Assessing computational thinking: A systematic review of empirical studies

With the increasing attention to Computational Thinking (CT) in education, there has been a concomitant rise of needs and interest in investigating how to assess CT skills. This study systematically reviewed how CT has been assessed in the literature. We reviewed 96 journal articles to analyze speci...

Full description

Saved in:
Bibliographic Details
Published inComputers and education Vol. 148; p. 103798
Main Authors Tang, Xiaodan, Yin, Yue, Lin, Qiao, Hadad, Roxana, Zhai, Xiaoming
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.04.2020
Subjects
Online AccessGet full text
ISSN0360-1315
1873-782X
DOI10.1016/j.compedu.2019.103798

Cover

Loading…
Abstract With the increasing attention to Computational Thinking (CT) in education, there has been a concomitant rise of needs and interest in investigating how to assess CT skills. This study systematically reviewed how CT has been assessed in the literature. We reviewed 96 journal articles to analyze specific CT assessments from four perspectives: educational context, assessment construct, assessment type, and reliability and validity evidence. Our review results indicate that (a) more CT assessments are needed for high school, college students, and teacher professional development programs, (b) most CT assessments focus on students' programming or computing skills, (c) traditional tests and performance assessments are often used to assess CT skills, and surveys are used to measure students’ CT dispositions, and (d) more reliability and validity evidence needs to be collected and reported in future studies. This review identifies current research gaps and future directions to conceptualize and assess CT skills, and the findings are expected to be beneficial for researchers, curriculum designers, and instructors. •A review of current CT assessments about context, construct, assessment type, and psychometric evidence.•Fewer CT assessments were examined in high school, college, and professional development than in elementary school.•Most CT assessments focused on students' programming or computing skills.•Traditional and portfolio assessments were often used to assess CT, and surveys were used to measure CT dispositions.•Half of the studies reported reliability and validity evidence of their CT assessment.
AbstractList With the increasing attention to Computational Thinking (CT) in education, there has been a concomitant rise of needs and interest in investigating how to assess CT skills. This study systematically reviewed how CT has been assessed in the literature. We reviewed 96 journal articles to analyze specific CT assessments from four perspectives: educational context, assessment construct, assessment type, and reliability and validity evidence. Our review results indicate that (a) more CT assessments are needed for high school, college students, and teacher professional development programs, (b) most CT assessments focus on students' programming or computing skills, (c) traditional tests and performance assessments are often used to assess CT skills, and surveys are used to measure students’ CT dispositions, and (d) more reliability and validity evidence needs to be collected and reported in future studies. This review identifies current research gaps and future directions to conceptualize and assess CT skills, and the findings are expected to be beneficial for researchers, curriculum designers, and instructors. •A review of current CT assessments about context, construct, assessment type, and psychometric evidence.•Fewer CT assessments were examined in high school, college, and professional development than in elementary school.•Most CT assessments focused on students' programming or computing skills.•Traditional and portfolio assessments were often used to assess CT, and surveys were used to measure CT dispositions.•Half of the studies reported reliability and validity evidence of their CT assessment.
ArticleNumber 103798
Author Yin, Yue
Hadad, Roxana
Lin, Qiao
Tang, Xiaodan
Zhai, Xiaoming
Author_xml – sequence: 1
  givenname: Xiaodan
  surname: Tang
  fullname: Tang, Xiaodan
  email: xtang1322@gmail.com
  organization: University of Illinois at Chicago, 1200 West Harrison St., Chicago, IL, 60607, USA
– sequence: 2
  givenname: Yue
  surname: Yin
  fullname: Yin, Yue
  email: yueyin@uic.edu
  organization: University of Illinois at Chicago, 1200 West Harrison St., Chicago, IL, 60607, USA
– sequence: 3
  givenname: Qiao
  orcidid: 0000-0002-5565-1439
  surname: Lin
  fullname: Lin, Qiao
  email: qlin7@uic.edu
  organization: University of Illinois at Chicago, 1200 West Harrison St., Chicago, IL, 60607, USA
– sequence: 4
  givenname: Roxana
  surname: Hadad
  fullname: Hadad, Roxana
  email: rhadad@ucla.edu
  organization: University of Illinois at Chicago, 1200 West Harrison St., Chicago, IL, 60607, USA
– sequence: 5
  givenname: Xiaoming
  orcidid: 0000-0003-4519-1931
  surname: Zhai
  fullname: Zhai, Xiaoming
  email: zhaixia1@msu.edu
  organization: Michigan State University, 426 Auditorium Road, East Lansing, MI, 48824, USA
BookMark eNqFkEtLAzEUhYMo2FZ_gpA_MDV38piJLqQUnxTcKLgL0zw0tTNTklTpvzdlunLT1YV77jmc-43Radd3FqErIFMgIK5XU923G2u205KAzDtayfoEjaCuaFHV5ccpGhEqSAEU-Dkax7gihDDB-Ai9zGK0MfruE-9DtqlJvu-aNU5fvvvO6xs8w3EXk22zonGwP97-4t5h22588DqfxrQ13sYLdOaadbSXhzlB7w_3b_OnYvH6-DyfLQpNK54K4AQYzyWlXFLRVNTVrhYNlUIYkBIko0vqyjxqIzmwklHmgBgHuqxo1ibodsjVoY8xWKe0H2qn0Pi1AqL2WNRKHbCoPRY1YMlu_s-9Cb5twu6o727w2fxaZhBU1N522hofrE7K9P5Iwh8kGYGk
CitedBy_id crossref_primary_10_3390_su142114340
crossref_primary_10_12937_itel_3_1_Reg_p001
crossref_primary_10_3390_app131910898
crossref_primary_10_29333_ejmste_15578
crossref_primary_10_1007_s10639_023_12171_z
crossref_primary_10_1016_j_tsc_2021_100849
crossref_primary_10_1007_s10639_024_13010_5
crossref_primary_10_1177_07356331211017794
crossref_primary_10_1080_1475939X_2023_2184857
crossref_primary_10_1109_ACCESS_2024_3449228
crossref_primary_10_1007_s10639_021_10787_7
crossref_primary_10_1080_10494820_2021_1946564
crossref_primary_10_2478_rem_2024_0018
crossref_primary_10_3390_educsci14090980
crossref_primary_10_1080_08993408_2024_2344400
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_31681_jetol_1217363
crossref_primary_10_1111_bjet_13443
crossref_primary_10_1016_j_tsc_2024_101528
crossref_primary_10_1007_s10639_024_12644_9
crossref_primary_10_12973_ijem_10_3_367
crossref_primary_10_1007_s40489_023_00369_3
crossref_primary_10_1007_s10639_022_11325_9
crossref_primary_10_1080_08993408_2024_2380163
crossref_primary_10_3390_educsci13101063
crossref_primary_10_1177_03064190241258594
crossref_primary_10_1016_j_tsc_2023_101269
crossref_primary_10_3390_educsci15010003
crossref_primary_10_47156_jide_1027431
crossref_primary_10_3389_feduc_2022_948783
crossref_primary_10_1007_s11423_022_10093_0
crossref_primary_10_1109_TLT_2024_3392896
crossref_primary_10_1007_s10763_023_10419_1
crossref_primary_10_1177_07356331241254575
crossref_primary_10_1016_j_lisr_2023_101240
crossref_primary_10_1111_jcal_12527
crossref_primary_10_3390_ejihpe11010018
crossref_primary_10_1080_08993408_2024_2365566
crossref_primary_10_4018_IJDLDC_287624
crossref_primary_10_1177_07356331221133822
crossref_primary_10_1007_s10639_023_11974_4
crossref_primary_10_1007_s11423_023_10240_1
crossref_primary_10_54600_igdirsosbilder_1315071
crossref_primary_10_1007_s10639_024_13192_y
crossref_primary_10_1007_s10758_024_09777_8
crossref_primary_10_1080_07380569_2023_2220696
crossref_primary_10_1016_j_compedu_2022_104721
crossref_primary_10_1002_tea_21899
crossref_primary_10_1177_07356331241303067
crossref_primary_10_1371_journal_pone_0309412
crossref_primary_10_1007_s10639_024_13297_4
crossref_primary_10_1007_s10956_023_10089_2
crossref_primary_10_1007_s40751_021_00096_6
crossref_primary_10_1007_s10639_024_13005_2
crossref_primary_10_1080_1046560X_2022_2035990
crossref_primary_10_1007_s10212_022_00651_8
crossref_primary_10_1007_s10639_022_11522_6
crossref_primary_10_1007_s10956_024_10142_8
crossref_primary_10_1177_07356331231170383
crossref_primary_10_1016_j_compedu_2020_103832
crossref_primary_10_1007_s12528_024_09425_1
crossref_primary_10_1016_j_compedu_2023_104742
crossref_primary_10_1007_s10763_021_10227_5
crossref_primary_10_33543_j_1301_4551
crossref_primary_10_1016_j_compedu_2022_104457
crossref_primary_10_1186_s40594_023_00434_7
crossref_primary_10_3389_feduc_2024_1414081
crossref_primary_10_3389_fpsyg_2022_868623
crossref_primary_10_1145_3494579
crossref_primary_10_1007_s10639_024_12887_6
crossref_primary_10_1007_s11423_024_10364_y
crossref_primary_10_1177_07356331221121106
crossref_primary_10_1007_s11423_025_10475_0
crossref_primary_10_29407_jsp_v7i1_343
crossref_primary_10_1016_j_ijcci_2024_100703
crossref_primary_10_1177_0735633120964402
crossref_primary_10_1080_15391523_2021_1962453
crossref_primary_10_1108_IDD_09_2022_0091
crossref_primary_10_1145_3517133
crossref_primary_10_1177_07356331211057819
crossref_primary_10_1007_s10639_023_11975_3
crossref_primary_10_3917_enf2_224_0479
crossref_primary_10_1007_s10639_023_12029_4
crossref_primary_10_1007_s11423_024_10397_3
crossref_primary_10_1007_s10639_023_12406_z
crossref_primary_10_3389_fpsyg_2022_911057
crossref_primary_10_3389_fpsyg_2021_828568
crossref_primary_10_12973_ijem_10_1_937
