All Roads Lead to Computing: Making, Participatory Simulations, and Social Computing as Pathways to Computer Science

Computer science (CS) is becoming an increasingly diverse domain. This paper reports on an initiative designed to introduce underrepresented populations to computing using an eclectic, multifaceted approach. As part of a yearlong computing course, students engage in Maker activities, participatory s...

Full description

Saved in:
Bibliographic Details
Published inIEEE transactions on education Vol. 60; no. 1; pp. 59 - 66
Main Authors Brady, Corey, Orton, Kai, Weintrop, David, Anton, Gabriella, Rodriguez, Sebastian, Wilensky, Uri
Format Journal Article
LanguageEnglish
Published New York IEEE 01.02.2017
Institute of Electrical and Electronics Engineers, Inc
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Online AccessGet full text

Cover

Loading…
Abstract Computer science (CS) is becoming an increasingly diverse domain. This paper reports on an initiative designed to introduce underrepresented populations to computing using an eclectic, multifaceted approach. As part of a yearlong computing course, students engage in Maker activities, participatory simulations, and computing projects that foreground the social and collaborative aspects of CS. Collectively, these activities are designed to introduce learners to the growing diversity of what CS looks like in the 21st century. This paper lays out the practical and theoretical motivations for the Computational Thinking for Girls (CT4G) project, specifically highlighting the use of Making through physical and social computing as ways to engage students in CS. A snapshot of one activity from the program is provided-Wearing the Web-in which students use open-hardware programmable badges to explore the underlying structure and technology that enables the Internet. Data from the first year of the CT4G program are presented to show the positive effects that this diverse introduction to CS is having on the students with respect to their attitudes toward CS.
AbstractList Computer science (CS) is becoming an increasingly diverse domain. This paper reports on an initiative designed to introduce underrepresented populations to computing using an eclectic, multifaceted approach. As part of a yearlong computing course, students engage in Maker activities, participatory simulations, and computing projects that foreground the social and collaborative aspects of CS. Collectively, these activities are designed to introduce learners to the growing diversity of what CS looks like in the 21st century. This paper lays out the practical and theoretical motivations for the Computational Thinking for Girls (CT4G) project, specifically highlighting the use of Making through physical and social computing as ways to engage students in CS. A snapshot of one activity from the program is provided-Wearing the Web-in which students use open-hardware programmable badges to explore the underlying structure and technology that enables the Internet. Data from the first year of the CT4G program are presented to show the positive effects that this diverse introduction to CS is having on the students with respect to their attitudes toward CS.
Audience High Schools
Secondary Education
