Content uploaded by Camillia Matuk
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All content in this area was uploaded by Camillia Matuk on Apr 11, 2019
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Content uploaded by Camillia Matuk
Author content
All content in this area was uploaded by Camillia Matuk on Apr 02, 2019
Content may be subject to copyright.
Findings'
• Projects*ranged*in*foci*(effect*of*interpersonal*relations*on*resource*management,*influence*of*context*on*motivation,*impact*of*marketing*strategies*on*purchasing*behavior,*implicit*bias,*effect*of*NPCs*on*player*behavior,*etc.)*
• Students*showed*diverse*abilities*in*each*of*game*design*and*research*design.*
• An*extreme*focus*on*game*design*appeared*to*downplay*the*research*design,*and*vice*versa.*
METHODS'
Synergies Between Research and Game Design: Reflections on Interactive Narrative Experiments
by Student Game Designers Matuk, C., Sutherland, S., Althoff, W., Snodgrass, S., Partlan, N., Smith, G., Seif El-Nasr, M. & Harteveld, C.
STUDYCRAFTER'
RATIONALE'
Game'design'as'an'opportunity'to'support'research'literacy'
• Learning*to*design*research*experiments*is*one*way*to*cultivate*citizens’*general*research*literacy,*
but*presents*barriers*[1]:*
• Conceptually,*students*struggle*with*operationalizing*variables,*manipulating*independent*
variables,*and*controlling*for*threats*to*internal*validity.*
• Practically,0studying*human*behavior*in*authentic*situations*is*difficult*in*both*laboratory*and*
real-life*settings,*and*impractical*within*course*settings.*
• Principles*of*good*game*design*align*with*those*of*good*research*design:*
• Good'games'compel*players*to*participate*by*immersing*them*in*believable*narratives,*and*by*
presenting*consequential*choices.*
• Robust'research'study'designs'compel*participants*to*behave*in*ways*that*are*consistent*with*
the*context,*in*spite*of*it*being*simulated;*they*show*experimental'and*mundane'realism.*
*
OBJECTIVES'
• We*observe*students*using*an*online*platform*to*create*and*run*experiments*into*human*behavior.*
We*explore*the*potential*for*using*game*design*as*a*framework*to*guide*students’*research*study*
design.*
Research'questions'
• What*principles*of*research*and*game*design*are*apparent*in*students’*projects?*
• In*what*ways*are*students’*research*study*designs*strengthened*by*their*use*of*game*design*
principles?*
CONCLUSIONS'
• Game*design*offers*a*useful*framework*for*research*study*design,*but*balancing*their*execution*is*an*
ongoing*challenge*for*students.*
• Findings*contribute*to*research*on*constructionist*gaming*[2]*and*to*the*growing*interest*in*using*games*
and*interactive*fiction*to*study*human*behavior*[3,4].*
• Future*work*might*ask:*
• How*do*different*levels*of*game*design*expertise*affect*students’*research*design*abilities?*
• What*research-relevant*attitudes,*concepts,*and*skills*might*game*design*promote*in*students?*
• What*instructor*and/or*system-automated*support*might*students*require*to*excel*in*using*games*as*
a*framework*for*learning*to*design*research*studies?*
*
*
Features'of'robust'
StudyCrafter'designs'
Example'from'
students’'projects'
Non-example'from'
students’'projects'
RESEARCH'DESIGN'
Mundane'
realism*People*and*
contexts*investigated*are*
true*to*reality,*such*that*
findings*are*likely*to*
generalize*to*real-world*
situations.*
Space0Exploration*uses*
dark*character*
silhouettes*to*
represent*the*
characters*of*the*
participant*and*a*
partner*selected*by*
the*participant.*This*
avoided*stereotyping*
the*characters*(space*
explorers)*as*
participants*could*
project*their*own*
mental*image*onto*
the*silhouettes.*
Buy0Courses*asks*players*
to*look*at*various*course*
bundle*packages*and*
make*the*best*decision*for*
a*character*named*Tom*
who*wants*to*take*a*
number*of*courses*in*
history.*However,*the*user*
is*not*provided*with*any*
other*information*and*the*
resulting*decision*may*
therefore*be*arbitrary*or*
biased*by*assumptions*
