How to learn and how to teach computational thinking: Suggestions based on a review of the literature

Computational Thinking (CT) is seen as an important competence that is required in order to adapt to the future. However, educators, especially K-12 teachers and researchers, have not clearly identified how to teach it. In this study, a meta-review of the studies published in academic journals from...

Celý popis

Uloženo v:
Podrobná bibliografie
Vydáno v:Computers and education Ročník 126; s. 296 - 310
Hlavní autoři: Hsu, Ting-Chia, Chang, Shao-Chen, Hung, Yu-Ting
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier Ltd 01.11.2018
Témata:
ISSN:0360-1315, 1873-782X
On-line přístup:Získat plný text
Tagy: Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
Abstract Computational Thinking (CT) is seen as an important competence that is required in order to adapt to the future. However, educators, especially K-12 teachers and researchers, have not clearly identified how to teach it. In this study, a meta-review of the studies published in academic journals from 2006 to 2017 was conducted to analyze application courses, adopted learning strategies, participants, teaching tools, programming languages, and course categories of CT education. From the review results, it was found that the promotion of CT in education has made great progress in the last decade. In addition to the increasing number of CT studies in different countries, the subjects, research issues, and teaching tools have also become more diverse in recent years. It was also found that CT has mainly been applied to the activities of program design and computer science, while some studies are related to other subjects. Meanwhile, most of the studies adopted Project-Based Learning, Problem-Based Learning, Cooperative Learning, and Game-based Learning in the CT activities. In other words, such activities as aesthetic experience, design-based learning, and storytelling have been relatively less frequently adopted. Most of the studies focused on programming skills training and mathematical computing, while some adopted a cross-domain teaching mode to enable students to manage and analyze materials of various domains by computing. In addition, since the cognitive ability of students of different ages varies, the CT ability cultivation methods and content criteria should vary accordingly. Moreover, most studies reported the learners' CT performance and perspectives, while their information society ability was seldom trained. Accordingly, the research trends and potential research issues of CT are proposed as a reference for researchers, instructors, and policy makers. •A meta-review of selected SSCI/SCI journal CT studies for 2006–2017 is reported.•The number of CT studies shows an obviously increasing trend in recent years.•Program design was the most common subject used to convey CT instruction.•Visual programming languages were the most common instruments of CT instruction.•PBL, CL, and GBL were the top strategies used for CT instruction.
AbstractList Computational Thinking (CT) is seen as an important competence that is required in order to adapt to the future. However, educators, especially K-12 teachers and researchers, have not clearly identified how to teach it. In this study, a meta-review of the studies published in academic journals from 2006 to 2017 was conducted to analyze application courses, adopted learning strategies, participants, teaching tools, programming languages, and course categories of CT education. From the review results, it was found that the promotion of CT in education has made great progress in the last decade. In addition to the increasing number of CT studies in different countries, the subjects, research issues, and teaching tools have also become more diverse in recent years. It was also found that CT has mainly been applied to the activities of program design and computer science, while some studies are related to other subjects. Meanwhile, most of the studies adopted Project-Based Learning, Problem-Based Learning, Cooperative Learning, and Game-based Learning in the CT activities. In other words, such activities as aesthetic experience, design-based learning, and storytelling have been relatively less frequently adopted. Most of the studies focused on programming skills training and mathematical computing, while some adopted a cross-domain teaching mode to enable students to manage and analyze materials of various domains by computing. In addition, since the cognitive ability of students of different ages varies, the CT ability cultivation methods and content criteria should vary accordingly. Moreover, most studies reported the learners' CT performance and perspectives, while their information society ability was seldom trained. Accordingly, the research trends and potential research issues of CT are proposed as a reference for researchers, instructors, and policy makers. •A meta-review of selected SSCI/SCI journal CT studies for 2006–2017 is reported.•The number of CT studies shows an obviously increasing trend in recent years.•Program design was the most common subject used to convey CT instruction.•Visual programming languages were the most common instruments of CT instruction.•PBL, CL, and GBL were the top strategies used for CT instruction.
Author Chang, Shao-Chen
Hung, Yu-Ting
Hsu, Ting-Chia
Author_xml – sequence: 1
  givenname: Ting-Chia
  orcidid: 0000-0001-6504-9540
  surname: Hsu
  fullname: Hsu, Ting-Chia
  email: ckhsu@ntnu.edu.tw
– sequence: 2
  givenname: Shao-Chen
  surname: Chang
  fullname: Chang, Shao-Chen
  email: ntnuresearcher@gmail.com
– sequence: 3
  givenname: Yu-Ting
  surname: Hung
  fullname: Hung, Yu-Ting
BookMark eNqFkNFKwzAUhoMouE0fQcgLtCZNm7Z6ITLUCQMvVPAuZMnpltk1I0kdvr0p3ZU3uzpwzv_9cL4pOu9sBwjdUJJSQvntNlV2twfdpxmhVUrKlJD8DE1oVbKkrLKvczQhjJOEMlpcoqn3WxITPC8mCBb2gIPFLUjXYdlpvBkXAaTa4KG4DzIY28kWh43pvk23vsPv_XoNflh7vJIeNLaRxg5-DBywbWIUcGsCOBl6B1foopGth-vjnKHP56eP-SJZvr28zh-XiWJlERKtC86lhhXLKKslB1qyvGlII4HzBiSUilCoK1nXRZZRzbNcrvI6nrJSc6bZDBVjr3LWeweN2Duzk-5XUCIGV2Irjq7E4EqQUkQTkbv_xykzfh2cNO1J-mGkIb4WBTjhlYFOgTYOVBDamhMNf0qpjWw
CitedBy_id crossref_primary_10_1177_07356331241293163
crossref_primary_10_1007_s10956_022_09965_0
crossref_primary_10_1002_cae_22365
crossref_primary_10_29333_ejmste_15578
crossref_primary_10_1007_s40751_022_00102_5
crossref_primary_10_1080_10901027_2025_2508962
crossref_primary_10_1002_cae_22247
crossref_primary_10_1002_tea_21545
crossref_primary_10_1016_j_ecresq_2023_03_004
crossref_primary_10_1186_s41039_022_00202_1
crossref_primary_10_1177_07356331211017793
crossref_primary_10_1007_s10639_023_12156_y
crossref_primary_10_31592_aeusbed_1464694
crossref_primary_10_1080_1475939X_2023_2184857
crossref_primary_10_1109_ACCESS_2024_3449228
crossref_primary_10_1080_2331186X_2025_2505339
crossref_primary_10_1080_15391523_2021_1881844
crossref_primary_10_3390_computers10060069
crossref_primary_10_1080_10494820_2024_2328280
crossref_primary_10_1007_s10643_023_01475_x
crossref_primary_10_1007_s41979_023_00097_7
crossref_primary_10_1007_s10639_023_12313_3
crossref_primary_10_1177_00472395241312652
crossref_primary_10_1177_07356331221114183
crossref_primary_10_21432_cjlt28607
crossref_primary_10_1016_j_compedu_2020_104023
crossref_primary_10_1007_s10956_024_10192_y
crossref_primary_10_1051_itmconf_20203503002
crossref_primary_10_1111_bjet_13443
crossref_primary_10_1002_cae_22255
crossref_primary_10_1016_j_tsc_2024_101528
crossref_primary_10_1007_s10639_024_12644_9
crossref_primary_10_1007_s40299_019_00485_x
crossref_primary_10_1093_iwc_iwac041
crossref_primary_10_1109_ACCESS_2020_3043278