Author Anton, Gabriella
Wilensky, Uri
Brady, Corey
Weintrop, David
Rodriguez, Sebastian
Orton, Kai
Author_xml – sequence: 1
  givenname: Corey
  surname: Brady
  fullname: Brady, Corey
  email: corey.brady@vanderbilt.edu
  organization: Center for Connected Learning & ComputerBased Modeling, Northwestern Univ., Evanson, IL, USA
– sequence: 2
  givenname: Kai
  surname: Orton
  fullname: Orton, Kai
  email: k-orton@northwestern.edu
  organization: Center for Connected Learning & ComputerBased Modeling, Northwestern Univ., Evanson, IL, USA
– sequence: 3
  givenname: David
  surname: Weintrop
  fullname: Weintrop, David
  email: dweintrop@uchicago.edu
  organization: Center for Connected Learning & ComputerBased Modeling, Northwestern Univ., Evanson, IL, USA
– sequence: 4
  givenname: Gabriella
  surname: Anton
  fullname: Anton, Gabriella
  email: gabby.anton@u.northwestern.edu
  organization: Center for Connected Learning & ComputerBased Modeling, Northwestern Univ., Evanson, IL, USA
– sequence: 5
  givenname: Sebastian
  surname: Rodriguez
  fullname: Rodriguez, Sebastian
  email: srodi44@illinois.edu
  organization: Center for Connected Learning & ComputerBased Modeling, Northwestern Univ., Evanson, IL, USA
– sequence: 6
  givenname: Uri
  surname: Wilensky
  fullname: Wilensky, Uri
  email: uri@northwestern.edu
  organization: Center for Connected Learning & ComputerBased Modeling, Northwestern Univ., Evanson, IL, USA
BackLink http://eric.ed.gov/ERICWebPortal/detail?accno=EJ1141123$$DView record in ERIC
BookMark eNp1kc1rGzEQxUVJoY7Tcw-lIOg162ikldbqLRj3C5eE2j2LiXa2VbpeOZJM8X_fTZ0mUOhpGN783mN4p-xkiAMx9grEDEDYi81yJgWYmTRSmrl4xiagdVNZo-YnbCIEzCurtH3BTnO-HddaSz1h5bLv-deIbeYrwpaXyBdxu9uXMHx_x7_gz3Ge82tMJfiwwxLTga_Ddt9jCXHI5xyHlq-jD9g_gRzziJQfv_CQnxwp8bUPNHg6Y8877DO9fJhT9u39crP4WK2uPnxaXK4qrwBKBTfGKqmEsLbVRtjak73BjtoWse2EsYiSOtHWQELp2oK1ZCyImkytjJdqyt4efXcp3u0pF3cb92kYI52EplZz04wJU_bmeEUpeLdLYYvp4JafAWoAqUZdH3WfYs6JOudD-fN-SRh6B8LdF-A2S3dfgHsoYOQu_uH-ev-feH0kAhE9XjeN0WNb6jcSC5C6
CODEN IEEDAB
CitedBy_id crossref_primary_10_1016_j_jss_2021_111107
crossref_primary_10_2478_amns_2023_1_00028
crossref_primary_10_1177_0735633120905605
crossref_primary_10_1109_ACCESS_2020_3041686
crossref_primary_10_1111_jcal_12845
crossref_primary_10_1016_j_chb_2017_09_030
crossref_primary_10_3390_math10020239
crossref_primary_10_5937_ZRPFU2426259A
crossref_primary_10_1080_08993408_2020_1788862
crossref_primary_10_1007_s11528_020_00562_9
crossref_primary_10_1080_15391523_2022_2135144
crossref_primary_10_1109_ACCESS_2023_3346767
crossref_primary_10_3389_feduc_2023_1270389
crossref_primary_10_3390_systems8040048
crossref_primary_10_1111_ejed_12640
crossref_primary_10_3390_educsci14080831
crossref_primary_10_1080_14794802_2023_2239195
crossref_primary_10_1016_j_compedu_2020_103944
crossref_primary_10_3102_00346543241241536
crossref_primary_10_1007_s40692_023_00258_y
crossref_primary_10_1002_sce_21622
crossref_primary_10_1016_j_teler_2024_100116
crossref_primary_10_5753_rbie_2019_27_02_69
crossref_primary_10_1080_07370008_2022_2111431
crossref_primary_10_4018_IJICTE_2018070102
crossref_primary_10_1038_s41598_022_09522_0
crossref_primary_10_1080_14794802_2024_2382459
crossref_primary_10_3390_soc14090167
crossref_primary_10_1016_j_compedu_2019_103798