crossref_primary_10_1007_s13218_022_00756_8
crossref_primary_10_1016_j_tsc_2024_101729
crossref_primary_10_1145_3578269
crossref_primary_10_5507_tvv_2021_001
crossref_primary_10_1007_s10639_023_11880_9
crossref_primary_10_3916_C68_2021_07
crossref_primary_10_1177_07356331211033158
crossref_primary_10_3390_educsci12010039
crossref_primary_10_1016_j_heliyon_2021_e07922
crossref_primary_10_33225_pec_22_80_765
crossref_primary_10_1007_s10639_024_12744_6
crossref_primary_10_1080_1475939X_2024_2316087
crossref_primary_10_2139_ssrn_4129683
crossref_primary_10_1016_j_compedu_2021_104284
crossref_primary_10_1016_j_tsc_2022_101041
crossref_primary_10_1177_21582440241249897
crossref_primary_10_1016_j_tsc_2022_101043
crossref_primary_10_1007_s10639_021_10617_w
crossref_primary_10_3390_mti8050039
crossref_primary_10_3389_fcomp_2022_997222
crossref_primary_10_1007_s10639_022_11412_x
crossref_primary_10_1016_j_tsc_2024_101517
crossref_primary_10_3389_fpsyg_2023_1098812
crossref_primary_10_1109_RITA_2023_3323762
crossref_primary_10_1080_15391523_2023_2232900
crossref_primary_10_24018_ejeng_2023_1_CIE_3138
crossref_primary_10_1080_08993408_2021_1877988
crossref_primary_10_1111_jcal_12723
crossref_primary_10_3389_fpsyg_2021_559424
crossref_primary_10_3390_educsci15030306
crossref_primary_10_1007_s10639_023_11930_2
crossref_primary_10_1080_15391523_2024_2398502
crossref_primary_10_3389_fpsyg_2022_989066
crossref_primary_10_4018_IJICTE_336559
crossref_primary_10_1111_jcal_12850
crossref_primary_10_1080_08993408_2022_2095594
crossref_primary_10_1177_07356331211051043
crossref_primary_10_3390_educsci13111101
crossref_primary_10_1016_j_caeai_2021_100041
crossref_primary_10_1080_08993408_2023_2245687
crossref_primary_10_1080_10494820_2025_2450659
crossref_primary_10_1016_j_compedu_2023_104794
crossref_primary_10_1177_07356331211043547
crossref_primary_10_1002_tea_21738
crossref_primary_10_1007_s13218_021_00752_4
crossref_primary_10_1080_08993408_2022_2145549
crossref_primary_10_1109_ACCESS_2023_3335931
crossref_primary_10_1080_08993408_2024_2403970
crossref_primary_10_1109_TLT_2021_3111108
crossref_primary_10_1007_s10956_023_10052_1
crossref_primary_10_1016_j_chb_2021_106836
crossref_primary_10_1007_s10639_024_12597_z
crossref_primary_10_1007_s11423_023_10231_2
crossref_primary_10_1007_s10639_022_11445_2
crossref_primary_10_3389_fpsyg_2021_640115
crossref_primary_10_3389_fpsyg_2022_1082659
crossref_primary_10_1080_08993408_2020_1866932
crossref_primary_10_1177_07356331241240670
crossref_primary_10_1177_07356331221081753
crossref_primary_10_1007_s11423_025_10477_y
crossref_primary_10_1016_j_compedu_2024_105012
crossref_primary_10_1016_j_tsc_2022_101143
crossref_primary_10_1016_j_tsc_2023_101417
crossref_primary_10_1016_j_ecresq_2023_05_013
crossref_primary_10_1007_s40692_023_00300_z
crossref_primary_10_1007_s11423_024_10406_5
crossref_primary_10_1016_j_edurev_2023_100520
crossref_primary_10_2139_ssrn_4849631
crossref_primary_10_3389_feduc_2021_695376
crossref_primary_10_7821_naer_2021_7_640
crossref_primary_10_1016_j_caeai_2023_100146
crossref_primary_10_1080_10494820_2021_1943687
crossref_primary_10_1177_09610006221084126
crossref_primary_10_1002_cae_22529
crossref_primary_10_1007_s10798_021_09677_3
crossref_primary_10_1007_s11423_022_10097_w
crossref_primary_10_1108_LHT_01_2023_0002
crossref_primary_10_1145_3486598
crossref_primary_10_3389_feduc_2024_1478666
crossref_primary_10_1186_s40594_023_00455_2
crossref_primary_10_1007_s11423_022_10086_z
crossref_primary_10_1016_j_caeo_2023_100122
crossref_primary_10_1080_08993408_2023_2240657
crossref_primary_10_1109_TE_2021_3105938
crossref_primary_10_3390_mti6020013
crossref_primary_10_1016_j_compedu_2024_105181
crossref_primary_10_1177_18344909211010240
crossref_primary_10_3390_educsci12010010
crossref_primary_10_3390_educsci14111250
crossref_primary_10_5507_jtie_2022_002
crossref_primary_10_58355_lectures_v3i3_128
crossref_primary_10_1109_TLT_2022_3180588
crossref_primary_10_1080_10494820_2024_2372832
crossref_primary_10_1007_s10639_022_11078_5
crossref_primary_10_1177_07356331221098793
crossref_primary_10_1080_10899995_2024_2416365
crossref_primary_10_1111_bjet_13175
crossref_primary_10_3390_educsci13040422
crossref_primary_10_1108_ILS_06_2024_0075
crossref_primary_10_3389_fpsyt_2022_1022304
crossref_primary_10_1177_0735633120973429
crossref_primary_10_1016_j_ijcci_2024_100696
crossref_primary_10_1002_acp_4029
crossref_primary_10_1007_s10758_021_09587_2
crossref_primary_10_47134_paud_v1i1_30
crossref_primary_10_1080_08993408_2021_1874221
crossref_primary_10_23887_mi_v29i3_90651
crossref_primary_10_1016_j_chb_2023_107749
crossref_primary_10_1007_s10639_024_13100_4
crossref_primary_10_1016_j_compedu_2024_105076
crossref_primary_10_1080_08993408_2021_1874229
crossref_primary_10_31592_aeusbed_1350287
crossref_primary_10_1007_s10639_023_11806_5
crossref_primary_10_1186_s40594_023_00396_w
crossref_primary_10_1080_15391523_2020_1870250
crossref_primary_10_1016_j_chbr_2025_100607
crossref_primary_10_1016_j_compedu_2022_104664
crossref_primary_10_1007_s11423_022_10157_1
crossref_primary_10_1007_s10956_020_09831_x
crossref_primary_10_3390_educsci14020134
crossref_primary_10_21585_ijcses_v6i4_208
crossref_primary_10_1080_08993408_2021_1918380
crossref_primary_10_23947_2334_8496_2024_12_1_57_76
crossref_primary_10_1007_s11423_021_10031_6
crossref_primary_10_1080_10494820_2022_2042311
crossref_primary_10_1111_jcal_12493
crossref_primary_10_1007_s40299_024_00858_x
crossref_primary_10_1186_s40561_024_00345_2
crossref_primary_10_1080_08993408_2021_1914461
crossref_primary_10_1007_s11423_023_10339_5
crossref_primary_10_3390_educsci15030344
crossref_primary_10_51960_jitte_1102904
crossref_primary_10_1016_j_compedu_2024_105045
crossref_primary_10_1080_15391523_2022_2121345
crossref_primary_10_1007_s10639_023_12392_2
crossref_primary_10_1080_00220671_2022_2074946
crossref_primary_10_1177_07356331241249956
crossref_primary_10_1007_s11423_021_10016_5
crossref_primary_10_3390_jintelligence11020036
crossref_primary_10_17478_jegys_1355722
crossref_primary_10_31592_aeusbed_1444312
crossref_primary_10_1007_s10639_023_12052_5
crossref_primary_10_1016_j_caeo_2023_100132
crossref_primary_10_1080_12460125_2021_1943880
crossref_primary_10_1177_00472395211018801
crossref_primary_10_1080_03057267_2021_1963580
crossref_primary_10_1177_0735633120972356
crossref_primary_10_1080_19415257_2023_2228813
crossref_primary_10_1016_j_compedu_2022_104562
crossref_primary_10_1016_j_ecresq_2023_05_010
crossref_primary_10_3390_educsci14101124
crossref_primary_10_1007_s10639_023_11583_1
crossref_primary_10_19171_uefad_850325
crossref_primary_10_22430_22565337_2950
crossref_primary_10_58355_lectures_v4i1_130
crossref_primary_10_1177_0735633120940954
crossref_primary_10_1007_s40692_020_00177_2
crossref_primary_10_1016_j_tsc_2021_100929
crossref_primary_10_1007_s10639_021_10724_8
crossref_primary_10_1111_jcal_12591
crossref_primary_10_1016_j_caeo_2021_100043
crossref_primary_10_1016_j_tate_2024_104574
crossref_primary_10_3390_electronics11223772
crossref_primary_10_1007_s10956_024_10130_y
crossref_primary_10_20897_ejsteme_14175
crossref_primary_10_5753_rbie_2024_3213
crossref_primary_10_1123_jtpe_2024_0066
crossref_primary_10_17275_per_23_26_10_2
crossref_primary_10_1007_s10639_022_11425_6
crossref_primary_10_1016_j_compedu_2022_104505
crossref_primary_10_1016_j_compedu_2020_104060
crossref_primary_10_1007_s10639_022_11508_4
crossref_primary_10_1080_15391523_2021_2014372
crossref_primary_10_1108_ILS_12_2021_0109
crossref_primary_10_1016_j_caeo_2023_100156
crossref_primary_10_3389_fpsyg_2021_771221
crossref_primary_10_1177_07356331231210560
crossref_primary_10_1080_15391523_2020_1834474
crossref_primary_10_1111_bjet_13085
crossref_primary_10_34056_aujef_1256729
crossref_primary_10_1177_07356331211035182
crossref_primary_10_1007_s10643_024_01694_w
crossref_primary_10_1080_03004430_2023_2299405
crossref_primary_10_1016_j_compedu_2023_104962
crossref_primary_10_1016_j_ijcci_2024_100650
crossref_primary_10_31757_euer_612
crossref_primary_10_3390_su15031983
crossref_primary_10_15366_riee2021_14_1_009
crossref_primary_10_1002_cae_22788
crossref_primary_10_1007_s10639_024_12735_7
crossref_primary_10_1002_cae_22669
crossref_primary_10_1080_15391523_2024_2381226
crossref_primary_10_3390_app14125261
crossref_primary_10_1016_j_tsc_2025_101752
crossref_primary_10_1016_j_compedu_2025_105281
crossref_primary_10_1007_s12144_021_02085_9
crossref_primary_10_3390_su141710672
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_33543_1102325329
crossref_primary_10_47134_jpbsi_v1i1_1267
crossref_primary_10_1007_s11251_022_09590_9
crossref_primary_10_1007_s41979_020_00044_w
crossref_primary_10_1177_07356331241251397
crossref_primary_10_3390_computers14030090
crossref_primary_10_1080_08993408_2021_1903248
crossref_primary_10_1016_j_ijer_2022_102008
crossref_primary_10_1080_10494820_2022_2088562
crossref_primary_10_1145_3648477
crossref_primary_10_1007_s10639_022_11465_y
crossref_primary_10_3390_su141811723
crossref_primary_10_1007_s11423_023_10323_z
crossref_primary_10_1016_j_tsc_2023_101284
Cites_doi 10.1007/s10639-016-9482-0
10.1177/0735633117743918
10.1207/s15327884mca0503_3
10.1002/tea.21401
10.1080/10494820.2016.1181093
10.1145/1929887.1929905
10.1007/s11042-019-7229-9
10.1016/j.chb.2017.09.025
10.3390/educsci8010018