crossref_primary_10_1007_s40489_023_00369_3
crossref_primary_10_1007_s10639_022_11325_9
crossref_primary_10_1007_s10639_021_10667_0
crossref_primary_10_1007_s10639_024_13104_0
crossref_primary_10_1007_s10639_022_10891_2
crossref_primary_10_1007_s10639_024_12859_w
crossref_primary_10_1080_13540602_2023_2265832
crossref_primary_10_1177_07356331251336154
crossref_primary_10_1007_s10639_020_10193_5
crossref_primary_10_1007_s10639_025_13377_z
crossref_primary_10_1007_s10758_024_09765_y
crossref_primary_10_1177_09702385241233072
crossref_primary_10_1080_1046560X_2025_2535035
crossref_primary_10_1109_TLT_2024_3392896
crossref_primary_10_1002_cae_22588
crossref_primary_10_1109_ACCESS_2020_3041686
crossref_primary_10_18502_kss_v10i9_18536
crossref_primary_10_1007_s10639_022_10915_x
crossref_primary_10_1007_s10639_023_11974_4
crossref_primary_10_1007_s11423_023_10240_1
crossref_primary_10_3390_app122111033
crossref_primary_10_1007_s10639_024_12583_5
crossref_primary_10_1007_s10758_024_09777_8
crossref_primary_10_1016_j_tsc_2024_101552
crossref_primary_10_1007_s10639_024_12448_x
crossref_primary_10_1007_s11482_023_10267_9
crossref_primary_10_30935_cedtech_8583
crossref_primary_10_1002_tea_21899
crossref_primary_10_1007_s11423_023_10312_2
crossref_primary_10_1002_cae_22357
crossref_primary_10_29333_ejmste_11403
crossref_primary_10_1371_journal_pone_0309412
crossref_primary_10_1007_s10639_024_13297_4
crossref_primary_10_1016_j_ijme_2025_101195
crossref_primary_10_1007_s10956_023_10089_2
crossref_primary_10_1186_s40561_025_00366_5
crossref_primary_10_3390_su15054091
crossref_primary_10_1016_j_tsc_2025_102013
crossref_primary_10_1109_TG_2022_3143701
crossref_primary_10_1177_07356331211027387
crossref_primary_10_3389_fpsyg_2023_1252718
crossref_primary_10_1177_07356331241227793
crossref_primary_10_1016_j_compedu_2020_103832
crossref_primary_10_1080_03004279_2022_2041685
crossref_primary_10_1007_s12528_024_09425_1
crossref_primary_10_1080_07380569_2025_2544052
crossref_primary_10_1007_s40299_019_00479_9
crossref_primary_10_1016_j_compedu_2022_104457
crossref_primary_10_1186_s40594_023_00434_7
crossref_primary_10_47134_innovative_v3i3_121
crossref_primary_10_1007_s11423_022_10112_0
crossref_primary_10_1080_10494820_2021_1938612
crossref_primary_10_1186_s41239_022_00347_5
crossref_primary_10_1007_s11423_024_10364_y
crossref_primary_10_1109_ACCESS_2021_3110475
crossref_primary_10_1111_jcal_13038
crossref_primary_10_1007_s10639_018_9849_5
crossref_primary_10_1080_15391523_2021_1962453
crossref_primary_10_1108_IDD_09_2022_0091
crossref_primary_10_1007_s10639_022_10992_y
crossref_primary_10_1177_07356331231180951
crossref_primary_10_1111_jcal_13041
crossref_primary_10_1007_s11423_021_10034_3
crossref_primary_10_21449_ijate_1588902
crossref_primary_10_1007_s40692_022_00236_w
crossref_primary_10_1177_07356331211057819
crossref_primary_10_1007_s10639_023_11975_3
crossref_primary_10_1007_s10639_023_12022_x
crossref_primary_10_3390_computers13040091
crossref_primary_10_1109_MCSE_2020_3024012
crossref_primary_10_3389_fpsyg_2022_911057
crossref_primary_10_3389_fpsyg_2025_1480731
crossref_primary_10_1145_3578269
crossref_primary_10_1007_s10639_024_12661_8
crossref_primary_10_1007_s10639_022_11385_x
crossref_primary_10_1002_bmb_21692
crossref_primary_10_1007_s10639_023_11880_9
crossref_primary_10_1007_s10758_021_09585_4
crossref_primary_10_1177_07356331211033158
crossref_primary_10_1177_07356331231220313
crossref_primary_10_30935_cet_554493
crossref_primary_10_3390_educsci12010039
crossref_primary_10_1007_s10798_023_09811_3
crossref_primary_10_1108_ITSE_09_2023_0182
crossref_primary_10_1177_07356331211037757
crossref_primary_10_1016_j_jss_2025_112535
crossref_primary_10_1109_ACCESS_2020_2977679
crossref_primary_10_1177_0735633119872908
crossref_primary_10_1177_18344909211038105
crossref_primary_10_37669_milliegitim_1148733
crossref_primary_10_1007_s10639_022_11527_1
crossref_primary_10_1007_s10639_024_13125_9
crossref_primary_10_1007_s10639_024_12744_6
crossref_primary_10_1007_s40692_025_00357_y
crossref_primary_10_1145_3545179
crossref_primary_10_1016_j_compedu_2021_104284
crossref_primary_10_1007_s10639_025_13716_0
crossref_primary_10_1016_j_lmot_2022_101802
crossref_primary_10_1016_j_tsc_2022_101041
crossref_primary_10_1007_s10639_023_12384_2
crossref_primary_10_1177_21582440241249897
crossref_primary_10_1177_27527263221129357
crossref_primary_10_1007_s10956_019_09799_3
crossref_primary_10_1016_j_tsc_2022_101043
crossref_primary_10_3389_feduc_2023_1248509
crossref_primary_10_3390_su141811429
crossref_primary_10_1007_s10639_021_10617_w
crossref_primary_10_1007_s10639_025_13475_y
crossref_primary_10_1007_s10639_022_11412_x
crossref_primary_10_1007_s40692_025_00370_1
crossref_primary_10_1007_s10956_020_09836_6
crossref_primary_10_1007_s10639_022_11180_8
crossref_primary_10_1007_s11423_024_10400_x
crossref_primary_10_1186_s40594_025_00548_0
crossref_primary_10_55056_cte_902
crossref_primary_10_1111_jcal_12845
crossref_primary_10_17275_per_25_71_12_5
crossref_primary_10_1111_jcal_12723
crossref_primary_10_3389_fpsyg_2021_559424
crossref_primary_10_1016_j_heliyon_2024_e34900
crossref_primary_10_1111_jcal_12850
crossref_primary_10_1080_02568543_2022_2065390
crossref_primary_10_1080_15391523_2022_2158146
crossref_primary_10_1177_07356331211051043
crossref_primary_10_1002_tea_22026
crossref_primary_10_3390_computers12060113
crossref_primary_10_1016_j_compedu_2023_104794
crossref_primary_10_2478_rem_2023_0019
crossref_primary_10_1080_03004279_2022_2029924
crossref_primary_10_1080_08993408_2022_2145549
crossref_primary_10_3390_su132011192
crossref_primary_10_3390_su16177632
crossref_primary_10_1109_TLT_2021_3111108
crossref_primary_10_1007_s10639_022_11505_7
crossref_primary_10_1016_j_caeo_2025_100260
crossref_primary_10_1007_s10956_023_10052_1
crossref_primary_10_3102_00346543231216958
crossref_primary_10_1016_j_chb_2021_106836
crossref_primary_10_1007_s10639_024_12597_z
crossref_primary_10_1007_s10639_022_11445_2
crossref_primary_10_1111_jcal_70110
crossref_primary_10_1007_s10956_025_10252_x
crossref_primary_10_1177_07356331221081753
crossref_primary_10_1016_j_compedu_2024_105012
crossref_primary_10_3390_math10101764
crossref_primary_10_1016_j_tsc_2022_101143
crossref_primary_10_1177_23328584221081256
crossref_primary_10_1016_j_compedu_2021_104379
crossref_primary_10_1007_s40299_019_00478_w
crossref_primary_10_1111_jcal_12828
crossref_primary_10_1016_j_jss_2021_111107
crossref_primary_10_1007_s10639_024_12889_4
crossref_primary_10_1007_s40692_023_00300_z
crossref_primary_10_1016_j_edurev_2023_100520
crossref_primary_10_1016_j_tsc_2022_101019
crossref_primary_10_1080_09575146_2024_2315071
crossref_primary_10_1002_cae_22529
crossref_primary_10_1007_s11423_022_10097_w
crossref_primary_10_1109_ACCESS_2022_3230981
crossref_primary_10_1007_s10639_022_10994_w
crossref_primary_10_1007_s11423_022_10086_z
crossref_primary_10_1177_21582440231205409
crossref_primary_10_1177_18344909211010240
crossref_primary_10_1186_s40594_024_00510_6
crossref_primary_10_3390_educsci14111250
crossref_primary_10_1109_TLT_2022_3180588
crossref_primary_10_1177_0735633120973432
crossref_primary_10_1007_s10639_021_10636_7
crossref_primary_10_1007_s10639_022_11078_5
crossref_primary_10_1007_s11412_021_09357_3
crossref_primary_10_1177_07356331221098793
crossref_primary_10_1016_j_jss_2022_111516
crossref_primary_10_1177_07356331241268474
crossref_primary_10_1080_10494820_2021_1986725
crossref_primary_10_1007_s10956_022_09972_1
crossref_primary_10_1177_07356331211060470
crossref_primary_10_1002_acp_4029
crossref_primary_10_1007_s10758_021_09587_2
crossref_primary_10_1007_s10639_024_13100_4
crossref_primary_10_1002_jid_3986