crossref_primary_10_1111_bjet_13087
Cites_doi 10.1080/17439884.2013.756514
10.1145/2633031
10.1109/MC.2013.257
10.17763/haer.75.4.827u365446030386
10.1147/sj.353.0488
10.1145/1592761.1592779
10.1007/s10956-015-9581-5
10.1145/289444.289490
10.1145/1858171.1858206
10.1080/10508406.2011.639471
10.1207/S15327809JLS1204_2
10.1145/2189835.2189851
10.1145/543812.543831
10.1109/30.125076
10.1207/S15327809JLS0904_4
10.1016/j.compedu.2015.07.013
10.3115/1150240.1150320
10.1086/494649
10.1145/1118178.1118215
10.1126/science.1128690
10.1145/1240624.1240844
10.1145/2771839.2771875
10.1207/s15327809jls0702_1
10.1023/A:1024928320234
10.1177/135485650300900205
10.14361/transcript.9783839423820.203
10.7771/2157-9288.1099
10.1145/2189835.2189849
10.1145/2538862.2538918
10.1007/s10956-005-7194-0
10.1145/1352322.1352260
10.1145/1929887.1929905
10.1007/BF00191473
10.17763/haer.84.4.brr34733723j648u
10.1145/274790.273167
10.17763/0017-8055.86.2.206
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2017
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2017
DBID 97E
RIA
RIE
AAYXX
CITATION
7SW
BJH
BNH
BNI
BNJ
BNO
ERI
PET
REK
WWN
7SC
7SP
7TB
8FD
FR3
JQ2
KR7
L7M
L~C
L~D
DOI 10.1109/TE.2016.2622680
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005–Present
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE Xplore
CrossRef
ERIC
ERIC (Ovid)
ERIC
ERIC
ERIC (Legacy Platform)
ERIC( SilverPlatter )
ERIC
ERIC PlusText (Legacy Platform)
Education Resources Information Center (ERIC)
ERIC
Computer and Information Systems Abstracts
Electronics & Communications Abstracts
Mechanical & Transportation Engineering Abstracts
Technology Research Database
Engineering Research Database
ProQuest Computer Science Collection
Civil Engineering Abstracts
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
DatabaseTitle CrossRef
ERIC
Civil Engineering Abstracts
Technology Research Database
Computer and Information Systems Abstracts – Academic
Mechanical & Transportation Engineering Abstracts
Electronics & Communications Abstracts
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
Engineering Research Database
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts Professional
DatabaseTitleList
Civil Engineering Abstracts
ERIC
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
– sequence: 2
  dbid: ERI
  name: ERIC
  url: https://eric.ed.gov/
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Education
Computer Science
EISSN 1557-9638
ERIC EJ1141123
EndPage 66
ExternalDocumentID EJ1141123
10_1109_TE_2016_2622680
7765145
Genre orig-research
GrantInformation_xml – fundername: National Science Foundation
  grantid: CNS-1138461; BPEC-1441041; IIS-1438813
  funderid: 10.13039/100000001
GroupedDBID -~X
0R~
29I
3EH
4.4
5GY
5VS
6IK
85S
97E
AAJGR
AARMG
AASAJ
AAVXG
AAWTH
AAYJJ
ABAZT
ABFSI
ABOPQ
ABQJQ
ABVLG
ACGFO
ACGFS
ACIWK
ACNCT
AENEX
AETIX
AFFNX
AFOGA
AGQYO
AGSQL
AHBIQ
AI.
AIBXA
AKJIK
AKQYR
ALLEH
ALMA_UNASSIGNED_HOLDINGS
ASUFR
ATWAV
AZLTO
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CS3
DU5
E.L
EBS
EJD
HZ~
H~9
IAAWW
IBMZZ
ICLAB
IDIHD
IFIPE
IFJZH
IPLJI
JAVBF
LAI
M43
MS~
O9-
OCL
P2P
PQQKQ
RIA
RIE
RNS
TN5
VH1
AAYOK
AAYXX
CITATION
RIG
7SW
BJH
BNH
BNI
BNJ
BNO
ERI
PET
REK
WWN
7SC
7SP
7TB
8FD
FR3
JQ2
KR7
L7M
L~C
L~D