10.1177/0735633115608444
10.1080/08993408.2015.1033142
10.1080/08993408.2017.1308651
10.1007/s10639-018-9849-5
10.1080/15391523.2016.1146561
10.1007/s10956-016-9663-z
10.22369/issn.2153-4136/3/1/1
10.1016/j.cedpsych.2016.10.003
10.1080/15391523.2014.888272
10.1016/j.chb.2016.08.047
10.1007/s10758-017-9328-x
10.1007/s11257-017-9187-0
10.1007/s11423-013-9327-0
10.1007/s11092-013-9185-7
10.1080/10494820.2019.1636090
10.1016/j.compedu.2017.03.001
10.1177/2042753018757757
10.1002/tea.21545
10.1145/2676660
10.1145/1929887.1929902
10.14221/ajte.2017v42n3.4
10.1016/j.compedu.2018.08.026
10.1016/j.compedu.2016.03.003
10.1177/0735633115612785
10.1080/0020739X.2016.1254296
10.1007/s10956-015-9581-5
10.1080/07380569.2018.1462630
10.1177/0022487117732317
10.1016/j.chb.2014.09.012
10.1016/j.edurev.2017.09.003
10.15388/infedu.2015.11
10.1111/jcal.12348
10.1145/1227504.1227378
10.1007/s10956-013-9437-9
10.1109/TE.2016.2622680
10.1145/2684721.2684736
10.1002/tea.10027
10.1016/j.compedu.2013.10.020
10.1145/1539024.1508951
10.1007/s40753-015-0022-x
10.1145/1118178.1118215
10.1111/jcal.12155
10.1007/s10639-012-9240-x
10.1080/21532974.2017.1387831
10.1016/j.compedu.2011.08.006
10.1007/s10639-017-9675-1
10.3916/C59-2019-06
10.1016/j.compedu.2017.09.004
10.1145/1993069.1993073
10.1177/1461444815624182
10.5539/ies.v11n4p15
10.3102/0013189X12463051
10.1080/10986065.2018.1403542
10.1016/j.chb.2018.12.010
10.1177/0735633116642774
10.1007/s11277-016-3679-9
10.1016/j.compedu.2018.07.004
10.1080/08993408.2016.1160664
10.1016/j.chb.2017.04.058
10.1080/10986065.2018.1403543
10.1007/s10606-017-9292-y
10.1016/j.chb.2017.01.005
10.1109/TLT.2017.2724031
10.4018/ijgbl.2011040105
10.1007/s10956-016-9628-2
10.1016/j.robot.2015.10.008
10.1080/10494820.2017.1337036
10.1145/2576872
10.1080/10986065.2018.1403544
10.1080/10598650.2018.1558656
10.1080/10494820.2019.1610451
10.3102/0034654317710096
10.14742/ajet.3521
10.1016/j.compedu.2019.103607
10.1080/10986065.2018.1405615
10.5539/ies.v11n4p29
10.1080/15391523.2016.1146563
10.5430/jct.v6n1p79
10.1109/TE.2017.2705152
10.15388/infedu.2017.03
10.1007/s10639-018-9801-8
10.1080/19186444.2009.11658213
10.5430/wje.v6n5p20
10.1080/1046560X.2017.1415616
10.15388/infedu.2019.07
10.1186/s41039-016-0036-2
10.1016/j.chb.2017.09.030
10.34190/ejel.15.4.2368
ContentType Journal Article
Copyright 2020 Elsevier Ltd
Copyright_xml – notice: 2020 Elsevier Ltd
DBID AAYXX
CITATION
DOI 10.1016/j.compedu.2019.103798
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Education
EISSN 1873-782X
ExternalDocumentID 10_1016_j_compedu_2019_103798
S0360131519303483
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-
AATTM
AAXKI
AAYWO
AAYXX
ABWVN
ACRPL
ACVFH
ADCNI
ADMHG
ADNMO
ADVLN
AEIPS
AEUPX
AFJKZ
AFPUW
AFXIZ
AGCQF
AGQPQ
AGRNS
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
BNPGV
CITATION
SSH
ID FETCH-LOGICAL-c375t-15014510399b36a73f8f86a3966d1991943b3f29438d95142434f10df1c2733b3
IEDL.DBID .~1
ISSN 0360-1315
IngestDate Tue Jul 01 01:32:06 EDT 2025
Thu Apr 24 23:11:32 EDT 2025
Fri Feb 23 02:49:35 EST 2024
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Keywords Computational thinking
Evaluation methodologies
Teaching/learning strategies
Information literacy
Applications in subject areas
21st century abilities
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c375t-15014510399b36a73f8f86a3966d1991943b3f29438d95142434f10df1c2733b3
ORCID 0000-0002-5565-1439
0000-0003-4519-1931
ParticipantIDs crossref_citationtrail_10_1016_j_compedu_2019_103798
crossref_primary_10_1016_j_compedu_2019_103798
elsevier_sciencedirect_doi_10_1016_j_compedu_2019_103798
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate April 2020
2020-04-00
PublicationDateYYYYMMDD 2020-04-01
PublicationDate_xml – month: 04
  year: 2020
  text: April 2020
PublicationDecade 2020
PublicationTitle Computers and education
PublicationYear 2020
Publisher Elsevier Ltd
Publisher_xml – name: Elsevier Ltd
References Dagienė, Futschek (bib19) 2008
Papert (bib76) 1996; Vol. 1
English (bib23) 2018; 20
Denner, Werner, Ortiz (bib20) 2012; 58
Lui, Walker, Hanna, Kafai, Fields, Jayathirtha (bib61) 2019
Peteranetz, Flanigan, Shell, Soh (bib79) 2017; 60
Martin (bib64) 2017; 45
Cuny, Snyder, Wing (bib18) 2010
Yin, Hadad, Tang, Lin (bib107) 2019
Falloon (bib25) 2016; 32
Mesiti, Parkes, Paneto, Cahill (bib66) 2019; 44
Hennessey, Mueller, Beckett, Fisher (bib44) 2017; 6
Jaipal-Jamani, Angeli (bib48) 2017; 26
Palts, Pedaste, Vene, Vinikienė (bib74) 2017
Djambong, Freiman (bib21) 2016
Kjällander, Åkerfeldt, Mannila, Parnes (bib54) 2018; 34
Fraenkel, Wallen, Hyun (bib30) 2015
Turchi, Fogli, Malizia (bib94) 2019; 78
Hadad, Lawless (bib41) 2014
(bib72) 2013
Nishida, Kanemune, Idosaka, Namiki, Bell, Kuno (bib73) 2009; 41
Grover (bib33) 2017
Sentance, Csizmadia (bib88) 2017; 22
Weintrop, Beheshti, Horn, Orton, Jona, Trouille (bib95) 2016; 25
Barr, Harrison, Conery (bib6) 2011; 38
(bib71) 2012
Flórez, Casallas, Hernández, Reyes, Restrepo, Danies (bib29) 2017; 87
Chen, Shen, Barth-Cohen, Jiang, Huang, Eltoukhy (bib16) 2017; 109
Moreno-León, Robles, Román-González (bib67) 2017
Cartelli, Dagiene, Futschek (bib14) 2012
Grover, Pea (bib36) 2018
Basu, Biswas, Kinnebrew (bib8) 2017; 27
Sullivan, Heffernan (bib91) 2016; 48
Yadav, Mayfield, Zhou, Hambrusch, Korb (bib106) 2014; 14
Atmatzidou, Demetriadis (bib5) 2016; 75
Cetin (bib15) 2016; 54
Jacob, Nguyen, Tofel-Grehl, Richardson, Warschauer (bib47) 2018; 5
Grover, Pea, Cooper (bib37) 2015; 25
Sáez-López, Román-González, Vázquez-Cano (bib85) 2016; 97
Wolz, Stone, Pulimood, Pearson (bib104) 2010
Wilkerson-Jerde (bib99) 2014; 62
Pugnali, Sullivan, Bers (bib80) 2017; 16
Lee, Martin, Denner, Coulter, Allan, Erickson, Werner (bib57) 2011; 2
González (bib32) 2015
Ruiz-Primo, Shavelson, Hamilton, Klein (bib84) 2002; 39
diSessa (bib1) 2018; 20
Ericsson, Simon (bib24) 1998; 5
Malyn-Smith, Lee (bib63) 2012; 3
Brennan, Resnick (bib12) 2012, April; Vol. 1
Repenning, Webb, Ioannidou (bib81) 2010
Sengupta, Kinnebrew, Basu, Biswas, Clark (bib87) 2013; 18
Ambrosio, Almeida, Macedo, Franco (bib3) 2014
Jenson, Droumeva (bib50) 2016; 14
Gülbahar, Kert, Kalelioğlu (bib38) 2018; 10
Basu, Biswas, Sengupta, Dickes, Kinnebrew, Clark (bib9) 2016; 11
(bib70) 2011
Fields, Shaw, Kafai (bib27) 2018
Garneli, Chorianopoulos (bib31) 2018; 26
Lee, Martin, Apone (bib56) 2014; 5
Adler, Kim (bib2) 2018; 23
Henderson, Cortina, Wing (bib43) 2007; 39
Peel, Sadler, Friedrichsen (bib77) 2019
Grover, Pea (bib35) 2013; 42
Hadad, Kachovska, Thomas, Yin (bib40) 2019
Durak, Saritepeci (bib22) 2018; 116
Román-González, Pérez-González, Jiménez-Fernández (bib83) 2017; 72
Yadav, Good, Voogt, Fisser (bib105) 2017
Haseski, Ilic, Tugtekin (bib42) 2018; 11
Weintrop, Beheshti, Horn, Orton, Trouille, Jona (bib96) 2014
Leonard, Barnes-Johnson, Mitchell, Unertl, Stubbe, Ingraham (bib58) 2017
Flanigan, Peteranetz, Shell, Soh (bib28) 2017; 48
Lye, Koh (bib62) 2014; 41
Hsu, Chang, Hung (bib45) 2018; 126
Kang, Donovan, McCarthy (bib53) 2018; 29
Zhang, Nouri (bib108) 2019; 141
Shute, Sun, Asbell-Clarke (bib90) 2017; 22
Zhong, Wang, Chen, Li (bib109) 2016; 53
Muñoz-Repiso, Caballero-González (bib68) 2019; 27
Werner, Denner, Campe, Kawamoto (bib98) 2012
Jenkins (bib49) 2015; 11
Araujo, Andrade, Guerrero, Melo (bib4) 2019
Lockwood, Mooney (bib60) 2018; 2
Testa (bib93) 2009; 1
Shell, Soh (bib89) 2013; 22
Barr, Stephenson (bib7) 2011; 2
Wolz, Stone, Pearson, Pulimood, Switzer (bib103) 2011; 11
Fields, Lui, Kafai (bib26) 2019
Rich, Spaepen, Strickland, Moran (bib82) 2019
Pei, Weintrop, Wilensky (bib78) 2018; 20
McMillan (bib65) 2013
Selby, Woollard (bib86) 2013
CSTA, ISTE (bib17) 2011
Jona, Wilensky, Trouille, Horn, Orton, Weintrop (bib51) 2014
Wing (bib100) 2006; 49
Wing (bib102) 2011
(bib46) 2015
Brown (bib13) 2017; 59
Grover (bib34) 2017
Werner, Denner, Campe (bib97) 2014
Bower, Wood, Lai, Howe, Lister, Mason (bib11) 2017; 42
Kalelioğlu, Gülbahar, Kukul (bib52) 2016; 4
Leonard, Mitchell, Barnes-Johnson, Unertl, Outka-Hill, Robinson (bib59) 2018; 69
Sung (bib92) 2019; 78
Papert (bib75) 1980
Wing (bib101) 2008; 366
(bib69) 2010
Bers, Flannery, Kazakoff, Sullivan (bib10) 2014; 72
Korkmaz, Çakir, Özden (bib55) 2017; 72
Durak (10.1016/j.compedu.2019.103798_bib22) 2018; 116
Benakli (10.1016/j.compedu.2019.103798_bib118) 2017; 48
Ruiz-Primo (10.1016/j.compedu.2019.103798_bib84) 2002; 39
Falloon (10.1016/j.compedu.2019.103798_bib25) 2016; 32
Gandolfi (10.1016/j.compedu.2019.103798_bib135) 2018; 15
Chang (10.1016/j.compedu.2019.103798_bib126) 2018; 26
Kukul (10.1016/j.compedu.2019.103798_bib149) 2019; 18
Román-González (10.1016/j.compedu.2019.103798_bib167) 2018; 80
Pellas (10.1016/j.compedu.2019.103798_bib163) 2016; 54
Dagienė (10.1016/j.compedu.2019.103798_bib19) 2008
(10.1016/j.compedu.2019.103798_bib46) 2015
Asad (10.1016/j.compedu.2019.103798_bib113) 2016; 6
Gülbahar (10.1016/j.compedu.2019.103798_bib38) 2018; 10
Cartelli (10.1016/j.compedu.2019.103798_bib14) 2012
Grover (10.1016/j.compedu.2019.103798_bib33) 2017
Bers (10.1016/j.compedu.2019.103798_bib120) 2010; 12
Grover (10.1016/j.compedu.2019.103798_bib35) 2013; 42
Moreno-León (10.1016/j.compedu.2019.103798_bib67) 2017
Hershkovitz (10.1016/j.compedu.2019.103798_bib137) 2019; 27
Sáez-López (10.1016/j.compedu.2019.103798_bib169) 2016; 97
Wu (10.1016/j.compedu.2019.103798_bib180) 2019
Lockwood (10.1016/j.compedu.2019.103798_bib60) 2018; 2