crossref_primary_10_1108_IJILT_02_2020_0017
crossref_primary_10_1111_jcal_70012
crossref_primary_10_1186_s40594_023_00396_w
crossref_primary_10_1007_s10639_022_11540_4
crossref_primary_10_1080_15391523_2020_1870250
crossref_primary_10_1007_s10956_020_09892_y
crossref_primary_10_1016_j_compedu_2022_104664
crossref_primary_10_3390_jintelligence13070088
crossref_primary_10_1007_s10758_022_09593_y
crossref_primary_10_3390_fi11120263
crossref_primary_10_1007_s12564_024_10031_0
crossref_primary_10_1111_jcal_12921
crossref_primary_10_12677_ces_2024_1210691
crossref_primary_10_1007_s40593_022_00316_z
crossref_primary_10_1109_ACCESS_2024_3402991
crossref_primary_10_3389_fpsyg_2022_987761
crossref_primary_10_1111_jcal_12493
crossref_primary_10_15700_saje_v41n4a1959
crossref_primary_10_3389_feduc_2024_1434700
crossref_primary_10_3389_fpsyg_2022_888215
crossref_primary_10_3390_s20133698
crossref_primary_10_1080_08993408_2025_2492499
crossref_primary_10_3390_educsci15030344
crossref_primary_10_1080_08993408_2022_2039488
crossref_primary_10_1002_cae_70075
crossref_primary_10_1016_j_compedu_2022_104445
crossref_primary_10_1177_07356331241291174
crossref_primary_10_3390_educsci11090518
crossref_primary_10_1016_j_compedu_2020_104083
crossref_primary_10_1109_TLT_2023_3249749
crossref_primary_10_1007_s11423_021_10016_5
crossref_primary_10_1109_TE_2020_3030588
crossref_primary_10_18502_kss_v9i13_15942
crossref_primary_10_1186_s40561_024_00358_x
crossref_primary_10_1080_12460125_2021_1943880
crossref_primary_10_1007_s12528_023_09356_3
crossref_primary_10_1080_10494820_2023_2207197
crossref_primary_10_1007_s10639_023_12037_4
crossref_primary_10_1080_03057267_2021_1963580
crossref_primary_10_1016_j_tsc_2022_101224
crossref_primary_10_1080_21532974_2020_1781001
crossref_primary_10_1016_j_ecresq_2023_05_010
crossref_primary_10_3390_math9182219
crossref_primary_10_1007_s10758_022_09636_4
crossref_primary_10_1016_j_tsc_2022_101218
crossref_primary_10_1186_s40594_023_00438_3
crossref_primary_10_1007_s10798_024_09929_y
crossref_primary_10_1002_cae_22321
crossref_primary_10_1007_s10639_023_11583_1
crossref_primary_10_55056_etq_916
crossref_primary_10_3390_su141912925
crossref_primary_10_1007_s10639_023_11956_6
crossref_primary_10_1186_s41239_025_00552_y
crossref_primary_10_1007_s10639_021_10724_8
crossref_primary_10_1111_jcal_12591
crossref_primary_10_1007_s10639_024_13179_9
crossref_primary_10_21240_constr_2025_70_X
crossref_primary_10_1016_j_cexr_2025_100102
crossref_primary_10_1109_TLT_2023_3311331
crossref_primary_10_1177_0735633121992480
crossref_primary_10_3390_su15075855
crossref_primary_10_3390_su16229839
crossref_primary_10_1007_s10639_021_10800_z
crossref_primary_10_1016_j_chb_2020_106349
crossref_primary_10_1123_jtpe_2024_0066
crossref_primary_10_3389_fpsyg_2022_868698
crossref_primary_10_1080_21532974_2022_2087125
crossref_primary_10_1007_s10639_024_12872_z
crossref_primary_10_3390_educsci14020201
crossref_primary_10_1007_s12528_021_09305_y
crossref_primary_10_1016_j_compedu_2020_104060
crossref_primary_10_1186_s40594_020_00238_z
crossref_primary_10_1515_cercles_2024_0012
crossref_primary_10_3390_educsci12060380
crossref_primary_10_1371_journal_pone_0323166
crossref_primary_10_1080_15391523_2021_2014372
crossref_primary_10_1007_s10639_023_11670_3
crossref_primary_10_1007_s10639_025_13638_x
crossref_primary_10_1177_02783649241301075
crossref_primary_10_3389_fpsyg_2021_771221
crossref_primary_10_1007_s10639_023_12051_6
crossref_primary_10_29333_iejme_15816
crossref_primary_10_1007_s10639_024_13107_x
crossref_primary_10_3389_feduc_2025_1522694
crossref_primary_10_1177_07356331211035182
crossref_primary_10_1016_j_compedu_2023_104962
crossref_primary_10_3389_fpsyg_2022_864416
crossref_primary_10_3390_info12090378
crossref_primary_10_3390_su15031983
crossref_primary_10_1007_s10639_025_13624_3
crossref_primary_10_1080_10494820_2021_2006237
crossref_primary_10_1007_s11528_023_00841_1
crossref_primary_10_1007_s10639_023_12441_w
crossref_primary_10_1111_jcal_12570
crossref_primary_10_1016_j_compedu_2025_105281
crossref_primary_10_3390_su141710672
crossref_primary_10_1007_s10758_024_09737_2
crossref_primary_10_1080_0144929X_2025_2513569
crossref_primary_10_1016_j_compedu_2021_104353
crossref_primary_10_1007_s10639_025_13367_1
crossref_primary_10_1186_s40594_024_00498_z
crossref_primary_10_3389_feduc_2024_1479729
crossref_primary_10_30935_cedtech_16451
crossref_primary_10_1088_1742_6596_1521_2_022024
crossref_primary_10_1080_15391523_2024_2338086
crossref_primary_10_25304_rlt_v33_3448
crossref_primary_10_1007_s41979_020_00044_w
crossref_primary_10_1007_s10639_023_11787_5
crossref_primary_10_1007_s40692_021_00207_7
crossref_primary_10_3390_su151612494
crossref_primary_10_1007_s40692_021_00211_x
crossref_primary_10_1080_15391523_2021_1983894
crossref_primary_10_1007_s10639_022_11256_5
crossref_primary_10_1007_s10639_025_13541_5
crossref_primary_10_1007_s10639_022_11465_y
crossref_primary_10_1007_s10639_023_11983_3
crossref_primary_10_1111_jcal_70079
crossref_primary_10_3390_su141811723
crossref_primary_10_1119_5_0198222
crossref_primary_10_1016_j_compedu_2019_103798
crossref_primary_10_1016_j_compedu_2020_103872
Cites_doi 10.1177/003172171309500111
10.1016/j.compedu.2017.03.001
10.1016/j.tsc.2013.08.004
10.1111/j.1467-8535.2011.01183.x
10.1145/1461928.1461938
10.17485/ijst/2016/v9i44/105102
10.1016/j.robot.2015.10.008
10.1145/2964342
10.1177/004005990203500201
10.1177/10534512040400020401
10.1007/s10956-015-9581-5
10.1111/bjet.12424
10.1145/1118178.1118215
10.1007/s10956-013-9437-9
10.1007/s40299-014-0223-0
10.1145/1929887.1929905
10.1136/bmj.326.7384.328
10.1080/0020739X.2016.1254296
10.1371/journal.pcbi.1004208
10.1177/004005990003200308
10.1177/1464884913486393
10.1145/2998438
10.1038/msb.2011.78
10.2190/EC.51.2.c
10.4018/978-1-4666-1864-0.ch021
10.1177/0735633115608444
10.1016/j.compedu.2016.04.011
10.1016/j.jocs.2010.03.012
10.1177/1541344610397663
10.1371/journal.pcbi.1003897
10.1080/13614568.2016.1152314
10.1007/s11023-011-9235-1
10.1007/s11423-013-9327-0
10.1016/j.chb.2014.09.012
10.1098/rsta.2008.0118
10.1145/2381083.2381091
10.1016/j.compedu.2013.10.020
10.1145/2160718.2160729
10.1007/s11257-017-9187-0
10.1093/bib/bbt005
10.1504/IJMLO.2014.062346
10.1111/edth.12168
10.1109/TPC.2016.2516639
10.1080/08993408.2010.501226
10.1080/08993408.2015.1033142
10.1002/cae.21779
10.3102/0013189X12463051
10.1016/j.jpdc.2016.12.027
ContentType Journal Article
Copyright 2018 Elsevier Ltd
Copyright_xml – notice: 2018 Elsevier Ltd
DBID AAYXX
CITATION
DOI 10.1016/j.compedu.2018.07.004
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Education
EISSN 1873-782X
EndPage 310
ExternalDocumentID 10_1016_j_compedu_2018_07_004
S0360131518301799
GrantInformation_xml – fundername: National Taiwan Normal University
– fundername: Ministry of Education, Taiwan, R.O.C
– fundername: Ministry of Science and Technology in the Republic of China
  grantid: MOST 105-2628-S-003-002-MY3
GroupedDBID --K
--M
-~X
.DC
.~1
0R~
1B1
1RT
1~.
1~5
29F
4.4
41~
457
4G.
5GY
5VS
6J9
6TJ
7-5
71M
8P~
9JO
AABNK
AACTN
AAEDT
AAEDW
AAFJI
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAQXK
AAXUO
ABFNM
ABFRF
ABIVO
ABJNI
ABMAC
ABMMH
ABTAH
ABXDB
ABYKQ
ACDAQ
ACGFS
ACHQT
ACRLP
ACTDY
ADBBV
ADEZE
ADHUB
ADIYS
ADMUD
AEBSH
AEFWE
AEKER
AENEX
AFFNX
AFKWA
AFTJW
AGHFR
AGUBO
AGYEJ
AHHHB
AI.
AIEXJ
AIKHN
AITUG
AJBFU
AJOXV
AKYCK
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AOMHK
ASPBG
AVARZ
AVWKF
AXJTR
AZFZN
BKOJK
BLXMC
CS3
DU5
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
F5P
FDB
FEDTE
FGOYB
FIRID
FNPLU
FYGXN
G-2
G-Q
GBLVA
HF~
HLZ
HMY
HVGLF
HZ~
IHE
J1W
KOM
LG9
M3Y
M41
MO0
N9A
NHB
O-L
O9-
OAUVE
OHT
OZT
P-8
P-9
P2P
PC.