ID FETCH-LOGICAL-c311t-1b693230099d56094ce9bafeddaadf069aa2ef0d41e03549199e69104e6436c23
IEDL.DBID RIE
ISSN 0018-9359
IngestDate Mon Jun 30 06:25:57 EDT 2025
Fri Aug 01 12:19:52 EDT 2025
Tue Jul 01 03:17:51 EDT 2025
Thu Apr 24 23:03:33 EDT 2025
Tue Aug 26 16:43:24 EDT 2025
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Language English
License https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
https://doi.org/10.15223/policy-029
https://doi.org/10.15223/policy-037
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c311t-1b693230099d56094ce9bafeddaadf069aa2ef0d41e03549199e69104e6436c23
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0002-8621-4805
PQID 2174386769
PQPubID 85468
PageCount 8
ParticipantIDs crossref_citationtrail_10_1109_TE_2016_2622680
proquest_journals_2174386769
eric_primary_EJ1141123
crossref_primary_10_1109_TE_2016_2622680
ieee_primary_7765145
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2017-02-01
PublicationDateYYYYMMDD 2017-02-01
PublicationDate_xml – month: 02
  year: 2017
  text: 2017-02-01
  day: 01
PublicationDecade 2010
PublicationPlace New York
PublicationPlace_xml – name: New York
PublicationTitle IEEE transactions on education
PublicationTitleAbbrev TE
PublicationYear 2017
Publisher IEEE
Institute of Electrical and Electronics Engineers, Inc
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: IEEE
– name: Institute of Electrical and Electronics Engineers, Inc
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References ref12
ref14
ref53
(ref35) 2009
ref52
ref11
ref54
ref17
(ref29) 2015
ref16
ref19
ref18
(ref36) 2012
ref51
ref50
ref46
ref45
ref48
ref47
ref41
orton (ref55) 2016
zweben (ref9) 2015; 27
harel (ref28) 1991
ref4
ref3
ref6
ref5
wilensky (ref43) 1999
papert (ref32) 1980
ref34
margolis (ref8) 2003
ref37
ref31
ref30
ref33
goldman (ref27) 2004
ref2
ref1
ref39
ref38
cooper (ref23) 2000; 15
miliszewska (ref13) 2006; 5
wilensky (ref42) 0
ref24
wilensky (ref44) 2000
ref26
ref25
ref20
ref22
ref21
(ref15) 2013
brady (ref49) 2016
margolis (ref7) 2008
margolis (ref10) 2000; 28
forrester (ref40) 1968
References_xml – year: 2003
  ident: ref8
  publication-title: Unlocking the Clubhouse Women in Computing
– year: 2009
  ident: ref35
  publication-title: Learning Science in Informal Environments People Places and Pursuits
– ident: ref17
  doi: 10.1080/17439884.2013.756514
– ident: ref20
  doi: 10.1145/2633031
– ident: ref30
  doi: 10.1109/MC.2013.257
– year: 1968
  ident: ref40
  publication-title: Principles of Systems
– ident: ref33
  doi: 10.17763/haer.75.4.827u365446030386
– ident: ref46
  doi: 10.1147/sj.353.0488
– year: 1991
  ident: ref28
  publication-title: Constructionism
– ident: ref22
  doi: 10.1145/1592761.1592779
– ident: ref19
  doi: 10.1007/s10956-015-9581-5
– year: 1980
  ident: ref32
  publication-title: Mindstorms Children Computers and Powerful Ideas
– year: 2012
  ident: ref36
  publication-title: Education for Life and Work Developing Transferable Knowledge and Skills in the 21st Century
– ident: ref47
  doi: 10.1145/289444.289490
– ident: ref3
  doi: 10.1145/1858171.1858206
– year: 1999
  ident: ref43
  publication-title: NetLogo Evanston IL Center for Connected Learning and Computer-Based Modeling
– ident: ref34
  doi: 10.1080/10508406.2011.639471
– ident: ref54