Yadav (10.1016/j.compedu.2019.103798_bib105) 2017
(10.1016/j.compedu.2019.103798_bib70) 2011
Csernoch (10.1016/j.compedu.2019.103798_bib129) 2015; 14
Denner (10.1016/j.compedu.2019.103798_bib130) 2014; 46
Choi (10.1016/j.compedu.2019.103798_bib128) 2017; 93
Grover (10.1016/j.compedu.2019.103798_bib36) 2018
Adler (10.1016/j.compedu.2019.103798_bib110) 2018; 23
Hsu (10.1016/j.compedu.2019.103798_bib45) 2018; 126
Basawapatna (10.1016/j.compedu.2019.103798_bib115) 2016; 19
Henderson (10.1016/j.compedu.2019.103798_bib43) 2007; 39
Jenkins (10.1016/j.compedu.2019.103798_bib142) 2017; 1
(10.1016/j.compedu.2019.103798_bib69) 2010
Turchi (10.1016/j.compedu.2019.103798_bib94) 2019; 78
Chen (10.1016/j.compedu.2019.103798_bib127) 2017; 109
Korkmaz (10.1016/j.compedu.2019.103798_bib146) 2019; 6
Martin (10.1016/j.compedu.2019.103798_bib64) 2017; 45
Sung (10.1016/j.compedu.2019.103798_bib92) 2019; 78
Rodríguez-Martínez (10.1016/j.compedu.2019.103798_bib165) 2019
Wolz (10.1016/j.compedu.2019.103798_bib104) 2010
Haseski (10.1016/j.compedu.2019.103798_bib42) 2018; 11
Malyn-Smith (10.1016/j.compedu.2019.103798_bib63) 2012; 3
Lye (10.1016/j.compedu.2019.103798_bib62) 2014; 41
Garneli (10.1016/j.compedu.2019.103798_bib31) 2018; 26
Dolgopolovas (10.1016/j.compedu.2019.103798_bib131) 2016; 32
Jaipal-Jamani (10.1016/j.compedu.2019.103798_bib141) 2017; 26
Lachney (10.1016/j.compedu.2019.103798_bib150)
Basu (10.1016/j.compedu.2019.103798_bib117) 2017; 27
Palts (10.1016/j.compedu.2019.103798_bib74) 2017
Barr (10.1016/j.compedu.2019.103798_bib6) 2011; 38
Wu (10.1016/j.compedu.2019.103798_bib181) 2018; 11
(10.1016/j.compedu.2019.103798_bib71) 2012
Rich (10.1016/j.compedu.2019.103798_bib82) 2019
Kale (10.1016/j.compedu.2019.103798_bib144) 2018; 35
Brown (10.1016/j.compedu.2019.103798_bib13) 2017; 59
Yin (10.1016/j.compedu.2019.103798_bib107) 2019
Pinkard (10.1016/j.compedu.2019.103798_bib164) 2019
Rose (10.1016/j.compedu.2019.103798_bib168) 2017; 15
Testa (10.1016/j.compedu.2019.103798_bib93) 2009; 1
Yadav (10.1016/j.compedu.2019.103798_bib106) 2014; 14
Cuny (10.1016/j.compedu.2019.103798_bib18) 2010
Jaipal-Jamani (10.1016/j.compedu.2019.103798_bib48) 2017; 26
Jacob (10.1016/j.compedu.2019.103798_bib47) 2018; 5
Wolz (10.1016/j.compedu.2019.103798_bib103) 2011; 11
Thomas (10.1016/j.compedu.2019.103798_bib174) 2017; 26
CSTA (10.1016/j.compedu.2019.103798_bib17) 2011
Grover (10.1016/j.compedu.2019.103798_bib34) 2017
Bucher (10.1016/j.compedu.2019.103798_bib123) 2017; 19
Cetin (10.1016/j.compedu.2019.103798_bib125) 2016; 26
Lee (10.1016/j.compedu.2019.103798_bib56) 2014; 5
(10.1016/j.compedu.2019.103798_bib72) 2013
Wong (10.1016/j.compedu.2019.103798_bib179) 2018
Grover (10.1016/j.compedu.2019.103798_bib37) 2015; 25
diSessa (10.1016/j.compedu.2019.103798_bib1) 2018; 20
González (10.1016/j.compedu.2019.103798_bib32) 2015
Sentance (10.1016/j.compedu.2019.103798_bib88) 2017; 22
Zhong (10.1016/j.compedu.2019.103798_bib185) 2016; 53
Fields (10.1016/j.compedu.2019.103798_bib26) 2019
Liu (10.1016/j.compedu.2019.103798_bib154) 2017; 27
Leonard (10.1016/j.compedu.2019.103798_bib152) 2017; 25
Hsiao (10.1016/j.compedu.2019.103798_bib139) 2019
Brennan (10.1016/j.compedu.2019.103798_bib12) 2012; Vol. 1
Zhong (10.1016/j.compedu.2019.103798_bib109) 2016; 53
Berland (10.1016/j.compedu.2019.103798_bib119) 2011; 1
Wilkerson-Jerde (10.1016/j.compedu.2019.103798_bib99) 2014; 62
Yuen (10.1016/j.compedu.2019.103798_bib184) 2014; 14
Araujo (10.1016/j.compedu.2019.103798_bib4) 2019
Wing (10.1016/j.compedu.2019.103798_bib102) 2011
Cetin (10.1016/j.compedu.2019.103798_bib15) 2016; 54
Leonard (10.1016/j.compedu.2019.103798_bib58) 2017
Bower (10.1016/j.compedu.2019.103798_bib121) 2017; 42
Weintrop (10.1016/j.compedu.2019.103798_bib95) 2016; 25
Wing (10.1016/j.compedu.2019.103798_bib101) 2008; 366
Fields (10.1016/j.compedu.2019.103798_bib27) 2018
Pei (10.1016/j.compedu.2019.103798_bib78) 2018; 20
Moreno-León (10.1016/j.compedu.2019.103798_bib157) 2017
Sengupta (10.1016/j.compedu.2019.103798_bib87) 2013; 18
Basu (10.1016/j.compedu.2019.103798_bib8) 2017; 27
Jona (10.1016/j.compedu.2019.103798_bib51) 2014
Peel (10.1016/j.compedu.2019.103798_bib161) 2019
Peteranetz (10.1016/j.compedu.2019.103798_bib79) 2017; 60
Kang (10.1016/j.compedu.2019.103798_bib53) 2018; 29
Sáez-López (10.1016/j.compedu.2019.103798_bib85) 2016; 97
Marcelino (10.1016/j.compedu.2019.103798_bib156) 2018; 80
Shute (10.1016/j.compedu.2019.103798_bib90) 2017; 22
Sherman (10.1016/j.compedu.2019.103798_bib171) 2015; 30
Yagci (10.1016/j.compedu.2019.103798_bib182) 2019; 24
Izu (10.1016/j.compedu.2019.103798_bib140) 2017; 16
Kalelioğlu (10.1016/j.compedu.2019.103798_bib52) 2016; 4
Román-González (10.1016/j.compedu.2019.103798_bib166) 2017; 72
Burleson (10.1016/j.compedu.2019.103798_bib124) 2018; 11
Flanigan (10.1016/j.compedu.2019.103798_bib133) 2017; 48
Shell (10.1016/j.compedu.2019.103798_bib170) 2013; 22
Gadanidis (10.1016/j.compedu.2019.103798_bib134) 2018; 20
Korkmaz (10.1016/j.compedu.2019.103798_bib147) 2017; 72
Muñoz-Repiso (10.1016/j.compedu.2019.103798_bib68) 2019; 27
Günbatar (10.1016/j.compedu.2019.103798_bib136) 2019; 24
Papert (10.1016/j.compedu.2019.103798_bib76) 1996; Vol. 1
Mesiti (10.1016/j.compedu.2019.103798_bib66) 2019; 44
Pala (10.1016/j.compedu.2019.103798_bib160)
Wilkerson-Jerde (10.1016/j.compedu.2019.103798_bib178) 2014; 62
Shell (10.1016/j.compedu.2019.103798_bib89) 2013; 22
Hestness (10.1016/j.compedu.2019.103798_bib138) 2018; 26
Kong (10.1016/j.compedu.2019.103798_bib145) 2018; 127
Durak (10.1016/j.compedu.2019.103798_bib132) 2018; 116
Weintrop (10.1016/j.compedu.2019.103798_bib177) 2016; 25
Atmatzidou (10.1016/j.compedu.2019.103798_bib5) 2016; 75
Tran (10.1016/j.compedu.2019.103798_bib175) 2019; 57
Sullivan (10.1016/j.compedu.2019.103798_bib91) 2016; 48
Lee (10.1016/j.compedu.2019.103798_bib57) 2011; 2
Nishida (10.1016/j.compedu.2019.103798_bib73) 2009; 41
Zhang (10.1016/j.compedu.2019.103798_bib108) 2019; 141
Korucu (10.1016/j.compedu.2019.103798_bib148) 2017; 2
Kjällander (10.1016/j.compedu.2019.103798_bib54) 2018; 34
Yildiz (10.1016/j.compedu.2019.103798_bib183) 2017; 8
Djambong (10.1016/j.compedu.2019.103798_bib21) 2016
Román-González (10.1016/j.compedu.2019.103798_bib83) 2017; 72
Werner (10.1016/j.compedu.2019.103798_bib98) 2012
Leonard (10.1016/j.compedu.2019.103798_bib153) 2018; 69
Flórez (10.1016/j.compedu.2019.103798_bib29) 2017; 87
Angeli (10.1016/j.compedu.2019.103798_bib112) 2019
Adler (10.1016/j.compedu.2019.103798_bib2) 2018; 23
Bower (10.1016/j.compedu.2019.103798_bib11) 2017; 42
Pugnali (10.1016/j.compedu.2019.103798_bib80) 2017; 16
Wing (10.1016/j.compedu.2019.103798_bib100) 2006; 49
Papert (10.1016/j.compedu.2019.103798_bib75) 1980
Repenning (10.1016/j.compedu.2019.103798_bib81) 2010
Lai (10.1016/j.compedu.2019.103798_bib151)
Taylor (10.1016/j.compedu.2019.103798_bib173) 2019; 93
Hennessey (10.1016/j.compedu.2019.103798_bib44) 2017; 6
Weintrop (10.1016/j.compedu.2019.103798_bib96) 2014
Denner (10.1016/j.compedu.2019.103798_bib20) 2012; 58
Jenson (10.1016/j.compedu.2019.103798_bib50) 2016; 14
McMillan (10.1016/j.compedu.2019.103798_bib65) 2013
Basogain (10.1016/j.compedu.2019.103798_bib116) 2018; 80
Ambrosio (10.1016/j.compedu.2019.103798_bib3) 2014
Leonard (10.1016/j.compedu.2019.103798_bib59) 2018; 69
Sung (10.1016/j.compedu.2019.103798_bib172) 2017; 22
Bers (10.1016/j.compedu.2019.103798_bib10) 2014; 72
Flanigan (10.1016/j.compedu.2019.103798_bib28) 2017; 48
Altanis (10.1016/j.compedu.2019.103798_bib111) 2018; 8
Jun (10.1016/j.compedu.2019.103798_bib143) 2014; 26
English (10.1016/j.compedu.2019.103798_bib23) 2018; 20
Mouza (10.1016/j.compedu.2019.103798_bib159) 2017; 33
Peel (10.1016/j.compedu.2019.103798_bib77) 2019
Chen (10.1016/j.compedu.2019.103798_bib16) 2017; 109
Brady (10.1016/j.compedu.2019.103798_bib122) 2017; 60
Selby (10.1016/j.compedu.2019.103798_bib86) 2013
Bagley (10.1016/j.compedu.2019.103798_bib114) 2016; 2
Hadad (10.1016/j.compedu.2019.103798_bib40) 2019
Lui (10.1016/j.compedu.2019.103798_bib61) 2019
Fraenkel (10.1016/j.compedu.2019.103798_bib30) 2015
Hadad (10.1016/j.compedu.2019.103798_bib41) 2014
Mouza (10.1016/j.compedu.2019.103798_bib158) 2016; 48
Tsai (10.1016/j.compedu.2019.103798_bib176) 2017; 25
Korkmaz (10.1016/j.compedu.2019.103798_bib55) 2017; 72
Lui (10.1016/j.compedu.2019.103798_bib155)
Basu (10.1016/j.compedu.2019.103798_bib9) 2016; 11
Jenkins (10.1016/j.compedu.2019.103798_bib49) 2015; 11
Ericsson (10.1016/j.compedu.2019.103798_bib24) 1998; 5
Werner (10.1016/j.compedu.2019.103798_bib97) 2014
Barr (10.1016/j.compedu.2019.103798_bib7) 2011; 2
References_xml – volume: 109
  start-page: 162
  year: 2017
  end-page: 175
  ident: bib16
  article-title: Assessing elementary students' computational thinking in everyday reasoning and robotics programming
  publication-title: Computers & Education
– volume: 14
  start-page: 111
  year: 2016
  end-page: 121
  ident: bib50
  article-title: Exploring media literacy and computational thinking: A game maker curriculum study
  publication-title: Electronic Journal of E-Learning
– volume: 5
  year: 2018
  ident: bib47
  article-title: Teaching computational thinking to English learners
  publication-title: NYS TESOL journal
– year: 2012
  ident: bib14
  article-title: Bebras contest and digital competence assessment: Analysis of frameworks.