PRBVW
Q38
R2-
RIG
ROL
RPZ
SBC
SDF
SDG
SDP
SES
SEW
SPCBC
SSB
SSO
SSS
SSZ
T5K
UNMZH
VH1
WUQ
XSW
ZY4
~G-
9DU
AATTM
AAXKI
AAYWO
AAYXX
ABUFD
ABWVN
ACLOT
ACRPL
ACVFH
ADCNI
ADMHG
ADNMO
ADVLN
AEIPS
AEUPX
AFJKZ
AFPUW
AGQPQ
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
CITATION
EFKBS
~HD
ID FETCH-LOGICAL-c375t-dd566adeb32139a6e1734ff0fae66feae7c01e98a995221d624ab496fe27d63d3
ISICitedReferencesCount 443
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000445311100022&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0360-1315
IngestDate Sat Nov 29 02:48:01 EST 2025
Tue Nov 18 20:36:17 EST 2025
Fri Feb 23 02:36:02 EST 2024
IsPeerReviewed true
IsScholarly true
Keywords Teaching/learning strategies
Programming and programming languages
Applications in subject areas
Pedagogical issues
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c375t-dd566adeb32139a6e1734ff0fae66feae7c01e98a995221d624ab496fe27d63d3
ORCID 0000-0001-6504-9540
PageCount 15
ParticipantIDs crossref_primary_10_1016_j_compedu_2018_07_004
crossref_citationtrail_10_1016_j_compedu_2018_07_004
elsevier_sciencedirect_doi_10_1016_j_compedu_2018_07_004
PublicationCentury 2000
PublicationDate November 2018
2018-11-00
PublicationDateYYYYMMDD 2018-11-01
PublicationDate_xml – month: 11
  year: 2018
  text: November 2018
PublicationDecade 2010
PublicationTitle Computers and education
PublicationYear 2018
Publisher Elsevier Ltd
Publisher_xml – name: Elsevier Ltd
References Cheung (bib15) 2013; 10
Benakli, Kostadinov, Satyanarayana, Singh (bib8) 2017; 48
Kameenui, Carnine (bib68) 1998
Papert (bib43) 1990
Chang (bib13) 2014; 51
Barr, Stephenson (bib6) 2011; 2
Weintrop, Beheshti, Horn, Orton, Jona, Trouille (bib53) 2016; 25
Libeskind-Hadas, Bush (bib36) 2013; 14
Pellas, Peroutseas (bib44) 2017; 23
Repenning (bib45) 2012; 55
Forrest, Mitchell (bib23) 2016; 59
Wolz, Stone, Pearson, Pulimood, Switzer (bib58) 2011; 11
Rubinstein, Chor (bib47) 2014; 10
Orvalho (bib42) 2017, July
Roschelle, Teasley (bib71) 1995
Magana, Silva Coutinho (bib38) 2017; 25
Atmatzidou, Demetriadis (bib3) 2016; 75
Denning (bib17) 2017; 60
Snodgrass, Israel, Reese (bib49) 2016; 100
Isbell (bib66) 2002; 57
Manson, Olsen (bib39) 2010; 1
Cesar, Cortés, Espinosa, Margalef, Moure, Sikora (bib12) 2017; 105
Choi, Lee, Lee (bib16) 2016
Grover, Pea, Cooper (bib26) 2015; 25
Balanskat, Engelhardt (bib4) 2014
Farris, Sengupta (bib21) 2016; 66
Grover, Pea (bib25) 2013; 42
Zhong, Wang, Chen, Li (bib60) 2016; 53
Evia, Sharp, Pérez-Quiñones (bib19) 2015; 58
Lye, Koh (bib37) 2014; 41
Gynnild (bib27) 2014; 15
Erickson (bib64) 1998
Kokkos (bib69) 2010; 8
Yadav, Mayfield, Zhou, Hambrusch, Korb (bib59) 2014; 14
Ngan, Law (bib41) 2015; 24
Wing (bib57) 2010
Hitchcock, Meyer, Rose, Jackson (bib65) 2002; 35
ISTE (bib31) 2011
Computer Science Teachers Association (bib74) 2011
Dillenbourg (bib63) 1999
Repenning, Webb, Koh, Nickerson, Miller, Brand, Repenning (bib46) 2015; 15
Wing (bib55) 2006; 49
Angeli, Voogt, Fluck, Webb, Cox, Malyn-Smith (bib1) 2016; 19
de Freitas (bib24) 2016; 37
Falkner, Vivian, Falkner (bib20) 2014, January; 148
Dodig-Crnkovic (bib18) 2011; 21
McCoy, Ketterlin-Geller (bib70) 2004; 40
Stefan, Gutlerner, Born, Springer (bib50) 2015; 11
Kim, Kim (bib35) 2016; 9
Armoni (bib2) 2012; 3
Boudah, Lenz, Bulgren, Schumaker, Deshler (bib61) 2000; 32
Shell, Soh (bib48) 2013; 22
Barrows, Tamblyn (bib5) 1980
Kazimoglu, Kiernan, Bacon, MacKinnon (bib33) 2012
Brown, Sentance, Crick, Humphreys (bib11) 2014; 14
Jones, Rasmussen, Moffitt (bib67) 1997
Wood (bib73) 2003; 326
Navlakha, Bar-Joseph (bib40) 2011; 7
Heintz, Mannila, Färnqvist (bib28) 2016, October
Wang, Liu, Hwang (bib52) 2017; 48
Kafai, Burke (bib32) 2013; 95
Chen, Shen, Barth-Cohen, Jiang, Huang, Eltoukhy (bib14) 2017; 109
Kilpeläinen (bib34) 2010; 20
Hwang, Tsai (bib29) 2011; 42
Sysło, Kwiatkowska (bib51) 2015, September
Wilkerson-Jerde (bib54) 2014; 62
Berland, Lee (bib9) 2012; 285
Wing (bib56) 2008; 366
Basu, Biswas, Kinnebrew (bib7) 2017; 27
Strickland, Morrow (bib72) 1989
Bers, Flannery, Kazakoff, Sullivan (bib10) 2014; 72
Hwang, Wu (bib30) 2014; 8
Fletcher, Lu (bib22) 2009; 52
Falkner (10.1016/j.compedu.2018.07.004_bib20) 2014; 148
Gynnild (10.1016/j.compedu.2018.07.004_bib27) 2014; 15
Kilpeläinen (10.1016/j.compedu.2018.07.004_bib34) 2010; 20
Dodig-Crnkovic (10.1016/j.compedu.2018.07.004_bib18) 2011; 21
Kafai (10.1016/j.compedu.2018.07.004_bib32) 2013; 95
Wing (10.1016/j.compedu.2018.07.004_bib55) 2006; 49
Barr (10.1016/j.compedu.2018.07.004_bib6) 2011; 2
McCoy (10.1016/j.compedu.2018.07.004_bib70) 2004; 40
Libeskind-Hadas (10.1016/j.compedu.2018.07.004_bib36) 2013; 14
Roschelle (10.1016/j.compedu.2018.07.004_bib71) 1995
Shell (10.1016/j.compedu.2018.07.004_bib48) 2013; 22
Boudah (10.1016/j.compedu.2018.07.004_bib61) 2000; 32
Choi (10.1016/j.compedu.2018.07.004_bib16) 2016
Cesar (10.1016/j.compedu.2018.07.004_bib12) 2017; 105
Wilkerson-Jerde (10.1016/j.compedu.2018.07.004_bib54) 2014; 62
Denning (10.1016/j.compedu.2018.07.004_bib17) 2017; 60
Grover (10.1016/j.compedu.2018.07.004_bib26) 2015; 25
Hitchcock (10.1016/j.compedu.2018.07.004_bib65) 2002; 35
Wing (10.1016/j.compedu.2018.07.004_bib57)
Balanskat (10.1016/j.compedu.2018.07.004_bib4) 2014
Computer Science Teachers Association (10.1016/j.compedu.2018.07.004_bib74)
Grover (10.1016/j.compedu.2018.07.004_bib25) 2013; 42
Strickland (10.1016/j.compedu.2018.07.004_bib72) 1989
Chang (10.1016/j.compedu.2018.07.004_bib13) 2014; 51
Dillenbourg (10.1016/j.compedu.2018.07.004_bib63) 1999
Stefan (10.1016/j.compedu.2018.07.004_bib50) 2015; 11
Fletcher (10.1016/j.compedu.2018.07.004_bib22) 2009; 52
Repenning (10.1016/j.compedu.2018.07.004_bib46) 2015; 15
Wood (10.1016/j.compedu.2018.07.004_bib73) 2003; 326
Kazimoglu (10.1016/j.compedu.2018.07.004_bib33) 2012
ISTE (10.1016/j.compedu.2018.07.004_bib31) 2011
Brown (10.1016/j.compedu.2018.07.004_bib11) 2014; 14
de Freitas (10.1016/j.compedu.2018.07.004_bib24) 2016; 37
Manson (10.1016/j.compedu.2018.07.004_bib39) 2010; 1
Orvalho (10.1016/j.compedu.2018.07.004_bib42) 2017
Atmatzidou (10.1016/j.compedu.2018.07.004_bib3) 2016; 75
Kim (10.1016/j.compedu.2018.07.004_bib35) 2016; 9
Zhong (10.1016/j.compedu.2018.07.004_bib60) 2016; 53
Navlakha (10.1016/j.compedu.2018.07.004_bib40) 2011; 7
Isbell (10.1016/j.compedu.2018.07.004_bib66) 2002; 57
Evia (10.1016/j.compedu.2018.07.004_bib19) 2015; 58
Jones (10.1016/j.compedu.2018.07.004_bib67) 1997
Papert (10.1016/j.compedu.2018.07.004_bib43) 1990
Pellas (10.1016/j.compedu.2018.07.004_bib44) 2017; 23
Angeli (10.1016/j.compedu.2018.07.004_bib1) 2016; 19
Farris (10.1016/j.compedu.2018.07.004_bib21) 2016; 66
Basu (10.1016/j.compedu.2018.07.004_bib7) 2017; 27
Lye (10.1016/j.compedu.2018.07.004_bib37) 2014; 41
Rubinstein (10.1016/j.compedu.2018.07.004_bib47) 2014; 10
Ngan (10.1016/j.compedu.2018.07.004_bib41) 2015; 24
Sysło (10.1016/j.compedu.2018.07.004_bib51) 2015
Magana (10.1016/j.compedu.2018.07.004_bib38) 2017; 25
Benakli (10.1016/j.compedu.2018.07.004_bib8) 2017; 48
Weintrop (10.1016/j.compedu.2018.07.004_bib53) 2016; 25
Berland (10.1016/j.compedu.2018.07.004_bib9) 2012; 285
Wang (10.1016/j.compedu.2018.07.004_bib52) 2017; 48
Yadav (10.1016/j.compedu.2018.07.004_bib59) 2014; 14
Wing (10.1016/j.compedu.2018.07.004_bib56) 2008; 366
Chen (10.1016/j.compedu.2018.07.004_bib14) 2017; 109
Armoni (10.1016/j.compedu.2018.07.004_bib2) 2012; 3
Heintz (10.1016/j.compedu.2018.07.004_bib28) 2016
Kameenui (10.1016/j.compedu.2018.07.004_bib68) 1998
Kokkos (10.1016/j.compedu.2018.07.004_bib69) 2010; 8
Snodgrass (10.1016/j.compedu.2018.07.004_bib49) 2016; 100
Barrows (10.1016/j.compedu.2018.07.004_bib5) 1980
Repenning (10.1016/j.compedu.2018.07.004_bib45) 2012; 55
Bers (10.1016/j.compedu.2018.07.004_bib10) 2014; 72
Cheung (10.1016/j.compedu.2018.07.004_bib15) 2013; 10
Hwang (10.1016/j.compedu.2018.07.004_bib30) 2014; 8
Hwang (10.1016/j.compedu.2018.07.004_bib29) 2011; 42
Erickson (10.1016/j.compedu.2018.07.004_bib64) 1998
Wolz (10.1016/j.compedu.2018.07.004_bib58) 2011; 11
Forrest (10.1016/j.compedu.2018.07.004_bib23) 2016; 59
References_xml – volume: 11
  year: 2015
  ident: bib50