  doi: 10.1207/S15327809JLS1204_2
– ident: ref16
  doi: 10.1145/2189835.2189851
– ident: ref12
  doi: 10.1145/543812.543831
– volume: 5
  start-page: 107
  year: 2006
  ident: ref13
  article-title: The issue of gender equity in computer science-what students say
  publication-title: J Inf Technol Educ
– ident: ref45
  doi: 10.1109/30.125076
– ident: ref38
  doi: 10.1207/S15327809JLS0904_4
– ident: ref51
  doi: 10.1016/j.compedu.2015.07.013
– ident: ref39
  doi: 10.3115/1150240.1150320
– ident: ref14
  doi: 10.1086/494649
– volume: 27
  start-page: 10
  year: 2015
  ident: ref9
  article-title: 2014 taulbee survey
  publication-title: Computing Research News
– ident: ref53
  doi: 10.1145/1118178.1118215
– ident: ref37
  doi: 10.1126/science.1128690
– ident: ref26
  doi: 10.1145/1240624.1240844
– volume: 28
  start-page: 104
  year: 2000
  ident: ref10
  article-title: The anatomy of interest: Women in undergraduate computer science
  publication-title: Women s Studies Quart
– ident: ref24
  doi: 10.1145/2771839.2771875
– ident: ref41
  doi: 10.1207/s15327809jls0702_1
– ident: ref50
  doi: 10.1023/A:1024928320234
– ident: ref5
  doi: 10.1177/135485650300900205
– start-page: 61
  year: 2016
  ident: ref49
  article-title: Constructionist learning at the group level with programmable badges
  publication-title: Proc Constructionism Conf
– year: 2015
  ident: ref29
  publication-title: Identifying and Supporting Productive STEM Programs in Out-of-School Settings
– ident: ref1
  doi: 10.14361/transcript.9783839423820.203
– start-page: 282
  year: 2000
  ident: ref44
  article-title: Networked gridlock: Students enacting complex dynamic phenomena with the HubNet architecture
  publication-title: Proc 4th Int Conf Learn Sci
– ident: ref31
  doi: 10.7771/2157-9288.1099
– start-page: 214
  year: 2004
  ident: ref27
  article-title: Using educational robotics to engage inner-city students with technology
  publication-title: Proc 6th Int Conf Learn Sci (ICLS)
– ident: ref18
  doi: 10.1145/2189835.2189849
– year: 2013
  ident: ref15
  publication-title: Computer Science Curricula 2013
– ident: ref6
  doi: 10.1145/2538862.2538918
– ident: ref48
  doi: 10.1007/s10956-005-7194-0
– ident: ref25
  doi: 10.1145/1352322.1352260
– start-page: 705
  year: 2016
  ident: ref55
  article-title: Bringing computational thinking into high school mathematics and science classrooms
  publication-title: Proc ICLSP
– year: 0
  ident: ref42
  article-title: New thinking for new sciences: Constructionist approaches for exploring complexity
– ident: ref21
  doi: 10.1145/1929887.1929905
– volume: 15
  start-page: 107
  year: 2000
  ident: ref23
  article-title: Alice: A 3-D tool for introductory programming concepts
  publication-title: J Comput Sci Colleges
– year: 2008
  ident: ref7
  publication-title: Stuck in the Shallow End Education Race and Computing
– ident: ref52
  doi: 10.1007/BF00191473
– ident: ref4
  doi: 10.17763/haer.84.4.brr34733723j648u
– ident: ref11
  doi: 10.1145/274790.273167
– ident: ref2
  doi: 10.17763/0017-8055.86.2.206
SSID ssj0014525
Score 2.3558714
Snippet Computer science (CS) is becoming an increasingly diverse domain. This paper reports on an initiative designed to introduce underrepresented populations to...