– volume: 48
  start-page: 105
  year: 2016
  end-page: 128
  ident: bib91
  article-title: Robotic construction kits as computational manipulatives for learning in the STEM disciplines
  publication-title: Journal of Research on Technology in Education
– volume: 69
  start-page: 386
  year: 2018
  end-page: 407
  ident: bib59
  article-title: Preparing teachers to engage rural students in computational thinking through robotics, game design, and culturally responsive teaching
  publication-title: Journal of Teacher Education
– volume: Vol. 1
  start-page: 25
  year: 2012, April
  ident: bib12
  article-title: New frameworks for studying and assessing the development of computational thinking
  publication-title: Proceedings of the 2012 annual meeting of the American educational research association, vancouver, Canada
– year: 2019
  ident: bib82
  article-title: Synergies and differences in mathematical and computational thinking: Implications for integrated instruction. Interactive Learning Environments
– volume: 49
  start-page: 33
  year: 2006
  end-page: 35
  ident: bib100
  article-title: Computational thinking
  publication-title: Communications of the ACM
– start-page: 215
  year: 2012
  end-page: 220
  ident: bib98
  article-title: February). The fairy performance assessment: Measuring computational thinking in middle school
  publication-title: Proceedings of the 43rd ACM technical symposium on computer science education
– volume: 22
  start-page: 899
  year: 2013
  end-page: 913
  ident: bib89
  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: 2
  start-page: 32
  year: 2011
  end-page: 37
  ident: bib57
  article-title: Computational thinking for youth in practice
  publication-title: Acm Inroads
– 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
– volume: 48
  start-page: 179
  year: 2017
  end-page: 196
  ident: bib28
  article-title: Implicit intelligence beliefs of computer science students: Exploring change across the semester
  publication-title: Contemporary Educational Psychology
– volume: 25
  start-page: 127
  year: 2016
  end-page: 147
  ident: bib95
  article-title: Defining computational thinking for mathematics and science classrooms
  publication-title: Journal of Science Education and Technology
– year: 2017
  ident: bib74
  article-title: Tasks for assessing skills of computational thinking
  publication-title: Paper presented at the proceedings of the 2017 ACM conference on innovation and technology in computer science education
– year: 2015
  ident: bib32
  article-title: Computational thinking test: Design guidelines and content validation
  publication-title: Paper presented at the proceedings of EDULEARN15 conference
– volume: 116
  start-page: 191
  year: 2018
  end-page: 202
  ident: bib22
  article-title: Analysis of the relation between computational thinking skills and various variables with the structural equation model
  publication-title: Computers & Education
– volume: 41
  start-page: 231
  year: 2009
  end-page: 235
  ident: bib73
  article-title: A CS unplugged design pattern
  publication-title: ACM SIGCSE Bulletin
– volume: 26
  start-page: 175
  year: 2017
  end-page: 192
  ident: bib48
  article-title: Effect of robotics on elementary preservice teachers' self-efficacy, science learning, and computational thinking
  publication-title: Journal of Science Education and Technology
– start-page: 269
  year: 2017
  end-page: 288
  ident: bib33
  article-title: Assessing algorithmic and computational thinking in K-12: Lessons from a middle school classroom
  publication-title: Emerging research, practice, and policy on computational thinking
– start-page: 1
  year: 2019
  end-page: 26
  ident: bib107
  article-title: Improving and assessing computational thinking in maker activities: The integration with physics and engineering learning
– volume: 87
  start-page: 834
  year: 2017
  end-page: 860
  ident: bib29
  article-title: Changing a generation's way of thinking: Teaching computational thinking through programming
  publication-title: Review of Educational Research
– volume: 2
  start-page: 48
  year: 2011
  end-page: 54
  ident: bib7
  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: Vol. 1
  year: 1996
  ident: bib76
  publication-title: The connected family: Bridging the digital generation gap
– year: 2013
  ident: bib72
  article-title: Next generation science standards: For states, by states
– volume: 10
  start-page: 1
  year: 2018
  end-page: 29
  ident: bib38
  article-title: The self-efficacy perception scale for computational thinking skill: Validity and reliability study
  publication-title: Turkish Journal of Computer and Mathematics Education
– volume: 39
  start-page: 195
  year: 2007
  end-page: 196
  ident: bib43
  article-title: Computational thinking
  publication-title: ACM SIGCSE Bulletin
– volume: 41
  start-page: 51
  year: 2014
  end-page: 61
  ident: bib62
  article-title: Review on teaching and learning of computational thinking through programming: What is next for K-12?
  publication-title: Computers in Human Behavior
– year: 2012
  ident: bib71
  article-title: A framework for K–12 science education: Practices, crosscutting concepts, and core ideas
– volume: 22
  start-page: 142
  year: 2017
  end-page: 158
  ident: bib90
  article-title: Demystifying computational thinking
  publication-title: Educational Research Review
– year: 2017
  ident: bib58
  article-title: Developing teachers' computational thinking beliefs and engineering practices through game design and robotics
– year: 2019
  ident: bib4
  article-title: How many abilities can we measure in computational thinking?: A study on Bebras challenge
  publication-title: Paper presented at the proceedings of the 50th ACM technical symposium on computer science education
– volume: 20
  start-page: 1
  year: 2018
  end-page: 2
  ident: bib23
  article-title: On MTL's second milestone: Exploring computational thinking and mathematics learning
  publication-title: Mathematical Thinking and Learning
– year: 2013
  ident: bib86
  article-title: Computational thinking: The developing definition
  publication-title: Paper presented at the 18th annual conference on innovation and technology in computer science education, Canterbury
– start-page: 213
  year: 2018
  end-page: 223
  ident: bib27
  article-title: Personal learning journeys: Reflective portfolios as “objects-to-learn-with” in an e-textiles high school class
  publication-title: Constructionism 2018: Constructionism, computational thinking and educational innovation: Conference proceedings
– volume: 11
  start-page: 13
  year: 2016
  ident: bib9
  article-title: Identifying middle school students' challenges in computational thinking-based science learning
  publication-title: Research and Practice in Technology Enhanced Learning
– volume: 141
  start-page: 103607
  year: 2019
  ident: bib108
  article-title: A systematic review of learning computational thinking through Scratch in K-9
  publication-title: Computers & Education
– start-page: 279
  year: 2019
  end-page: 294
  ident: bib26
  article-title: Teaching computational thinking with electronic textiles: Modeling iterative practices and supporting personal projects in exploring computer science
  publication-title: Computational thinking education
– volume: 62
  start-page: 99
  year: 2014
  end-page: 121
  ident: bib99
  article-title: Construction, categorization, and consensus: Student generated computational artifacts as a context for disciplinary reflection
  publication-title: Educational Technology Research & Development
– volume: 53
  start-page: 562
  year: 2016
  end-page: 590
  ident: bib109
  article-title: An exploration of Three-Dimensional Integrated Assessment for computational thinking
  publication-title: Journal of Educational Computing Research
– volume: 27
  start-page: 63
  year: 2019
  end-page: 72
  ident: bib68
  article-title: Robotics to develop computational thinking in early childhood education
  publication-title: Comunicar: Media Education Research Journal
– year: 1980
  ident: bib75
  article-title: Mindstorms: Children, computers, and powerful ideas
– volume: 22
  start-page: 469
  year: 2017
  end-page: 495
  ident: bib88
  article-title: Computing in the curriculum: Challenges and strategies from a teacher's perspective
  publication-title: Education and Information Technologies
– year: 2011
  ident: bib102
  article-title: Research notebook: Computational thinking—what and why
– volume: 18
  start-page: 351
  year: 2013
  end-page: 380
  ident: bib87
  article-title: Integrating computational thinking with K-12 science education using agent-based computation: A theoretical framework
  publication-title: Education and Information Technologies
– volume: 60
  start-page: 305
  year: 2017
  end-page: 313
  ident: bib79
  article-title: Computational creativity exercises: An avenue for promoting learning in computer science
  publication-title: IEEE Transactions on Education
– volume: 1
  start-page: 59
  year: 2009
  end-page: 66
  ident: bib93
  article-title: The Thomson Reuters journal selection process
  publication-title: Transnational Corporations Review
– year: 2013
  ident: bib65
  article-title: Classroom assessment: Principles and practice for effective instruction
– volume: 72
  start-page: 678
  year: 2017
  end-page: 691
  ident: bib83
  article-title: Which cognitive abilities underlie computational thinking? Criterion validity of the computational thinking test
  publication-title: Computers in Human Behavior
– year: 2017
  ident: bib67
  article-title: Towards data-driven learning paths to develop computational thinking with scratch
  publication-title: IEEE Transactions on Emerging Topics in Computing
– volume: 6
  start-page: 79
  year: 2017
  end-page: 96
  ident: bib44
  article-title: Hiding in plain sight: Identifying computational thinking in the Ontario elementary school curriculum
  publication-title: Journal of Curriculum and Teaching
– start-page: 265
  year: 2010
  end-page: 269
  ident: bib81
  article-title: March). Scalable game design and the development of a checklist for getting computational thinking into public schools
  publication-title: Proceedings of the 41st ACM technical symposium on Computer science education
– volume: 4
  start-page: 583
  year: 2016
  ident: bib52
  article-title: A framework for computational thinking based on a systematic research review
  publication-title: Baltic Journal of Modern Computing
– year: 2010
  ident: bib18
  article-title: Demystifying computational thinking for non-computer scientists
– volume: 45
  start-page: 46
  year: 2017
  end-page: 53
  ident: bib64
  article-title: Libraries as facilitators of coding for all
  publication-title: Knowledge Quest
– volume: 54
  start-page: 997
  year: 2016
  end-page: 1021
  ident: bib15
  article-title: Preservice teachers' introduction to computing: Exploring utilization of scratch
  publication-title: Journal of Educational Computing Research
– volume: 14
  start-page: 5
  year: 2014
  ident: bib106
  article-title: Computational thinking in elementary and secondary teacher education
  publication-title: ACM Transactions on Computing Education
– year: 2015
  ident: bib46
  article-title: CT leadership toolkit
– volume: 44
  start-page: 108
  year: 2019
  end-page: 121
  ident: bib66
  article-title: Building capacity for computational thinking in youth through informal education
  publication-title: Journal of Museum Education
– volume: 42
  start-page: 53
  year: 2017
  end-page: 72
  ident: bib11
  article-title: Improving the computational thinking pedagogical capabilities of school teachers
  publication-title: Australian Journal of Teacher Education
– year: 2014
  ident: bib51
  article-title: Embedding computational thinking in science, technology, engineering, and math (CT-STEM)
  publication-title: Paper presented at the future directions in computer science education summit meeting, Orlando, FL
– start-page: 239
  year: 2010
  end-page: 243
  ident: bib104
  article-title: March). Computational thinking via interactive journalism in middle school
  publication-title: Proceedings of the 41st ACM technical symposium on Computer science education
– year: 2019
  ident: bib77
  article-title: Learning natural selection through computational thinking: Unplugged design of algorithmic explanations
  publication-title: Journal of Research in Science Teaching
– year: 2015
  ident: bib30
  article-title: How to design and evaluate research in education
– volume: 42
  start-page: 38
  year: 2013
  end-page: 43
  ident: bib35
  article-title: Computational thinking in K–12: A review of the state of the field
  publication-title: Educational Researcher
– volume: 97
  start-page: 129
  year: 2016
  end-page: 141
  ident: bib85
  article-title: Visual programming languages integrated across the curriculum in elementary school: A two year case study using “scratch” in five schools
  publication-title: Computers & Education
– year: 2014
  ident: bib97
  article-title: Using computer game programming to teach computational thinking skills
  publication-title: Paper presented at the Learning, education and games
– year: 2018
  ident: bib36
  article-title: Computational thinking: A competency whose time has come. Computer science education: Perspectives on teaching and learning in school
– start-page: 1568
  year: 2014
  end-page: 1578
  ident: bib41
  article-title: Assessing computational thinking
  publication-title: Encyclopedia of information science and technology
– year: 2014
  ident: bib96
  article-title: Interactive assessment tools for computational thinking in High School STEM classrooms
  publication-title: Paper presented at the international conference on intelligent Technologies for interactive entertainment
– volume: 11
  start-page: 29
  year: 2018
  end-page: 42
  ident: bib42
  article-title: Defining a new 21st century skill-computational thinking: Concepts and trends
  publication-title: International Education Studies
– volume: 72
  start-page: 558
  year: 2017
  end-page: 569
  ident: bib55
  article-title: A validity and reliability study of the computational thinking scales (CTS)
  publication-title: Computers in Human Behavior
– volume: 11
  start-page: 9
  year: 2011
  ident: bib103
  article-title: Computational thinking and expository writing in the middle school
  publication-title: ACM Transactions on Computing Education
– volume: 20
  start-page: 3
  year: 2018
  end-page: 31
  ident: bib1
  article-title: Computational literacy and “the big picture” concerning computers in mathematics education
  publication-title: Mathematical Thinking and Learning
– year: 2014
  ident: bib3
  article-title: Exploring core cognitive skills of Computational Thinking
  publication-title: Paper presented at the psychology of programming interest group Annual conference 2014 (PPIG 2014)
– start-page: 1
  year: 2019
  end-page: 12
  ident: bib40
  article-title: Practicing formative assessment for computational thinking in making environments
  publication-title: Journal of Science Education and Technology
– start-page: 1
  year: 2019
  end-page: 18
  ident: bib61
  article-title: Communicating computational concepts and practices within high school students' portfolios of making electronic textiles
  publication-title: Interactive Learning Environments
– start-page: 1051
  year: 2017
  end-page: 1067
  ident: bib105
  article-title: Computational thinking as an emerging competence domain
  publication-title: Competence-based vocational and professional education
– volume: 78
  start-page: 13649
  year: 2019
  end-page: 13673
  ident: bib94
  article-title: Fostering computational thinking through collaborative game-based learning
  publication-title: Multimedia Tools and Applications
– volume: 59
  year: 2017
  ident: bib13
  article-title: A metasynthesis of the complementarity of culturally responsive and inquiry‐based science education in k‐12 settings: Implications for advancing equitable science teaching and learning
  publication-title: Journal of Research in Science Teaching
– year: 2016
  ident: bib21
  article-title: Task-based assessment of students' computational thinking skills developed through visual programming or tangible coding environments
– volume: 16
  start-page: 171
  year: 2017
  end-page: 193
  ident: bib80
  article-title: The impact of user Interface on young children's computational thinking
  publication-title: Journal of Information Technology Education: Innovations in Practice
– volume: 20
  start-page: 75
  year: 2018
  end-page: 89
  ident: bib78
  article-title: Cultivating computational thinking practices and mathematical habits of mind in Lattice Land
  publication-title: Mathematical Thinking and Learning
– volume: 32
  start-page: 576
  year: 2016
  end-page: 593
  ident: bib25
  article-title: An analysis of young students' thinking when completing basic coding tasks using Scratch Jnr. On the iPad
  publication-title: Journal of Computer Assisted Learning
– volume: 5
  start-page: 178
  year: 1998
  end-page: 186
  ident: bib24
  article-title: How to study thinking in everyday life: Contrasting think-aloud protocols with descriptions and explanations of thinking
  publication-title: Mind, Culture and Activity
– year: 2008
  ident: bib19
  article-title: Bebras international contest on informatics and computer literacy: Criteria for good tasks
  publication-title: Paper presented at the 3rd international conference on informatics in secondary schools - evolution and perspectives: Informatics education - supporting computational thinking torun, Poland
– volume: 3
  start-page: 2
  year: 2012
  end-page: 10
  ident: bib63
  article-title: Application of the occupational analysis of computational thinking-enabled STEM professionals as a program assessment tool
  publication-title: The Journal of Computational Science Education
– volume: 366
  start-page: 3717
  year: 2008
  end-page: 3725
  ident: bib101
  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: 26
  start-page: 386
  year: 2018
  end-page: 401
  ident: bib31
  article-title: Programming video games and simulations in science education: Exploring computational thinking through code analysis
  publication-title: Interactive Learning Environments
– volume: 34
  start-page: 18
  year: 2018
  end-page: 30
  ident: bib54
  article-title: Makerspaces across settings: Didactic design for programming in formal and informal teacher education in the nordic countries
  publication-title: Journal of Digital Learning in Teacher Education
– volume: 75
  start-page: 661
  year: 2016
  end-page: 670
  ident: bib5
  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: 27
  start-page: 5
  year: 2017
  end-page: 53
  ident: bib8
  article-title: Learner modeling for adaptive scaffolding in a Computational Thinking-based science learning environment
  publication-title: User Modeling and User-Adapted Interaction
– volume: 29
  start-page: 9
  year: 2018
  end-page: 29
  ident: bib53
  article-title: Exploring elementary teachers' pedagogical content knowledge and confidence in implementing the NGSS science and engineering practices
  publication-title: Journal of Science Teacher Education
– year: 2010
  ident: bib69
  article-title: Committee for the Workshops on Computational Thinking: Report of a workshop on the scope and nature of computational thinking
– start-page: 269
  year: 2017
  end-page: 288
  ident: bib34
  article-title: Assessing algorithmic and computational thinking in K-12: Lessons from a middle school classroom. Emerging research, practice, and policy on computational thinking
– volume: 23
  start-page: 1501
  year: 2018
  end-page: 1514
  ident: bib2
  article-title: Enhancing future K-8 teachers' computational thinking skills through modeling and simulations
  publication-title: Education and Information Technologies
– volume: 25
  start-page: 199
  year: 2015
  end-page: 237
  ident: bib37
  article-title: Designing for deeper learning in a blended computer science course for middle school students
  publication-title: Computer Science Education
– volume: 38
  start-page: 20
  year: 2011
  end-page: 23
  ident: bib6
  article-title: Computational thinking: A digital age skill for everyone
  publication-title: Learning and Leading with Technology
– volume: 58
  start-page: 240
  year: 2012
  end-page: 249
  ident: bib20
  article-title: Computer games created by middle school girls: Can they be used to measure understanding of computer science concepts?