  article-title: The quantitative methods boot camp: Teaching quantitative thinking and computing skills to graduate students in the life sciences
  publication-title: PLoS Computational Biology
– volume: 109
  start-page: 162
  year: 2017
  end-page: 175
  ident: bib14
  article-title: Assessing elementary students' computational thinking in everyday reasoning and robotics programming
  publication-title: Computers & Education
– volume: 42
  start-page: E65
  year: 2011
  end-page: E70
  ident: bib29
  article-title: Research trends in mobile and ubiquitous learning: A review of publications in selected journals from 2001 to 2010
  publication-title: British Journal of Educational Technology
– volume: 53
  start-page: 562
  year: 2016
  end-page: 590
  ident: bib60
  article-title: An exploration of three-dimensional integrated assessment for computational thinking
  publication-title: Journal of Educational Computing Research
– volume: 25
  start-page: 127
  year: 2016
  end-page: 147
  ident: bib53
  article-title: Defining computational thinking for mathematics and science classrooms
  publication-title: Journal of Science Education and Technology
– volume: 7
  start-page: 546
  year: 2011
  ident: bib40
  article-title: Algorithms in nature: The convergence of systems biology and computational thinking
  publication-title: Molecular Systems Biology
– volume: 52
  start-page: 23
  year: 2009
  end-page: 25
  ident: bib22
  article-title: Education human computing skills: Rethinking the K-12 experience
  publication-title: Communications of the ACM
– year: 1980
  ident: bib5
  article-title: Problem-based learning: An approach to medical education
– volume: 60
  start-page: 33
  year: 2017
  end-page: 39
  ident: bib17
  article-title: Remaining trouble spots with computational thinking
  publication-title: Communications of the ACM
– volume: 57
  start-page: 26
  year: 2002
  end-page: 30
  ident: bib66
  article-title: Telling and retelling stories – learning language and literacy
  publication-title: Young Children
– year: 1998
  ident: bib64
  article-title: Concept-based curriculum and instruction: Teaching beyond the facts
– volume: 2
  start-page: 48
  year: 2011
  end-page: 54
  ident: bib6
  article-title: Bringing computational thinking to K-12: What is involved and what is the role of the computer science education community?
  publication-title: Acm Inroads
– volume: 48
  start-page: 393
  year: 2017
  end-page: 427
  ident: bib8
  article-title: Introducing computational thinking through hands-on projects using R with applications to calculus, probability and data analysis
  publication-title: International Journal of Mathematical Education in Science and Technology
– volume: 20
  start-page: 181
  year: 2010
  end-page: 199
  ident: bib34
  article-title: Do all roads lead to Rome?(Or reductions for dummy travelers)
  publication-title: Computer Science Education
– start-page: 6
  year: 2017, July
  ident: bib42
  article-title: Computational thinking for teacher education
  publication-title: Scratch2017BDX: Opening, inspiring, connecting
– volume: 9
  year: 2016
  ident: bib35
  article-title: Application of a software education program developed to improve computational thinking in elementary school girls
  publication-title: Indian Journal of Science and Technology
– volume: 49
  start-page: 33
  year: 2006
  end-page: 35
  ident: bib55
  article-title: Computational thinking
  publication-title: Communications of the ACM
– volume: 72
  start-page: 145
  year: 2014
  end-page: 157
  ident: bib10
  article-title: Computational thinking and tinkering: Exploration of an early childhood robotics curriculum
  publication-title: Computers & Education
– year: 2012
  ident: bib33
  article-title: Understanding computational thinking before Programming: Developing guidelines for the design
– volume: 51
  start-page: 185
  year: 2014
  end-page: 204
  ident: bib13
  article-title: Effects of using Alice and Scratch in an introductory programming course for corrective instruction
  publication-title: Journal of Educational Computing Research
– volume: 42
  start-page: 38
  year: 2013
  end-page: 43
  ident: bib25
  article-title: Computational thinking in K–12 a review of the state of the field
  publication-title: Educational Researcher
– volume: 59
  start-page: 58
  year: 2016
  end-page: 63
  ident: bib23
  article-title: Adaptive computation: The multidisciplinary legacy of John H. Holland
  publication-title: Communications of the ACM
– volume: 326
  start-page: 328
  year: 2003
  ident: bib73
  article-title: ABC of learning and teaching in medicine: Problem based learning
  publication-title: BMJ: British Medical Journal
– year: 2011
  ident: bib74
  article-title: CSTA K-12 computer science standards
– volume: 14
  start-page: 610
  year: 2013
  end-page: 617
  ident: bib36
  article-title: A first course in computing with applications to biology
  publication-title: Briefings in Bioinformatics
– volume: 21
  start-page: 301
  year: 2011
  end-page: 322
  ident: bib18
  article-title: Significance of models of computation, from Turing model to natural computation
  publication-title: Minds and Machines
– volume: 66
  start-page: 279
  year: 2016
  end-page: 296
  ident: bib21
  article-title: Democratizing Children's Computation: Learning computational science as aesthetic experience
  publication-title: Educational Theory
– volume: 95
  start-page: 61
  year: 2013
  end-page: 65
  ident: bib32
  article-title: Computer programming goes back to school
  publication-title: Phi Delta Kappan
– volume: 22
  start-page: 899
  year: 2013
  end-page: 913
  ident: bib48
  article-title: Profiles of motivated self-regulation in college computer science courses: Differences in major versus required non-major courses
  publication-title: Journal of Science Education and Technology
– volume: 3
  start-page: 18
  year: 2012
  end-page: 19
  ident: bib2
  article-title: Teaching CS in kindergarten: How early can the pipeline begin?
  publication-title: ACM Inroads
– volume: 19
  start-page: 47
  year: 2016
  end-page: 58
  ident: bib1
  article-title: A K-6 computational thinking curriculum framework: Implications for teacher knowledge
  publication-title: Educational Technology & Society
– volume: 8
  start-page: 83
  year: 2014
  end-page: 95
  ident: bib30
  article-title: Applications, impacts and trends of mobile technology-enhanced learning: A review of 2008-2012 publications in selected SSCI journals
  publication-title: International Journal of Mobile Learning and Organisation
– volume: 55
  start-page: 38
  year: 2012
  end-page: 40
  ident: bib45
  article-title: Programming goes back to school
  publication-title: Communications of the ACM
– volume: 15
  start-page: 11
  year: 2015
  ident: bib46
  article-title: Scalable game design: A strategy to bring systemic computer science education to schools through game design and simulation creation
  publication-title: ACM Transactions on Computing Education (TOCE)
– volume: 14
  start-page: 9
  year: 2014
  ident: bib11
  article-title: Restart: The resurgence of computer science in UK schools
  publication-title: ACM Transactions on Computing Education (TOCE)
– volume: 10
  start-page: 133
  year: 2013
  end-page: 142
  ident: bib15
  article-title: Exploring the use of the pedagogical framework for creative practice in preschool settings: A phenomenological approach
  publication-title: Thinking Skills and Creativity
– year: 1997
  ident: bib67
  article-title: Real-life problem solving: A collaborative approach to interdisciplinary learning
– volume: 35
  start-page: 8
  year: 2002
  end-page: 17
  ident: bib65
  article-title: Providing new access to the general curriculum: Universal design for learning
  publication-title: Teaching Exceptional Children
– volume: 58
  start-page: 328
  year: 2015
  end-page: 343
  ident: bib19
  article-title: Teaching structured authoring and DITA through rhetorical and computational thinking
  publication-title: IEEE Transactions on Professional Communication
– year: 2010
  ident: bib57
  article-title: Computational thinking: What and why?