SourceID proquest
eric
crossref
ieee
SourceType Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 59
SubjectTerms Attitude Change
Collaboration
Collaborative learning
Computation
Computational modeling
Computer Science
computer science (CS)
Computer simulation
Context
Cooperative Learning
Disproportionate Representation
Educational Technology
Females
gender diversity
Girls
high school
Information Storage
Internet
Learner Engagement
making
participatory simulations
Programming profession
Secondary School Students
Seminars
Simulation
Social computing
Sociology
STEM Education
Student Attitudes
Student Projects
Student Surveys
Students
Technology Uses in Education
Thinking Skills
underrepresented students
wearable technology
Title All Roads Lead to Computing: Making, Participatory Simulations, and Social Computing as Pathways to Computer Science
URI https://ieeexplore.ieee.org/document/7765145
http://eric.ed.gov/ERICWebPortal/detail?accno=EJ1141123
https://www.proquest.com/docview/2174386769
Volume 60
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LS8QwEB7Ukx58i-uLHDx42NY-0nTjTWRFBEV0BW8lTVIU161su8j6652k2So-wFshmTYwyeSb5st8AIeS9fJAJ9RLuIg82otyj3OJqQoVLCh6iofasi2u2cU9vXxIHuag296F0Vpb8pn2zaM9y1elnJhfZcdpynB_T-ZhHhO35q5We2JgzueaqIsLOE64K-MTBvx40DcULuZHDLGGqf_4ZQdyJGerrPIjHNs95nwFrmaja6glz_6kzn35_q1w43-HvwrLDmyS02Z2rMGcHq0bnWbH6ViHpS_lCDegPh0OyW0pVEWM8iapS9KIPmDrCbmyulVdciNmTOxyPCV3Ty9OAKzqEjFSpLnv-2lIRIUm9eObmFafb9Rj4qLKJtyf9wdnF55TZfBkHIa1F-YMMV9soKVCuMSp1DwXhVZKCFUEjAsR6SJQFL0cY_YZcq4ZghKqEfwwGcVbsDAqR3obiEypkrGmMUY6WgjM1aRSIUvDPMU0LUg74M88lUlXstwoZwwzm7oEPBv0M-PazLm2A0etwWtTrePvrlvG9W23_iV-EsFn3IEN47q2wXmtA3uzyZG5ZV5lNp_rGZbwzu9Wu7AYGRxgad57sFCPJ3ofUUydH9hM_cBO4g-KBOx7
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwzV1NT9wwEB0heqA9QIGibqHFh1bqgYR8OM4aqQfULlo-VbWLxC11bEdF3W6qTVZo-1v4K_w3xo4TEG2PSL1FciaJnJeZN_HzDMBbyfp5oBPqJVxEHu1Huce5xFSFChYUfcVDbdUWZ2x4To8ukosFuO72wmitrfhM--bQruWrUs7Mr7LdNGUY31sJ5bGeX2GCVn04_IRv810UHQxGH4ee6yHgyTgMay_MGTKU2BAhhcGdU6l5LgqtlBCqCBgXItJFoCg-U4y5Usi5ZhhCqcZQzaQpa4AO_gnyjCRqdod1axRmRbDx8-gy4oS7wkFhwHdHAyMaY37EkN2YipP3Yp6TVdteLn8EABvVDlbgpp2PRszyw5_VuS9_PygV-b9O2HNYdnSa7Df4X4UFPVkznaidamUNnt0ruLgO9f54TL6UQlXE9BYldUmathY4ukdObWeuHfJZtFrzcjonXy9_uhZn1Q4RE0WaHc13hkRUaFJ_vxLz6u6Kekqc33wB548yBRuwOCkn-iUQmVIlY01j9OW0EJiNSqVCloZ5iolokPbAb5GRSVeU3fQGGWc2OQt4NhpkBkqZg1IP3ncGv5p6JP8-dcNArTttcIS3RHod92DdQKUbcCjpwVYLxsw5siqzGWvf6KBf_d1qG5aGo9OT7OTw7HgTnkaG9VhR-xYs1tOZfo2crc7f2E-HwLfHht4tO_ZIDw
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=All+Roads+Lead+to+Computing%3A+Making%2C+Participatory+Simulations%2C+and+Social+Computing+as+Pathways+to+Computer+Science&rft.jtitle=IEEE+transactions+on+education&rft.au=Brady%2C+Corey&rft.au=Orton%2C+Kai&rft.au=Weintrop%2C+David&rft.au=Anton%2C+Gabriella&rft.date=2017-02-01&rft.issn=0018-9359&rft.eissn=1557-9638&rft.volume=60&rft.issue=1&rft.spage=59&rft.epage=66&rft_id=info:doi/10.1109%2FTE.2016.2622680&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_TE_2016_2622680
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0018-9359&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0018-9359&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0018-9359&client=summon