  publication-title: Computers & Education
– volume: 78
  start-page: 8
  year: 2019
  end-page: 13
  ident: bib92
  article-title: Fostering computational thinking in technology and engineering education: An unplugged hands-on engineering design approach
  publication-title: Technology and Engineering Teacher
– volume: 11
  year: 2015
  ident: bib49
  article-title: Poem generator: A comparative quantitative evaluation of a microworlds-based learning approach for teaching English
  publication-title: International Journal of Education and Development using ICT
– year: 2011
  ident: bib17
  article-title: Operational definition of computational thinking for K–12 education
– volume: 126
  start-page: 296
  year: 2018
  end-page: 310
  ident: bib45
  article-title: How to learn and how to teach computational thinking: Suggestions based on a review of the literature
  publication-title: Computers & Education
– volume: 5
  start-page: 64
  year: 2014
  end-page: 71
  ident: bib56
  article-title: Integrating computational thinking across the K--8 curriculum
  publication-title: Acm Inroads
– year: 2011
  ident: bib70
  article-title: Committee for the Workshops on Computational Thinking: Report of a workshop of pedagogical aspects of computational thinking
– volume: 39
  start-page: 369
  year: 2002
  end-page: 393
  ident: bib84
  article-title: On the evaluation of systemic science education reform: Searching for instructional sensitivity
  publication-title: Journal of Research in Science Teaching: The Official Journal of the National Association for Research in Science Teaching
– volume: 2
  start-page: 41
  year: 2018
  end-page: 60
  ident: bib60
  article-title: Computational thinking in education: Where does it fit? A systematic literary review
  publication-title: International Journal of Computer Sciences and Engineering Systems
– volume: 22
  start-page: 469
  issue: 2
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib88
  article-title: Computing in the curriculum: Challenges and strategies from a teacher's perspective
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-016-9482-0
– volume: 12
  start-page: 1
  issue: 2
  year: 2010
  ident: 10.1016/j.compedu.2019.103798_bib120
  article-title: The TangibleK robotics program: Applied computational thinking for young children
  publication-title: Early Childhood Research & Practice
– volume: 57
  start-page: 3
  issue: 1
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib175
  article-title: Computational thinking equity in elementary classrooms: What third-grade students know and can do
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/0735633117743918
– volume: 5
  start-page: 178
  issue: 3
  year: 1998
  ident: 10.1016/j.compedu.2019.103798_bib24
  article-title: How to study thinking in everyday life: Contrasting think-aloud protocols with descriptions and explanations of thinking
  publication-title: Mind, Culture and Activity
  doi: 10.1207/s15327884mca0503_3
– volume: 59
  issue: 9
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib13
  article-title: A metasynthesis of the complementarity of culturally responsive and inquiry‐based science education in k‐12 settings: Implications for advancing equitable science teaching and learning
  publication-title: Journal of Research in Science Teaching
  doi: 10.1002/tea.21401
– volume: 25
  start-page: 762
  issue: 6
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib176
  article-title: Exploring the effects of web-mediated computational thinking on developing students' computing skills in a ubiquitous learning environment
  publication-title: Interactive Learning Environments
  doi: 10.1080/10494820.2016.1181093
– volume: 2
  start-page: 48
  issue: 1
  year: 2011
  ident: 10.1016/j.compedu.2019.103798_bib7
  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: 78
  start-page: 13649
  issue: 10
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib94
  article-title: Fostering computational thinking through collaborative game-based learning
  publication-title: Multimedia Tools and Applications
  doi: 10.1007/s11042-019-7229-9
– volume: 8
  start-page: 359
  issue: 3
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib183
  article-title: Examining the relationship between digital game preferences and computational thinking skills
  publication-title: Contemporary Educational Technology
– volume: 80
  start-page: 470
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib156
  article-title: Learning computational thinking and scratch at distance
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2017.09.025
– volume: 8
  start-page: 15
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib111
  article-title: Systematic design and rapid development of motion-based touchless games for enhancing students' thinking skills
  publication-title: Education Sciences
  doi: 10.3390/educsci8010018
– volume: 53
  start-page: 562
  issue: 4
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib185
  article-title: An exploration of Three-Dimensional Integrated Assessment for computational thinking
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/0735633115608444
– year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib36
– volume: 25
  start-page: 199
  issue: 2
  year: 2015
  ident: 10.1016/j.compedu.2019.103798_bib37
  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
– year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib51
  article-title: Embedding computational thinking in science, technology, engineering, and math (CT-STEM)
– year: 2015
  ident: 10.1016/j.compedu.2019.103798_bib46
– volume: 27
  start-page: 1
  issue: 1
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib154
  article-title: Understanding problem solving behavior of 6-8 graders in a debugging game
  publication-title: Computer Science Education
  doi: 10.1080/08993408.2017.1308651
– volume: 24
  start-page: 1615
  issue: 2
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib136
  article-title: STEM teaching intention and computational thinking skills of pre-service teachers
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-018-9849-5
– volume: 48
  start-page: 84
  issue: 2
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib158
  article-title: Development, implementation, and outcomes of an equitable computer science after-school program: Findings from middle-school students
  publication-title: Journal of Research on Technology in Education
  doi: 10.1080/15391523.2016.1146561
– volume: 26
  start-page: 175
  issue: 2
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib48
  article-title: Effect of robotics on elementary preservice teachers' self-efficacy, science learning, and computational thinking
  publication-title: Journal of Science Education and Technology
  doi: 10.1007/s10956-016-9663-z
– volume: 3
  start-page: 2
  issue: 1
  year: 2012
  ident: 10.1016/j.compedu.2019.103798_bib63
  article-title: Application of the occupational analysis of computational thinking-enabled STEM professionals as a program assessment tool
  publication-title: The Journal of Computational Science Education
  doi: 10.22369/issn.2153-4136/3/1/1
– volume: 48
  start-page: 179
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib28
  article-title: Implicit intelligence beliefs of computer science students: Exploring change across the semester
  publication-title: Contemporary Educational Psychology
  doi: 10.1016/j.cedpsych.2016.10.003
– volume: 46
  start-page: 277
  issue: 3
  year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib130
  article-title: Pair programming: Under what conditions is it advantageous for middle school students?