– volume: 105
  start-page: 116
  year: 2017
  end-page: 126
  ident: bib12
  article-title: Introducing computational thinking, parallel programming and performance engineering in interdisciplinary studies
  publication-title: Journal of Parallel and Distributed Computing
– volume: 285
  year: 2012
  ident: bib9
  article-title: Collaborative strategic board games as a site for distributed computational thinking
  publication-title: Developments in Current Game-Based Learning Design and Deployment
– volume: 75
  start-page: 661
  year: 2016
  end-page: 670
  ident: bib3
  article-title: Advancing students' computational thinking skills through educational robotics: A study on age and gender relevant differences
  publication-title: Robotics and Autonomous Systems
– volume: 32
  start-page: 48
  year: 2000
  end-page: 56
  ident: bib61
  article-title: Don't water down! Enhance content learning through the unit organizer routine
  publication-title: Teaching Exceptional Children
– start-page: 69
  year: 1995
  end-page: 97
  ident: bib71
  article-title: The construction of shared knowledge in collaborative problem solving
  publication-title: Computer supported collaborative learning
– volume: 1
  start-page: 55
  year: 2010
  end-page: 61
  ident: bib39
  article-title: Diagnostics and rubrics for assessing learning across the computational science curriculum
  publication-title: Journal of Computational Science
– year: 1999
  ident: bib63
  article-title: Collaborative learning: Cognitive and computational approaches. Advances in learning and instruction series
– volume: 25
  start-page: 199
  year: 2015
  end-page: 237
  ident: bib26
  article-title: Designing for deeper learning in a blended computer science course for middle school students
  publication-title: Computer Science Education
– volume: 10
  year: 2014
  ident: bib47
  article-title: Computational thinking in life science education
  publication-title: PLoS Computational Biology
– year: 1989
  ident: bib72
  article-title: Emerging literacy: Young children learn to read and write
– year: 2011
  ident: bib31
  article-title: Computational thinking in K–12 education leadership toolkit
– volume: 11
  start-page: 9
  year: 2011
  ident: bib58
  article-title: Computational thinking and expository writing in the middle school
  publication-title: ACM Transactions on Computing Education (TOCE)
– start-page: 1
  year: 2016
  end-page: 15
  ident: bib16
  article-title: Puzzle based algorithm learning for cultivating computational thinking
  publication-title: Wireless Personal Communications
– year: 1998
  ident: bib68
  article-title: Effective teaching strategies that accommodate diverse learners
– volume: 27
  start-page: 5
  year: 2017
  end-page: 53
  ident: bib7
  article-title: Learner modeling for adaptive scaffolding in a computational thinking-based science learning environment
  publication-title: User Modeling and User-Adapted Interaction
– volume: 37
  start-page: 650
  year: 2016
  end-page: 661
  ident: bib24
  article-title: Number sense and the calculating child: Measure, multiplicity and mathematical monsters
  publication-title: Discourse: Studies in the Cultural Politics of Education
– volume: 100
  start-page: 1
  year: 2016
  end-page: 17
  ident: bib49
  article-title: Instructional supports for students with disabilities in K-5 computing: Findings from a cross-case analysis
  publication-title: Computers & Education
– volume: 24
  start-page: 705
  year: 2015
  end-page: 717
  ident: bib41
  article-title: Exploratory Network Analysis of Learning Motivation Factors in e-Learning Facilitated Computer Programming Courses
  publication-title: The Asia-Pacific Education Researcher
– volume: 62
  start-page: 99
  year: 2014
  end-page: 121
  ident: bib54
  article-title: Construction, categorization, and consensus: Student generated computational artifacts as a context for disciplinary reflection
  publication-title: Educational Technology Research and Development
– volume: 8
  start-page: 155
  year: 2010
  end-page: 177
  ident: bib69
  article-title: Transformative learning through aesthetic experience: Towards a comprehensive method
  publication-title: Journal of Transformative Education
– volume: 15
  start-page: 713
  year: 2014
  end-page: 730
  ident: bib27
  article-title: Journalism innovation leads to innovation journalism: The impact of computational exploration on changing mindsets
  publication-title: Journalism
– volume: 41
  start-page: 51
  year: 2014
  end-page: 61
  ident: bib37
  article-title: Review on teaching and learning of computational thinking through programming: What is next for K-12?
  publication-title: Computers in Human Behavior
– volume: 48
  start-page: 653
  year: 2017
  end-page: 671
  ident: bib52
  article-title: Integrating socio-cultural contexts and location-based systems for ubiquitous language learning in museums: A state of the art review of 2009–2014
  publication-title: British Journal of Educational Technology
– volume: 366
  start-page: 3717
  year: 2008
  end-page: 3725
  ident: bib56
  article-title: Computational thinking and thinking about computing
  publication-title: Philosophical transactions of the royal society of London a: Mathematical, Physical and Engineering Sciences
– volume: 148
  start-page: 3
  year: 2014, January
  end-page: 12
  ident: bib20
  article-title: The Australian digital technologies curriculum: Challenge and opportunity
  publication-title: Proceedings of the sixteenth Australasian computing education conference
– volume: 25
  start-page: 62
  year: 2017
  end-page: 78
  ident: bib38
  article-title: Modeling and simulation practices for a computational thinking-enabled engineering workforce
  publication-title: Computer Applications in Engineering Education
– volume: 23
  start-page: 51
  year: 2017
  end-page: 79
  ident: bib44
  article-title: Leveraging Scratch4SL and second life to motivate high school students' participation in introductory programming courses: Findings from a case study
  publication-title: New Review of Hypermedia and Multimedia
– year: 1990
  ident: bib43
  article-title: A critique of technocentrism in thinking about the school of the future. Epistemology and learning memo #2. September 1990
– start-page: 141
  year: 2015, September
  end-page: 154
  ident: bib51
  article-title: Introducing a new computer science curriculum for all school levels in Poland
  publication-title: International conference on informatics in Schools: Situation, evolution, and perspectives
– volume: 40
  start-page: 88
  year: 2004
  end-page: 95
  ident: bib70
  article-title: Rethinking instructional delivery for diverse student populations: Serving all learners with concept-based instruction
  publication-title: Intervention in School and Clinic
– volume: 14
  start-page: 5
  year: 2014
  ident: bib59
  article-title: Computational thinking in elementary and secondary teacher education
  publication-title: ACM Transactions on Computing Education (TOCE)
– year: 2014
  ident: bib4
  article-title: Computing our future: Computer programming and coding-priorities, school curricula and initiatives across Europe
– start-page: 1
  year: 2016, October
  end-page: 9
  ident: bib28
  article-title: A review of models for introducing computational thinking, computer science and computing in K-12 education
  publication-title: Frontiers in education conference (FIE), 2016 IEEE
– volume: 95
  start-page: 61
  issue: 1
  year: 2013
  ident: 10.1016/j.compedu.2018.07.004_bib32
  article-title: Computer programming goes back to school
  publication-title: Phi Delta Kappan
  doi: 10.1177/003172171309500111
– volume: 109
  start-page: 162
  year: 2017
  ident: 10.1016/j.compedu.2018.07.004_bib14
  article-title: Assessing elementary students' computational thinking in everyday reasoning and robotics programming
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2017.03.001
– year: 1990
  ident: 10.1016/j.compedu.2018.07.004_bib43
– year: 2011
  ident: 10.1016/j.compedu.2018.07.004_bib31
– volume: 10
  start-page: 133
  year: 2013
  ident: 10.1016/j.compedu.2018.07.004_bib15
  article-title: Exploring the use of the pedagogical framework for creative practice in preschool settings: A phenomenological approach
  publication-title: Thinking Skills and Creativity
  doi: 10.1016/j.tsc.2013.08.004
– volume: 42
  start-page: E65
  issue: 4
  year: 2011
  ident: 10.1016/j.compedu.2018.07.004_bib29
  article-title: Research trends in mobile and ubiquitous learning: A review of publications in selected journals from 2001 to 2010
  publication-title: British Journal of Educational Technology
  doi: 10.1111/j.1467-8535.2011.01183.x
– volume: 52
  start-page: 23
  issue: 2
  year: 2009
  ident: 10.1016/j.compedu.2018.07.004_bib22
  article-title: Education human computing skills: Rethinking the K-12 experience
  publication-title: Communications of the ACM
  doi: 10.1145/1461928.1461938
– volume: 9
  issue: 44
  year: 2016
  ident: 10.1016/j.compedu.2018.07.004_bib35
  article-title: Application of a software education program developed to improve computational thinking in elementary school girls
  publication-title: Indian Journal of Science and Technology
  doi: 10.17485/ijst/2016/v9i44/105102
– volume: 75
  start-page: 661
  year: 2016
  ident: 10.1016/j.compedu.2018.07.004_bib3
  article-title: Advancing students' computational thinking skills through educational robotics: A study on age and gender relevant differences
  publication-title: Robotics and Autonomous Systems
  doi: 10.1016/j.robot.2015.10.008
– volume: 59
  start-page: 58
  issue: 8
  year: 2016
  ident: 10.1016/j.compedu.2018.07.004_bib23
  article-title: Adaptive computation: The multidisciplinary legacy of John H. Holland
  publication-title: Communications of the ACM
  doi: 10.1145/2964342