that*participants*make.**
Experimental'
realism'Goals,*
tasks,*and*choices*for*
which*there*are*
experienced*
consequences,*creating*
situations*in*which*
participation*feels*
meaningful.*
Click0Money*shows*
participants*a*
leaderboard*(although*
non-functioning)*to*
track*the*number*of*
clicks*they*perform,*
which*affects*the*
outcome*of*the*game.*
*
In*Wormhaven*players*are*
part*of*an*apocalyptic*
multiplayer*game*and*are*
asked*to*trade*different*
items*of*value*with*
another*player*(which*is*
randomized*in*terms*of*
experience).*Neither*the*
purpose*of*the*exchange*
nor*the*value*of*the*items*
are*communicated,*
making*this*exchange*
arbitrary.**
GAME'DESIGN'
Player'
Agency'Clear*goals,*
choices*with*feedback,*and*
performance*incentives*
give*players*the*sense*that*
their*actions*have*
consequences,*and*are*of*
their*own*volition.*
Yet0Another0RPG0
shows*participants*the*
damage*that*their*
character*takes*as*an*
outcome*of*their*
decisions.*This*can*
then*be*used*to*
inform*decisions*
about*what*upgrades*
to*select.*
In*Robot0Wars*players*
have*to*defeat*elitist*
robots.*While*the*robots*
are*creatively*put*
together,*and*the*
narrative*makes*
intelligent*use*of*humor,*
essentially*all*the*player*
does*is*to*click*through*a*
story*with*only*a*few*
actual*decisions.**
Compelling'
Narrative'
Immersion*is*created*
through*plot*and*character*
archetypes,*humor*and*
playfulness,*and*inclusive*
representations*that*
reflect*players*and*their*
realities,*and*that*together*
create*a*sense*of*being*
part*of*a*world*and*an*
unfolding*story.*
An0Unusual0Situation*
places*participants*in*
the*role*of*a*character,*
whose*situation*
unfolds*through*a*
mixture*of*narration*
and*character*
dialogue.*This*project*
also*intersperses*
scenes*with*text-only*
screens*to*convey*the*
sense*of*time*passing*
between*events.*
Additionally,*An*
Unusual*Situation*
transitions*between*
1st*person*and*3rd*
person*narrative*at*
times,*which*may*
influence*how*
participants*interpret*
the*situations*in*the*
game.**
Colors0and0Shapes*
displays*a*series*of*
screens*on*which*players*
are*asked*to*choose*which*
of*two*shapes*they*think*
is*best*associated*with*
each*color.*It*provides*no*
narrative*or*characters,*
nor*does*it*offer*any*
context*outside*of*the*
description*of*the*
experiment.*In*this*sense,*
it*resembles*a*typical*
laboratory*study,*which*
attempts*to*isolate*
variables*under*study.*
REFERENCES'
1. Woolley*JS,*Deal*AM,*Green*J,*Hathenbruck*F,*Kurtz*SA,*Park*TKH,*et*al.*
Undergraduate*students*demonstrate*common*false*scientific*reasoning*strategies.*
Thinking*Skills*and*Creativity.*2018;27:*101–113.*doi:10.1016/j.tsc.2017.12.004*
2. Kafai*YB,*Burke*Q.*Constructionist*Gaming:*Understanding*the*Benefits*of*Making*
Games*for*Learning.*Educ*Psychol.*2015;50:*313–334.*doi:
10.1080/00461520.2015.1124022*
3. Bainbridge*WS.*The*scientific*research*potential*of*virtual*worlds.*Science.*
2007;317:*472–476.*
4. Calvillo-Gámez*E,*Gow*J,*Cairns*P.*Introduction*to*special*issue:*Video*games*as*
research*instruments.*Entertain*Comput.*2011;2:*1–2.*
**
Week' Activity'
1*
• Instructor*demonstrates*
StudyCrafter.*
• Students*submit*project*
proposals*and*form*teams*based*
on*study*themes.*
2* • Project*work*in*and*out*of*class*
• Receive*instructor*feedback*
3* • Students*recruit*participants*
• Start*data*collection*
4* • Analyze*data,*write*up*findings*
• Conduct*peer*review*
5* • Present*projects*
• Submit*final*reports*
Participants'&'Context'
• 21*students*(13*m,*8*f)*enrolled*in*graduate-level*course*on*
user*research*methods*for*game*design,*at*an*eastern*US*
university.*
• Students*ranged*in*academic*backgrounds,*and*in*abilities*in*
programming,*language,*and*familiarity*with*basic*research.*
• Students*completed*a*5-week*module*on*research*design,*in*
which*they*used*StudyCrafter*to*design*and*conduct*their*
own*research*studies.*
Data'&'Analysis'
• Data*included*students’*playable*projects*and*scripts,*