  publication-title: Journal of Research on Technology in Education
  doi: 10.1080/15391523.2014.888272
– volume: 26
  start-page: 175
  issue: 2
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib141
  article-title: Effect of robotics on elementary preservice teachers' self-efficacy, science learning, and computational thinking
  publication-title: Journal of Science Education and Technology
  doi: 10.1007/s10956-016-9663-z
– volume: 72
  start-page: 678
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib166
  article-title: Which cognitive abilities underlie computational thinking? Criterion validity of the computational thinking test
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2016.08.047
– volume: 22
  start-page: 443
  issue: 3
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib172
  article-title: Introducing computational thinking to young learners: Practicing computational perspectives through embodiment in mathematics education
  publication-title: Technology, Knowledge and Learning
  doi: 10.1007/s10758-017-9328-x
– year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib97
  article-title: Using computer game programming to teach computational thinking skills
– volume: 27
  start-page: 5
  issue: 1
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib117
  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: 62
  start-page: 99
  issue: 1
  year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib178
  article-title: Construction, categorization, and consensus: Student generated computational artifacts as a context for disciplinary reflection
  publication-title: Educational Technology Research & Development
  doi: 10.1007/s11423-013-9327-0
– start-page: 239
  year: 2010
  ident: 10.1016/j.compedu.2019.103798_bib104
  article-title: March). Computational thinking via interactive journalism in middle school
– volume: 26
  start-page: 319
  issue: 4
  year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib143
  article-title: Assessing the computational literacy of elementary students on a national level in Korea
  publication-title: Educational Assessment, Evaluation and Accountability
  doi: 10.1007/s11092-013-9185-7
– year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib139
  article-title: Using robot-based practices to develop an activity that incorporated the 6e model to improve elementary school students' learning performances
  publication-title: Interactive Learning Environments
  doi: 10.1080/10494820.2019.1636090
– year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib74
  article-title: Tasks for assessing skills of computational thinking
– volume: 366
  start-page: 3717
  issue: 1881
  year: 2008
  ident: 10.1016/j.compedu.2019.103798_bib101
  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: 109
  start-page: 162
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib16
  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: 2019
  ident: 10.1016/j.compedu.2019.103798_bib4
  article-title: How many abilities can we measure in computational thinking?: A study on Bebras challenge
– year: 2015
  ident: 10.1016/j.compedu.2019.103798_bib30
– volume: 15
  start-page: 128
  issue: 3
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib135
  article-title: You have got a (different) friend in me: Asymmetrical roles in gaming as potential ambassadors of computational and cooperative thinking
  publication-title: E-Learning and Digital Media
  doi: 10.1177/2042753018757757
– year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib161
  article-title: Learning natural selection through computational thinking: Unplugged design of algorithmic explanations
  publication-title: Journal of Research in Science Teaching
  doi: 10.1002/tea.21545
– start-page: 265
  year: 2010
  ident: 10.1016/j.compedu.2019.103798_bib81
  article-title: March). Scalable game design and the development of a checklist for getting computational thinking into public schools
– volume: 14
  start-page: 1
  issue: 4
  year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib184
  article-title: A qualitative study of students' computational thinking skills in a data-driven computing class
  publication-title: ACM Transactions on Computing Education
  doi: 10.1145/2676660
– volume: Vol. 1
  year: 1996
  ident: 10.1016/j.compedu.2019.103798_bib76
– start-page: 1568
  year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib41
  article-title: Assessing computational thinking
– volume: 19
  start-page: 277
  issue: 1
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib115
  article-title: Alexander meets michotte: A simulation tool based on pattern programming and phenomenology
  publication-title: Educational Technology & Society
– volume: 72
  start-page: 678
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib83
  article-title: Which cognitive abilities underlie computational thinking? Criterion validity of the computational thinking test
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2016.08.047
– volume: 2
  start-page: 32
  issue: 1
  year: 2011
  ident: 10.1016/j.compedu.2019.103798_bib57
  article-title: Computational thinking for youth in practice
  publication-title: Acm Inroads
  doi: 10.1145/1929887.1929902
– volume: 1
  start-page: n4
  issue: 4
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib142
  article-title: Classroom talk and computational thinking
  publication-title: International Journal of Computer Sciences and Engineering Systems
– ident: 10.1016/j.compedu.2019.103798_bib150
– start-page: 1
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib107
– volume: 42
  start-page: 53
  issue: 3
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib121
  article-title: Improving the computational thinking pedagogical capabilities of school teachers
  publication-title: Australian Journal of Teacher Education
  doi: 10.14221/ajte.2017v42n3.4
– volume: 127
  start-page: 178
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib145
  article-title: A study of primary school students' interest, collaboration attitude, and programming empowerment in computational thinking education
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2018.08.026
– volume: 97
  start-page: 129
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib169
  article-title: Visual programming languages integrated across the curriculum in elementary school: A two year case study using “scratch” in five schools
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2016.03.003
– volume: 54
  start-page: 108
  issue: 1
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib163
  article-title: Gaming in second life via Scratch4SL: Engaging high school students in programming courses
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/0735633115612785
– volume: 48
  start-page: 393
  issue: 3
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib118
  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 & Technology
  doi: 10.1080/0020739X.2016.1254296
– volume: 32
  start-page: 1
  issue: 3
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib131
  article-title: Exploration of computational thinking of software engineering novice students based on solving computer science tasks
  publication-title: International Journal of Engineering Education
– volume: 25
  start-page: 127
  issue: 1
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib95
  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: 2
  start-page: 41
  issue: 1
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib60
  article-title: Computational thinking in education: Where does it fit? A systematic literary review
  publication-title: International Journal of Computer Sciences and Engineering Systems
– year: 2012
  ident: 10.1016/j.compedu.2019.103798_bib14
– volume: 35
  start-page: 69
  issue: 2
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib144
  article-title: Contextual factors influencing access to teaching computational thinking
  publication-title: Computers in the Schools
  doi: 10.1080/07380569.2018.1462630
– year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib179
  article-title: Exploring children's perceptions of developing twenty-first century skills through computational thinking and programming
  publication-title: Interactive Learning Environments
– year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib82
– volume: 109
  start-page: 162
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib127
  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: 2008
  ident: 10.1016/j.compedu.2019.103798_bib19
  article-title: Bebras international contest on informatics and computer literacy: Criteria for good tasks
– volume: 69
  start-page: 386
  issue: 4
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib153
  article-title: Preparing teachers to engage rural students in computational thinking through robotics, game design, and culturally responsive teaching
  publication-title: Journal of Teacher Education
  doi: 10.1177/0022487117732317
– volume: 41
  start-page: 51
  year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib62
  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: 22
  start-page: 142
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib90
  article-title: Demystifying computational thinking
  publication-title: Educational Research Review
  doi: 10.1016/j.edurev.2017.09.003
– volume: 62
  start-page: 99
  issue: 1
  year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib99
  article-title: Construction, categorization, and consensus: Student generated computational artifacts as a context for disciplinary reflection
  publication-title: Educational Technology Research & Development
  doi: 10.1007/s11423-013-9327-0
– volume: 14
  start-page: 175
  issue: 2
  year: 2015
  ident: 10.1016/j.compedu.2019.103798_bib129
  article-title: Testing algorithmic skills in traditional and non-traditional programming environments
  publication-title: Informatics in Education
  doi: 10.15388/infedu.2015.11
– year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib180
  article-title: Analysing computational thinking in collaborative programming: A quantitative ethnography approach
  publication-title: Journal of Computer Assisted Learning
  doi: 10.1111/jcal.12348
– volume: 39
  start-page: 195
  issue: 1
  year: 2007
  ident: 10.1016/j.compedu.2019.103798_bib43
  article-title: Computational thinking
  publication-title: ACM SIGCSE Bulletin
  doi: 10.1145/1227504.1227378
– start-page: 1
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib61
  article-title: Communicating computational concepts and practices within high school students' portfolios of making electronic textiles
  publication-title: Interactive Learning Environments
– start-page: 215
  year: 2012
  ident: 10.1016/j.compedu.2019.103798_bib98
  article-title: February). The fairy performance assessment: Measuring computational thinking in middle school
– volume: 45
  start-page: 46
  issue: 3
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib64
  article-title: Libraries as facilitators of coding for all
  publication-title: Knowledge Quest
– volume: 22
  start-page: 899
  issue: 6
  year: 2013
  ident: 10.1016/j.compedu.2019.103798_bib89
  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
– volume: Vol. 1
  start-page: 25
  year: 2012
  ident: 10.1016/j.compedu.2019.103798_bib12
  article-title: New frameworks for studying and assessing the development of computational thinking
– volume: 60
  start-page: 59
  issue: 1
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib122
  article-title: All roads lead to computing: Making, participatory simulations, and social computing as pathways to computer science
  publication-title: IEEE Transactions on Education
  doi: 10.1109/TE.2016.2622680
– volume: 5
  start-page: 64
  issue: 4
  year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib56
  article-title: Integrating computational thinking across the K--8 curriculum
  publication-title: Acm Inroads
  doi: 10.1145/2684721.2684736
– volume: 39
  start-page: 369
  issue: 5
  year: 2002
  ident: 10.1016/j.compedu.2019.103798_bib84
  article-title: On the evaluation of systemic science education reform: Searching for instructional sensitivity
  publication-title: Journal of Research in Science Teaching: The Official Journal of the National Association for Research in Science Teaching
  doi: 10.1002/tea.10027
– volume: 6
  start-page: 6
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib146
  article-title: Adapting computational thinking scale (CTS) for Chinese high school students and their thinking scale skills level
  publication-title: Online Submission
– volume: 72
  start-page: 145
  year: 2014
  ident: 10.1016/j.compedu.2019.103798_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
– start-page: 279
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib26
  article-title: Teaching computational thinking with electronic textiles: Modeling iterative practices and supporting personal projects in exploring computer science
– year: 2013
  ident: 10.1016/j.compedu.2019.103798_bib72
– start-page: 269
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib34
– volume: 97
  start-page: 129
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib85
  article-title: Visual programming languages integrated across the curriculum in elementary school: A two year case study using “scratch” in five schools
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2016.03.003
– volume: 41
  start-page: 231
  issue: 1
  year: 2009
  ident: 10.1016/j.compedu.2019.103798_bib73
  article-title: A CS unplugged design pattern
  publication-title: ACM SIGCSE Bulletin
  doi: 10.1145/1539024.1508951
– volume: 2
  start-page: 83
  issue: 1
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib114
  article-title: Students' use of computational thinking in linear algebra
  publication-title: International Journal of Research in Undergraduate Mathematics Education
  doi: 10.1007/s40753-015-0022-x
– volume: 49
  start-page: 33
  issue: 3
  year: 2006
  ident: 10.1016/j.compedu.2019.103798_bib100
  article-title: Computational thinking
  publication-title: Communications of the ACM
  doi: 10.1145/1118178.1118215
– volume: 32
  start-page: 576
  issue: 6
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib25
  article-title: An analysis of young students' thinking when completing basic coding tasks using Scratch Jnr. On the iPad
  publication-title: Journal of Computer Assisted Learning
  doi: 10.1111/jcal.12155
– volume: 18
  start-page: 351
  issue: 2
  year: 2013
  ident: 10.1016/j.compedu.2019.103798_bib87
  article-title: Integrating computational thinking with K-12 science education using agent-based computation: A theoretical framework
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-012-9240-x
– volume: 4
  start-page: 583
  issue: 3
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib52
  article-title: A framework for computational thinking based on a systematic research review
  publication-title: Baltic Journal of Modern Computing
– volume: 27
  start-page: 5
  issue: 1
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib8
  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: 26
  start-page: 411
  issue: 3
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib138
  article-title: Professional knowledge building within an elementary teacher professional development experience on computational thinking in science education
  publication-title: Journal of Technology and Teacher Education
– volume: 34
  start-page: 18
  issue: 1
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib54
  article-title: Makerspaces across settings: Didactic design for programming in formal and informal teacher education in the nordic countries
  publication-title: Journal of Digital Learning in Teacher Education
  doi: 10.1080/21532974.2017.1387831
– volume: 58
  start-page: 240
  issue: 1
  year: 2012
  ident: 10.1016/j.compedu.2019.103798_bib20
  article-title: Computer games created by middle school girls: Can they be used to measure understanding of computer science concepts?