– ident: 10.1016/j.compedu.2018.07.004_bib74
– volume: 35
  start-page: 8
  issue: 2
  year: 2002
  ident: 10.1016/j.compedu.2018.07.004_bib65
  article-title: Providing new access to the general curriculum: Universal design for learning
  publication-title: Teaching Exceptional Children
  doi: 10.1177/004005990203500201
– volume: 40
  start-page: 88
  issue: 2
  year: 2004
  ident: 10.1016/j.compedu.2018.07.004_bib70
  article-title: Rethinking instructional delivery for diverse student populations: Serving all learners with concept-based instruction
  publication-title: Intervention in School and Clinic
  doi: 10.1177/10534512040400020401
– volume: 25
  start-page: 127
  issue: 1
  year: 2016
  ident: 10.1016/j.compedu.2018.07.004_bib53
  article-title: Defining computational thinking for mathematics and science classrooms
  publication-title: Journal of Science Education and Technology
  doi: 10.1007/s10956-015-9581-5
– volume: 48
  start-page: 653
  issue: 2
  year: 2017
  ident: 10.1016/j.compedu.2018.07.004_bib52
  article-title: Integrating socio-cultural contexts and location-based systems for ubiquitous language learning in museums: A state of the art review of 2009–2014
  publication-title: British Journal of Educational Technology
  doi: 10.1111/bjet.12424
– volume: 49
  start-page: 33
  issue: 3
  year: 2006
  ident: 10.1016/j.compedu.2018.07.004_bib55
  article-title: Computational thinking
  publication-title: Communications of the ACM
  doi: 10.1145/1118178.1118215
– year: 1997
  ident: 10.1016/j.compedu.2018.07.004_bib67
– volume: 22
  start-page: 899
  issue: 6
  year: 2013
  ident: 10.1016/j.compedu.2018.07.004_bib48
  article-title: Profiles of motivated self-regulation in college computer science courses: Differences in major versus required non-major courses
  publication-title: Journal of Science Education and Technology
  doi: 10.1007/s10956-013-9437-9
– start-page: 141
  year: 2015
  ident: 10.1016/j.compedu.2018.07.004_bib51
  article-title: Introducing a new computer science curriculum for all school levels in Poland
– year: 1980
  ident: 10.1016/j.compedu.2018.07.004_bib5
– ident: 10.1016/j.compedu.2018.07.004_bib57
– year: 1999
  ident: 10.1016/j.compedu.2018.07.004_bib63
– volume: 24
  start-page: 705
  issue: 4
  year: 2015
  ident: 10.1016/j.compedu.2018.07.004_bib41
  article-title: Exploratory Network Analysis of Learning Motivation Factors in e-Learning Facilitated Computer Programming Courses
  publication-title: The Asia-Pacific Education Researcher
  doi: 10.1007/s40299-014-0223-0
– year: 1989
  ident: 10.1016/j.compedu.2018.07.004_bib72
– volume: 14
  start-page: 9
  issue: 2
  year: 2014
  ident: 10.1016/j.compedu.2018.07.004_bib11
  article-title: Restart: The resurgence of computer science in UK schools
  publication-title: ACM Transactions on Computing Education (TOCE)
– volume: 2
  start-page: 48
  issue: 1
  year: 2011
  ident: 10.1016/j.compedu.2018.07.004_bib6
  article-title: Bringing computational thinking to K-12: What is involved and what is the role of the computer science education community?
  publication-title: Acm Inroads
  doi: 10.1145/1929887.1929905
– volume: 326
  start-page: 328
  issue: 7384
  year: 2003
  ident: 10.1016/j.compedu.2018.07.004_bib73
  article-title: ABC of learning and teaching in medicine: Problem based learning
  publication-title: BMJ: British Medical Journal
  doi: 10.1136/bmj.326.7384.328
– volume: 48
  start-page: 393
  issue: 3
  year: 2017
  ident: 10.1016/j.compedu.2018.07.004_bib8
  article-title: Introducing computational thinking through hands-on projects using R with applications to calculus, probability and data analysis
  publication-title: International Journal of Mathematical Education in Science and Technology
  doi: 10.1080/0020739X.2016.1254296
– volume: 11
  issue: 4
  year: 2015
  ident: 10.1016/j.compedu.2018.07.004_bib50
  article-title: The quantitative methods boot camp: Teaching quantitative thinking and computing skills to graduate students in the life sciences
  publication-title: PLoS Computational Biology
  doi: 10.1371/journal.pcbi.1004208
– volume: 19
  start-page: 47
  issue: 3
  year: 2016
  ident: 10.1016/j.compedu.2018.07.004_bib1
  article-title: A K-6 computational thinking curriculum framework: Implications for teacher knowledge
  publication-title: Educational Technology & Society
– year: 1998
  ident: 10.1016/j.compedu.2018.07.004_bib68
– volume: 32
  start-page: 48
  issue: 3
  year: 2000
  ident: 10.1016/j.compedu.2018.07.004_bib61
  article-title: Don't water down! Enhance content learning through the unit organizer routine
  publication-title: Teaching Exceptional Children
  doi: 10.1177/004005990003200308
– volume: 37
  start-page: 650
  issue: 5
  year: 2016
  ident: 10.1016/j.compedu.2018.07.004_bib24
  article-title: Number sense and the calculating child: Measure, multiplicity and mathematical monsters
  publication-title: Discourse: Studies in the Cultural Politics of Education
– year: 2014
  ident: 10.1016/j.compedu.2018.07.004_bib4
– volume: 15
  start-page: 713
  issue: 6
  year: 2014
  ident: 10.1016/j.compedu.2018.07.004_bib27
  article-title: Journalism innovation leads to innovation journalism: The impact of computational exploration on changing mindsets
  publication-title: Journalism
  doi: 10.1177/1464884913486393
– year: 2012
  ident: 10.1016/j.compedu.2018.07.004_bib33
– volume: 60
  start-page: 33
  issue: 6
  year: 2017
  ident: 10.1016/j.compedu.2018.07.004_bib17
  article-title: Remaining trouble spots with computational thinking
  publication-title: Communications of the ACM
  doi: 10.1145/2998438
– volume: 11
  start-page: 9
  issue: 2
  year: 2011
  ident: 10.1016/j.compedu.2018.07.004_bib58
  article-title: Computational thinking and expository writing in the middle school
  publication-title: ACM Transactions on Computing Education (TOCE)
– volume: 7
  start-page: 546
  issue: 1
  year: 2011
  ident: 10.1016/j.compedu.2018.07.004_bib40
  article-title: Algorithms in nature: The convergence of systems biology and computational thinking
  publication-title: Molecular Systems Biology
  doi: 10.1038/msb.2011.78
– volume: 51
  start-page: 185
  issue: 2
  year: 2014
  ident: 10.1016/j.compedu.2018.07.004_bib13
  article-title: Effects of using Alice and Scratch in an introductory programming course for corrective instruction
  publication-title: Journal of Educational Computing Research
  doi: 10.2190/EC.51.2.c
– volume: 285
  year: 2012
  ident: 10.1016/j.compedu.2018.07.004_bib9
  article-title: Collaborative strategic board games as a site for distributed computational thinking
  publication-title: Developments in Current Game-Based Learning Design and Deployment
  doi: 10.4018/978-1-4666-1864-0.ch021
– start-page: 69
  year: 1995
  ident: 10.1016/j.compedu.2018.07.004_bib71
  article-title: The construction of shared knowledge in collaborative problem solving
– volume: 53
  start-page: 562
  issue: 4
  year: 2016
  ident: 10.1016/j.compedu.2018.07.004_bib60
  article-title: An exploration of three-dimensional integrated assessment for computational thinking
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/0735633115608444
– year: 1998
  ident: 10.1016/j.compedu.2018.07.004_bib64
– volume: 100
  start-page: 1
  year: 2016
  ident: 10.1016/j.compedu.2018.07.004_bib49
  article-title: Instructional supports for students with disabilities in K-5 computing: Findings from a cross-case analysis
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2016.04.011
– volume: 148
  start-page: 3
  year: 2014
  ident: 10.1016/j.compedu.2018.07.004_bib20
  article-title: The Australian digital technologies curriculum: Challenge and opportunity
– volume: 1
  start-page: 55
  issue: 1
  year: 2010
  ident: 10.1016/j.compedu.2018.07.004_bib39
  article-title: Diagnostics and rubrics for assessing learning across the computational science curriculum
  publication-title: Journal of Computational Science
  doi: 10.1016/j.jocs.2010.03.012
– volume: 8
  start-page: 155
  issue: 3
  year: 2010
  ident: 10.1016/j.compedu.2018.07.004_bib69
  article-title: Transformative learning through aesthetic experience: Towards a comprehensive method
  publication-title: Journal of Transformative Education
  doi: 10.1177/1541344610397663
– volume: 10
  issue: 11
  year: 2014
  ident: 10.1016/j.compedu.2018.07.004_bib47
  article-title: Computational thinking in life science education
  publication-title: PLoS Computational Biology
  doi: 10.1371/journal.pcbi.1003897
– start-page: 6
  year: 2017
  ident: 10.1016/j.compedu.2018.07.004_bib42
  article-title: Computational thinking for teacher education
– volume: 23
  start-page: 51
  issue: 1
  year: 2017
  ident: 10.1016/j.compedu.2018.07.004_bib44
  article-title: Leveraging Scratch4SL and second life to motivate high school students' participation in introductory programming courses: Findings from a case study
  publication-title: New Review of Hypermedia and Multimedia
  doi: 10.1080/13614568.2016.1152314
– volume: 21
  start-page: 301
  issue: 2
  year: 2011
  ident: 10.1016/j.compedu.2018.07.004_bib18
  article-title: Significance of models of computation, from Turing model to natural computation
  publication-title: Minds and Machines
  doi: 10.1007/s11023-011-9235-1
– volume: 62
  start-page: 99
  issue: 1
  year: 2014
  ident: 10.1016/j.compedu.2018.07.004_bib54
  article-title: Construction, categorization, and consensus: Student generated computational artifacts as a context for disciplinary reflection
  publication-title: Educational Technology Research and Development
  doi: 10.1007/s11423-013-9327-0
– volume: 41
  start-page: 51
  year: 2014
  ident: 10.1016/j.compedu.2018.07.004_bib37
  article-title: Review on teaching and learning of computational thinking through programming: What is next for K-12?