accompanying*final*reports*and*the*instructor’s*course*
observations.*
• Project*features*were*organized*into*a*matrix*based*on,*for*
example,*research*foci,*context*of*study*(game*or*real-life),*
and*study*design.*
• Themes*around*research*design*(mundane*&*experimental*
realism)*and*game*design*(narrative*&*agency)*were*refined*
through*consensus*coding.*
• Projects*were*ranked*along*these*thematic*dimensions.*
• Studycrafter.com*
• A*free,*online*platform*with*tools*to*visually*script*games*and*interactive*stories,*called*Projects.*
• An*Asset0Library0offers*a*choice*of*pre-designed*characters,*objects,*and*backgrounds*that*users*
arrange*within*a*Layout.*
• The*Layout*is*a*visual*of*one*or*more*Scenes.*
• An*Editor0allows*users*to*script*what*will*occur*in*each*scene*layout,*and*under*what*conditions.*
• Links*to*StudyCrafter*projects*can*be*distributed*to,*and*played*by*participants.*
• Data*from*players’*interactions*with*the*projects*are*logged*for*project*creators*to*analyze.*
Schedule'
Limited'research'design,'limited'game'design'
Course'Selection'Frenzy:'Does*scarcity*make*a*
resource*more*desirable?*
*
*
*
*
*
*
*
'
'
'
'
Between-subjects'design:'Participants*either*select*from*among*two*courses*with*
the*same*or*different*seat*capacities.*
*
Hypothesis:*Participants*will*choose*the*course*with*less*capacity*more*frequently,*
and*take*less*time*to*decide*on*this.*
*
Critique:'
• The*limited*narrative*context*allowed*isolation*of*the*factor*of*interest*(seat*
capacity)*
• The*lack*of*contextual*factors*that*typically*affect*course*choices*(e.g.,*credit*
status,*degree*requirements,*schedule,*instructor)*lowered*mundane*and*
experimental*realism.*
Funding'for'this'research'
was'provided'by'the'
National'Science'
Foundation,'an'IUSE'under'
award'numbers'
1736065,*1736185,1736056*
Robust'research'design,'limited'game'design'
Colors'and'Shapes:'Do*people*associate*color*saturation*with*
shape?*
*
*
*
*
'
'
Within-subjects'design:'Participants*view*a*series*of*colors*of*varying*saturation,*and*choose*either*the*
geometric*or*the*irregular*shape*that*they*feel*best*corresponds*to*it.*
*
Hypothesis:*Participants*will*associate*saturated*colors*with*geometric*shapes,*and*less*saturated*
colors*with*irregular*shapes.*
*
Critique:'
• High*in*experimental*realism,*low*in*mundane*realism.*
• A*lack*of*features*of*interactive*fiction*and*game*design*placed*this*project*closest*to*the*canonical*
lab-based*study.*
Robust'research'design,'robust'game'design''
An'Unusual'Situation:'Does0the0Halo0Effect0exist0in0
a0game0setting?*
*
*
*
*
*
*
*
'
'
'
'
'
'
'
'
'
'
'
'
'
'
'
Between-subjects'design:'Participants*re-encounter*a*long-time*acquaintance,*Bill.*
In*one*condition,*Bill*reveals*that*he’s*the*one*behind*the*player’s*unemployment.*
In*another*condition,*Bill*attributes*his*success*to*the*player.*
*
Hypothesis:*Participants*who*encounter*the*morally*ambiguous*Bill*vs.*the*virtuous*
Bill*will*be*more*likely*to*later*punch*the*stranger*in*the*bar.*
*
Critique:'
• Mundane*and*experimental*realism*were*strengthened*by*the*effective*use*of*
game*features*(e.g.,*narrative*closure,*dialogue,*pacing,*player*agency).*
Robust'research'design,'limited'game'design'
Spider'Lab:'How*does*a*fixed*vs.*random*reward*system*affect*
players’*desire*to*continue*playing?*
*
*
*
'
'
'
'
'
'
'
'
'
'
'
Between-subjects'design:'Participants*complete*rounds*of*spider*killing*to*gain*enough*“knowledge”*
points*to*inform*the*creation*of*a*pesticide.*In*one*condition,*knowledge*gained*after*each*round*is*
fixed.*In*another,*it*is*random.*After*a*number*of*rounds,*participants*are*given*the*choice*to*continue*
killing*spiders*to*gain*enough*“knowledge”*to*cure*cancer.*
*
Hypothesis:*Participants*will*be*more*likely*to*continue*playing*within*a*fixed*reward*system.*
*
Critique:*Sophisticated*game*features*(player*agency,*interactivity)*but*weak*execution*(e.g.,*grammar,*
pacing)*reduced*the*sense*of*player*immersion*and*lowered*the*study’s’*mundane*realism.**