Games, 2003, sys- [72] II: id Software, Quake. GT Interactive,
G. Humphreys, and M. Agrawala, “Visualizing Wolfenstein 3D. Dragon Age II. Electronic Arts, 2011.
Conference on Human Factors [73] id Software, [87] Bioware, Apogee Software, 1992.
[74] ——, Doom. [88] Blizzard North, Diablo II. Blizzard, 2001.
43–452. in multi-user virtual environments,” in id Software, 1993.
ehaviors
the IEEE Conference on Visualization, 2004, pp. Studios,Infinity Ward, Call of Duty: Modern Warfare 2. Activision, 2009.
ofiling system,” 2010, http: [75] Westwood [89] Dune II: Battle for Arrakis. Virgin, 1992.
etry.htm. [76] Blizzard, Warcraft: Orcs & Battlefield: Bad Company 2. Electronic Arts, 2010.
[90] DICE, Humans. Blizzard, 1994.
ction on the highIeronutti, “VU-Flow: A StarCraft. Blizzard, 1998. Fit. Nintendo, 2007.
. Ranon, and L. seas,” in [77] ——, visu- [91] Nintendo, Wii
Theory, Design Space, and
for analyzing navigation in virtual environ-
Conference, 2007. [78] ——, StarCraft II: Wings of Liberty. Blizzard, 2010.
M. Twardos, on Visualization and Computer Graph- Heroes of Newerth. S2 Games, 2010.
Transactions “Spore API: ac- [79] S2 Games,
er6, pp. 1475–1485, Nov./Dec. 2006. Mythic, Dark Age of Camelot. Mythic Entertainment, 2001.
. creativity,” in SIGGRAPH [80]
s and K. Iizuka, “Visualization[81]online-game
of ——, Warhammer Online: Age of Reckoning. EA Games, 2008.
on their action behaviors,”
/thevioletpiece.com/spore/. International Journal EVE Online. CCP Games, 2003.
[82] CCP Games, Brian Bowman is a senior undergraduate
ion Technology, 2008.
amessummary for computer [83] EA Tiburon, Madden NFL 11. EA Sports, 2010.Computer Engineering at Purdue
student in
s, M. Kurashige, and K.-T. Chen, “Detection of Formula One Grand Prix.University in West Lafayette, IN, USA. He will
ator modes and summaries,” [84] MicroProse, MicroProse, 1992.
clustering of online-game players,” International
Conference on Application and [85] Criterion Games, Need for Speed: Hot Pursuit. EA Games, 2010. in Spring 2012.
be graduating from Purdue
ual Reality, vol. 6, no. 3, pp. 11–16, 2007.Software, Quake. GT Interactive, He is a member of IEEE-HKN. He probably
003, pp. 124–132. [86] id 1996.
A. Brown, and P. Drennan, “The[87] Bioware, Dragon Age II. Electronic Arts, 2011.
M. Agrawala, “Visualizing gameplay visu- plays too many video games.
Brian Bowman, Niklas Elmqvist, T.J. Jankun-Kelly
er virtual environments,” in and visualization
festo: a framework for logging [88] Blizzard North, Diablo II. Blizzard, 2001.
eeplay data,” Computers in Entertainment, vol.Ward, Call of Duty: Modern Warfare 2. Activision, 2009.
on Visualization, 2004, pp. [89] Infinity 5,
[90] DICE, Battlefield: Bad Company 2. Electronic Arts, 2010.
ayer dossiers: Analyzing gameplay data as a re-Wii Fit. Nintendo, 2007.
ronutti, “VU-Flow: A visu- [91] Nintendo,
igation in virtual environ- Research, vol. 11,
tional Journal of Computer Game
11.lization and Computer Graph-
os, F. Kivran-Swaine, and M. Naaman, “Playable
Nov./Dec. 2006.
rizing the design space of game-y infographics,”
Visualization of online-game
aviors,” ACM Conference on Human Factors in
of the International Journal
Brian Bowman is Niklas Elmqvist is an assistant professor
a senior undergraduate
tems, 2011.
8.
“Leaderboards “Detection of student in Computer Engineering at Purdue
in the School of Electrical and Computer
d K.-T. Chen, can suck it! five better ideas for University in West Lafayette, IN, USA. He willUniversity in West
Engineering at Purdue
me data,” in Proceedings of
-game players,” Internationalthe Game Developers
10.3, pp. 11–16, 2007. be graduating fromLafayette,inIN, USA. He was previously a
Purdue Spring 2012.
o. He is a member ofpostdoctoral He probablyat INRIA in Paris,
IEEE-HKN. researcher
M. Wattenberg, “Stacked graphs - geometry
ennan, “The gameplay visu-
IEEE Transactions on Visualization and Computer plays too many video games.
France. He received his Ph.D. in 2006
or logging and visualization from Chalmers University of Technology in
14, no. Entertainment, vol. 5,
ters in 6, pp. 1245–1252, 2008.
amers mimic the season’s ups and downs,” The ¨
Goteborg, Sweden. He is a member of the
s, Feb. 2011. IEEE and the Computer Society. In another
zing gameplay data as a re- life, he is a wizard, assassin, or knight in
dputer Game Research,structure of the information
J. Mackinlay, “The vol. 11,
whatever game currently takes his fancy.
design space,” in Proceedings of the IEEE Sympo-
,ation M. Naaman, “Playable 92–99.
and Visualization, 1997, pp.
ologie graphique: Les diagrammes - Les r´seaux - Les
e
Watched a (fun) talk!
ace of game-y infographics,”
rance, on Human Factors in
rence 1967.
S. Ishakawa, and M. Silverstein, A Pattern Niklas Elmqvist is an assistant professor
ns, Buildings,better ideas for New York: Oxford T.J. Jankun-Kelly is an associate Professor
in the School of Electrical and Computer
suck it! five Construction.
ss, 1977.
dings of the Game Developers Engineering at Purdue University in West engineering within
of computer science and
m, http://www.machinima.com/. Lafayette, IN, USA. He was previously a College of En-
the James Worth Bagley
gineering, Mississippi State University, MS,
postdoctoral researcher at INRIA in Paris,
Stacked graphs - geometry
n Visualization and Computer France. He received his Ph.D. in 2006at at the intersec-
USA. His research lies