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2014.09.012
– volume: 366
  start-page: 3717
  issue: 1881
  year: 2008
  ident: 10.1016/j.compedu.2018.07.004_bib56
  article-title: Computational thinking and thinking about computing
  publication-title: Philosophical transactions of the royal society of London a: Mathematical, Physical and Engineering Sciences
  doi: 10.1098/rsta.2008.0118
– volume: 3
  start-page: 18
  issue: 4
  year: 2012
  ident: 10.1016/j.compedu.2018.07.004_bib2
  article-title: Teaching CS in kindergarten: How early can the pipeline begin?
  publication-title: ACM Inroads
  doi: 10.1145/2381083.2381091
– volume: 72
  start-page: 145
  year: 2014
  ident: 10.1016/j.compedu.2018.07.004_bib10
  article-title: Computational thinking and tinkering: Exploration of an early childhood robotics curriculum
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2013.10.020
– volume: 55
  start-page: 38
  issue: 5
  year: 2012
  ident: 10.1016/j.compedu.2018.07.004_bib45
  article-title: Programming goes back to school
  publication-title: Communications of the ACM
  doi: 10.1145/2160718.2160729
– volume: 57
  start-page: 26
  issue: 2
  year: 2002
  ident: 10.1016/j.compedu.2018.07.004_bib66
  article-title: Telling and retelling stories – learning language and literacy
  publication-title: Young Children
– volume: 27
  start-page: 5
  issue: 1
  year: 2017
  ident: 10.1016/j.compedu.2018.07.004_bib7
  article-title: Learner modeling for adaptive scaffolding in a computational thinking-based science learning environment
  publication-title: User Modeling and User-Adapted Interaction
  doi: 10.1007/s11257-017-9187-0
– volume: 14
  start-page: 610
  issue: 5
  year: 2013
  ident: 10.1016/j.compedu.2018.07.004_bib36
  article-title: A first course in computing with applications to biology
  publication-title: Briefings in Bioinformatics
  doi: 10.1093/bib/bbt005
– volume: 15
  start-page: 11
  issue: 2
  year: 2015
  ident: 10.1016/j.compedu.2018.07.004_bib46
  article-title: Scalable game design: A strategy to bring systemic computer science education to schools through game design and simulation creation
  publication-title: ACM Transactions on Computing Education (TOCE)
– volume: 8
  start-page: 83
  issue: 2
  year: 2014
  ident: 10.1016/j.compedu.2018.07.004_bib30
  article-title: Applications, impacts and trends of mobile technology-enhanced learning: A review of 2008-2012 publications in selected SSCI journals
  publication-title: International Journal of Mobile Learning and Organisation
  doi: 10.1504/IJMLO.2014.062346
– start-page: 1
  year: 2016
  ident: 10.1016/j.compedu.2018.07.004_bib28
  article-title: A review of models for introducing computational thinking, computer science and computing in K-12 education
– volume: 66
  start-page: 279
  issue: 1–2
  year: 2016
  ident: 10.1016/j.compedu.2018.07.004_bib21
  article-title: Democratizing Children's Computation: Learning computational science as aesthetic experience
  publication-title: Educational Theory
  doi: 10.1111/edth.12168
– volume: 58
  start-page: 328
  issue: 3
  year: 2015
  ident: 10.1016/j.compedu.2018.07.004_bib19
  article-title: Teaching structured authoring and DITA through rhetorical and computational thinking
  publication-title: IEEE Transactions on Professional Communication
  doi: 10.1109/TPC.2016.2516639
– volume: 20
  start-page: 181
  issue: 3
  year: 2010
  ident: 10.1016/j.compedu.2018.07.004_bib34
  article-title: Do all roads lead to Rome?(Or reductions for dummy travelers)
  publication-title: Computer Science Education
  doi: 10.1080/08993408.2010.501226
– volume: 14
  start-page: 5
  issue: 1
  year: 2014
  ident: 10.1016/j.compedu.2018.07.004_bib59
  article-title: Computational thinking in elementary and secondary teacher education
  publication-title: ACM Transactions on Computing Education (TOCE)
– volume: 25
  start-page: 199
  issue: 2
  year: 2015
  ident: 10.1016/j.compedu.2018.07.004_bib26
  article-title: Designing for deeper learning in a blended computer science course for middle school students
  publication-title: Computer Science Education
  doi: 10.1080/08993408.2015.1033142
– volume: 25
  start-page: 62
  issue: 1
  year: 2017
  ident: 10.1016/j.compedu.2018.07.004_bib38
  article-title: Modeling and simulation practices for a computational thinking-enabled engineering workforce
  publication-title: Computer Applications in Engineering Education
  doi: 10.1002/cae.21779
– start-page: 1
  year: 2016
  ident: 10.1016/j.compedu.2018.07.004_bib16
  article-title: Puzzle based algorithm learning for cultivating computational thinking
  publication-title: Wireless Personal Communications
– volume: 42
  start-page: 38
  issue: 1
  year: 2013
  ident: 10.1016/j.compedu.2018.07.004_bib25
  article-title: Computational thinking in K–12 a review of the state of the field
  publication-title: Educational Researcher
  doi: 10.3102/0013189X12463051
– volume: 105
  start-page: 116
  year: 2017
  ident: 10.1016/j.compedu.2018.07.004_bib12
  article-title: Introducing computational thinking, parallel programming and performance engineering in interdisciplinary studies
  publication-title: Journal of Parallel and Distributed Computing
  doi: 10.1016/j.jpdc.2016.12.027
SSID ssj0004645
Score 2.6893647
Snippet Computational Thinking (CT) is seen as an important competence that is required in order to adapt to the future. However, educators, especially K-12 teachers...
SourceID crossref
elsevier
SourceType Enrichment Source
Index Database
Publisher
StartPage 296
SubjectTerms Applications in subject areas
Pedagogical issues
Programming and programming languages
Teaching/learning strategies
Title How to learn and how to teach computational thinking: Suggestions based on a review of the literature
URI https://dx.doi.org/10.1016/j.compedu.2018.07.004
Volume 126
WOSCitedRecordID wos000445311100022&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVESC
  databaseName: ScienceDirect database
  customDbUrl:
  eissn: 1873-782X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0004645
  issn: 0360-1315
  databaseCode: AIEXJ
  dateStart: 19950101
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Jb9NAFB6FlgMXRFlEKVRz4DrgLbP0VlVFhUOFRJDCybJnqVtFdtTaVY_96X2zeAlUhR64WNHYb5z4-_Lm-c1bEPqouKHc6DkRUpUkk6wkIiszogwvRaGSRJvMNZtgp6d8uRTfZ7PbPhfmesXqmt_ciPV_hRrGAGybOvsIuIdJYQA-A-hwBNjh-E_AuyZxjW8H4bYGKj_Q2rhJF0Letb0HsK186wTrF_jRndm9JhcYZ9c2ZfcRikluizVRV0MV5qlV27eG8PWedR8zMlDmqvO0qM_IUXU-xgYNzuqqaODMmJV2ElTQr44s-rU1uCZiHnL0Rg2W0ojEqc_XHNRtsqEwBZ2svakPcf1DrXsPw4VFZW19WPZmruaqb128WUb7t-VtCDrs49ku8jBNbqfJI7sBnz1B2wmbC9CL24dfj5ffJrm1rtH18FPGLLDP936f--2bic2yeIGeh5cNfOhJsoNmun5p-3QHfF4hDWTBbYMdWTCAhys_4MiCN8iCe7Ic4AlVsKMKbkAae6rgxsClGo9UeY1-fjleHJ2Q0HiDyJTNW6IUGPmF0mWawAtCQXXM0syYyBSaUqMLzWQUa8ELIcB8jxVNsqLMBJxKmKKpSt-grbqp9VuEZZlIUYpYU7CDJFec8rlImAERGVFV7qKsf1y5DFXpbXOUVf4gXLvo0yC29mVZ_ibAeyzyYFt6mzEHjj0s-u6x99pDz8Z_w3u01V52-gN6Kq_b86vL_UCwO26doP0
linkProvider Elsevier
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=How+to+learn+and+how+to+teach+computational+thinking%3A+Suggestions+based+on+a+review+of+the+literature&rft.jtitle=Computers+and+education&rft.au=Hsu%2C+Ting-Chia&rft.au=Chang%2C+Shao-Chen&rft.au=Hung%2C+Yu-Ting&rft.date=2018-11-01&rft.issn=0360-1315&rft.volume=126&rft.spage=296&rft.epage=310&rft_id=info:doi/10.1016%2Fj.compedu.2018.07.004&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_compedu_2018_07_004
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0360-1315&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0360-1315&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0360-1315&client=summon