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2011.08.006
– volume: 5
  issue: 2
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib47
  article-title: Teaching computational thinking to English learners
  publication-title: NYS TESOL journal
– volume: 23
  start-page: 1501
  issue: 4
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib2
  article-title: Enhancing future K-8 teachers' computational thinking skills through modeling and simulations
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-017-9675-1
– year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib3
  article-title: Exploring core cognitive skills of Computational Thinking
– volume: 27
  start-page: 63
  issue: 59
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib68
  article-title: Robotics to develop computational thinking in early childhood education
  publication-title: Comunicar: Media Education Research Journal
  doi: 10.3916/C59-2019-06
– volume: 116
  start-page: 191
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib22
  article-title: Analysis of the relation between computational thinking skills and various variables with the structural equation model
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2017.09.004
– volume: 16
  start-page: 171
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib80
  article-title: The impact of user Interface on young children's computational thinking
  publication-title: Journal of Information Technology Education: Innovations in Practice
– start-page: 1051
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib105
  article-title: Computational thinking as an emerging competence domain
– volume: 11
  start-page: 9
  issue: 2
  year: 2011
  ident: 10.1016/j.compedu.2019.103798_bib103
  article-title: Computational thinking and expository writing in the middle school
  publication-title: ACM Transactions on Computing Education
  doi: 10.1145/1993069.1993073
– volume: 19
  start-page: 918
  issue: 6
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib123
  article-title: ‘Machines don't have instincts': Articulating the computational in journalism
  publication-title: New Media & Society
  doi: 10.1177/1461444815624182
– volume: 78
  start-page: 8
  issue: 5
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib92
  article-title: Fostering computational thinking in technology and engineering education: An unplugged hands-on engineering design approach
  publication-title: Technology and Engineering Teacher
– volume: 11
  start-page: 15
  issue: 4
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib181
  article-title: Educational game design as gateway for operationalizing computational thinking skills among middle school students
  publication-title: International Education Studies
  doi: 10.5539/ies.v11n4p15
– volume: 69
  start-page: 386
  issue: 4
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib59
  article-title: Preparing teachers to engage rural students in computational thinking through robotics, game design, and culturally responsive teaching
  publication-title: Journal of Teacher Education
  doi: 10.1177/0022487117732317
– volume: 42
  start-page: 38
  issue: 1
  year: 2013
  ident: 10.1016/j.compedu.2019.103798_bib35
  article-title: Computational thinking in K–12: A review of the state of the field
  publication-title: Educational Researcher
  doi: 10.3102/0013189X12463051
– year: 1980
  ident: 10.1016/j.compedu.2019.103798_bib75
– year: 2011
  ident: 10.1016/j.compedu.2019.103798_bib102
– volume: 20
  start-page: 32
  issue: 1
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib134
  article-title: Group theory, computational thinking, and young mathematicians
  publication-title: Mathematical Thinking and Learning: International Journal
  doi: 10.1080/10986065.2018.1403542
– volume: 93
  start-page: 99
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib173
  article-title: Grouping matters in computational robotic activities
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2018.12.010
– volume: 54
  start-page: 997
  issue: 7
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib15
  article-title: Preservice teachers' introduction to computing: Exploring utilization of scratch
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/0735633116642774
– year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib112
  article-title: Developing young children's computational thinking with educational robotics: An interaction effect between gender and scaffolding strategy
  publication-title: Computers in Human Behavior
– volume: 93
  start-page: 131
  issue: 1
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib128
  article-title: Puzzle based algorithm learning for cultivating computational thinking
  publication-title: Wireless Personal Communications
  doi: 10.1007/s11277-016-3679-9
– year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib96
  article-title: Interactive assessment tools for computational thinking in High School STEM classrooms
– volume: 126
  start-page: 296
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib45
  article-title: How to learn and how to teach computational thinking: Suggestions based on a review of the literature
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2018.07.004
– volume: 26
  start-page: 353
  issue: 3
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib126
  article-title: Pre-service teachers' perceptions of computational thinking
  publication-title: Journal of Technology and Teacher Education
– year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib157
  article-title: Towards data-driven learning paths to develop computational thinking with scratch
  publication-title: IEEE Transactions on Emerging Topics in Computing
– volume: 25
  start-page: 127
  issue: 1
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib177
  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: 26
  start-page: 27
  issue: 1
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib125
  article-title: Learning sorting algorithms through visualization construction
  publication-title: Computer Science Education
  doi: 10.1080/08993408.2016.1160664
– volume: 80
  start-page: 412
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib116
  article-title: Computational thinking in pre-university blended learning classrooms
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2017.04.058
– year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib58
– volume: 20
  start-page: 75
  issue: 1
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib78
  article-title: Cultivating computational thinking practices and mathematical habits of mind in Lattice Land
  publication-title: Mathematical Thinking and Learning
  doi: 10.1080/10986065.2018.1403543
– ident: 10.1016/j.compedu.2019.103798_bib160
– volume: 26
  start-page: 389
  issue: 4–6
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib174
  article-title: Exploring the difficulties African-American middle school girls face enacting computational algorithmic thinking over three years while designing games for social change
  publication-title: Computer Supported Cooperative Work
  doi: 10.1007/s10606-017-9292-y
– year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib21
– volume: 72
  start-page: 558
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib55
  article-title: A validity and reliability study of the computational thinking scales (CTS)
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2017.01.005
– volume: 11
  start-page: 96
  issue: 1
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib124
  article-title: Active learning environments with robotic tangibles: Children's physical and virtual spatial programming experiences
  publication-title: IEEE Transactions on Learning Technologies
  doi: 10.1109/TLT.2017.2724031
– year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib164
– year: 2013
  ident: 10.1016/j.compedu.2019.103798_bib86
  article-title: Computational thinking: The developing definition
– volume: 1
  start-page: 65
  issue: 2
  year: 2011
  ident: 10.1016/j.compedu.2019.103798_bib119
  article-title: Collaborative strategic board games as a site for distributed computational thinking
  publication-title: International Journal of Game-Based Learning
  doi: 10.4018/ijgbl.2011040105
– year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib77
  article-title: Learning natural selection through computational thinking: Unplugged design of algorithmic explanations
  publication-title: Journal of Research in Science Teaching
  doi: 10.1002/tea.21545
– volume: 25
  start-page: 860
  issue: 6
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib152
  article-title: Using robotics and game design to enhance children's self-efficacy, STEM attitudes, and computational thinking skills
  publication-title: Journal of Science Education and Technology
  doi: 10.1007/s10956-016-9628-2
– year: 2011
  ident: 10.1016/j.compedu.2019.103798_bib17
– year: 2012
  ident: 10.1016/j.compedu.2019.103798_bib71
– volume: 75
  start-page: 661
  issue: Part B
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib5
  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: 26
  start-page: 386
  issue: 3
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib31
  article-title: Programming video games and simulations in science education: Exploring computational thinking through code analysis
  publication-title: Interactive Learning Environments
  doi: 10.1080/10494820.2017.1337036
– year: 2013
  ident: 10.1016/j.compedu.2019.103798_bib65
– volume: 14
  start-page: 5
  issue: 1
  year: 2014
  ident: 10.1016/j.compedu.2019.103798_bib106
  article-title: Computational thinking in elementary and secondary teacher education
  publication-title: ACM Transactions on Computing Education
  doi: 10.1145/2576872
– volume: 10
  start-page: 1
  issue: 1
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib38
  article-title: The self-efficacy perception scale for computational thinking skill: Validity and reliability study
  publication-title: Turkish Journal of Computer and Mathematics Education
– start-page: 1
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib40
  article-title: Practicing formative assessment for computational thinking in making environments
  publication-title: Journal of Science Education and Technology
– volume: 20
  start-page: 3
  issue: 1
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib1
  article-title: Computational literacy and “the big picture” concerning computers in mathematics education
  publication-title: Mathematical Thinking and Learning
  doi: 10.1080/10986065.2018.1403544
– year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib165
  article-title: Computational thinking and mathematics using scratch: An experiment with sixth-grade students
  publication-title: Interactive Learning Environments
– volume: 23
  start-page: 1501
  issue: 4
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib110
  article-title: Enhancing future K-8 teachers' computational thinking skills through modeling and simulations
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-017-9675-1
– volume: 44
  start-page: 108
  issue: 1
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib66
  article-title: Building capacity for computational thinking in youth through informal education
  publication-title: Journal of Museum Education
  doi: 10.1080/10598650.2018.1558656
– volume: 27
  start-page: 628
  issue: 5–6
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib137
  article-title: Creativity in the acquisition of computational thinking
  publication-title: Interactive Learning Environments
  doi: 10.1080/10494820.2019.1610451
– volume: 87
  start-page: 834
  issue: 4
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib29
  article-title: Changing a generation's way of thinking: Teaching computational thinking through programming
  publication-title: Review of Educational Research
  doi: 10.3102/0034654317710096
– ident: 10.1016/j.compedu.2019.103798_bib155
– volume: 33
  start-page: 61
  issue: 3
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib159
  article-title: Resetting educational technology coursework for pre-service teachers: A computational thinking approach to the development of technological pedagogical content knowledge (TPACK)
  publication-title: Australasian Journal of Educational Technology
  doi: 10.14742/ajet.3521
– year: 2011
  ident: 10.1016/j.compedu.2019.103798_bib70
– issue: 99
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib67
  article-title: Towards data-driven learning paths to develop computational thinking with scratch
  publication-title: IEEE Transactions on Emerging Topics in Computing
– volume: 141
  start-page: 103607
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib108
  article-title: A systematic review of learning computational thinking through Scratch in K-9
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2019.103607
– volume: 42
  start-page: 53
  issue: 3
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib11
  article-title: Improving the computational thinking pedagogical capabilities of school teachers
  publication-title: Australian Journal of Teacher Education
  doi: 10.14221/ajte.2017v42n3.4
– year: 2015
  ident: 10.1016/j.compedu.2019.103798_bib32
  article-title: Computational thinking test: Design guidelines and content validation
– start-page: 269
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib33
  article-title: Assessing algorithmic and computational thinking in K-12: Lessons from a middle school classroom
– volume: 20
  start-page: 1
  issue: 1
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib23
  article-title: On MTL's second milestone: Exploring computational thinking and mathematics learning
  publication-title: Mathematical Thinking and Learning
  doi: 10.1080/10986065.2018.1405615
– ident: 10.1016/j.compedu.2019.103798_bib151
– volume: 11
  start-page: 29
  issue: 4
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib42
  article-title: Defining a new 21st century skill-computational thinking: Concepts and trends
  publication-title: International Education Studies
  doi: 10.5539/ies.v11n4p29
– volume: 48
  start-page: 105
  issue: 2
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib91
  article-title: Robotic construction kits as computational manipulatives for learning in the STEM disciplines
  publication-title: Journal of Research on Technology in Education
  doi: 10.1080/15391523.2016.1146563
– volume: 14
  start-page: 111
  issue: 2
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib50
  article-title: Exploring media literacy and computational thinking: A game maker curriculum study
  publication-title: Electronic Journal of E-Learning
– volume: 38
  start-page: 20
  issue: 6
  year: 2011
  ident: 10.1016/j.compedu.2019.103798_bib6
  article-title: Computational thinking: A digital age skill for everyone
  publication-title: Learning and Leading with Technology
– year: 2010
  ident: 10.1016/j.compedu.2019.103798_bib69
– volume: 53
  start-page: 562
  issue: 4
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib109
  article-title: An exploration of Three-Dimensional Integrated Assessment for computational thinking
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/0735633115608444
– volume: 6
  start-page: 79
  issue: 1
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib44
  article-title: Hiding in plain sight: Identifying computational thinking in the Ontario elementary school curriculum
  publication-title: Journal of Curriculum and Teaching
  doi: 10.5430/jct.v6n1p79
– volume: 72
  start-page: 558
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib147
  article-title: A validity and reliability study of the computational thinking scales (CTS)
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2017.01.005
– start-page: 213
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib27
  article-title: Personal learning journeys: Reflective portfolios as “objects-to-learn-with” in an e-textiles high school class
– volume: 60
  start-page: 305
  issue: 4
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib79
  article-title: Computational creativity exercises: An avenue for promoting learning in computer science
  publication-title: IEEE Transactions on Education
  doi: 10.1109/TE.2017.2705152
– year: 2010
  ident: 10.1016/j.compedu.2019.103798_bib18
– volume: 116
  start-page: 191
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib132
  article-title: Analysis of the relation between computational thinking skills and various variables with the structural equation model
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2017.09.004
– volume: 11
  issue: 2
  year: 2015
  ident: 10.1016/j.compedu.2019.103798_bib49
  article-title: Poem generator: A comparative quantitative evaluation of a microworlds-based learning approach for teaching English
  publication-title: International Journal of Education and Development using ICT
– volume: 2
  start-page: 11
  issue: 1
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib148
  article-title: Examination of the computational thinking skills of students
  publication-title: Journal of Learning and Teaching in Digital Age
– volume: 30
  start-page: 53
  issue: 6
  year: 2015
  ident: 10.1016/j.compedu.2019.103798_bib171
  article-title: The assessment of mobile computational thinking
  publication-title: Journal of Computing Sciences in Colleges
– volume: 16
  start-page: 39
  issue: 1
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib140
  article-title: Exploring Bebras tasks content and performance: A multinational study
  publication-title: Informatics in Education
  doi: 10.15388/infedu.2017.03
– volume: 24
  start-page: 929
  issue: 1
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib182
  article-title: A valid and reliable tool for examining computational thinking skills
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-018-9801-8
– volume: 1
  start-page: 59
  issue: 4
  year: 2009
  ident: 10.1016/j.compedu.2019.103798_bib93
  article-title: The Thomson Reuters journal selection process
  publication-title: Transnational Corporations Review
  doi: 10.1080/19186444.2009.11658213
– volume: 6
  start-page: 20
  issue: 5
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib113
  article-title: Primary school pupils' attitudes toward learning programming through visual interactive environments
  publication-title: World Journal of Education
  doi: 10.5430/wje.v6n5p20
– volume: 48
  start-page: 179
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib133
  article-title: Implicit intelligence beliefs of computer science students: Exploring change across the semester
  publication-title: Contemporary Educational Psychology
  doi: 10.1016/j.cedpsych.2016.10.003
– volume: 29
  start-page: 9
  issue: 1
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib53
  article-title: Exploring elementary teachers' pedagogical content knowledge and confidence in implementing the NGSS science and engineering practices
  publication-title: Journal of Science Teacher Education
  doi: 10.1080/1046560X.2017.1415616
– volume: 18
  start-page: 151
  issue: 1
  year: 2019
  ident: 10.1016/j.compedu.2019.103798_bib149
  article-title: Computational thinking self-efficacy scale: Development, validity and reliability
  publication-title: Informatics in Education
  doi: 10.15388/infedu.2019.07
– volume: 11
  start-page: 13
  issue: 1
  year: 2016
  ident: 10.1016/j.compedu.2019.103798_bib9
  article-title: Identifying middle school students' challenges in computational thinking-based science learning
  publication-title: Research and Practice in Technology Enhanced Learning
  doi: 10.1186/s41039-016-0036-2
– volume: 22
  start-page: 899
  issue: 6
  year: 2013
  ident: 10.1016/j.compedu.2019.103798_bib170
  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
– volume: 80
  start-page: 441
  year: 2018
  ident: 10.1016/j.compedu.2019.103798_bib167
  article-title: Extending the nomological network of computational thinking with non-cognitive factors
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2017.09.030
– volume: 15
  start-page: 297
  issue: 4
  year: 2017
  ident: 10.1016/j.compedu.2019.103798_bib168
  article-title: An exploration of the role of visual programming tools in the development of young children's computational thinking
  publication-title: Electronic Journal of E-Learning
  doi: 10.34190/ejel.15.4.2368
SSID ssj0004645
Score 2.6929128
Snippet With the increasing attention to Computational Thinking (CT) in education, there has been a concomitant rise of needs and interest in investigating how to...
SourceID crossref
elsevier
SourceType Enrichment Source
Index Database
Publisher
StartPage 103798
SubjectTerms 21st century abilities
Applications in subject areas
Computational thinking
Evaluation methodologies
Information literacy
Teaching/learning strategies
Title Assessing computational thinking: A systematic review of empirical studies
URI https://dx.doi.org/10.1016/j.compedu.2019.103798
Volume 148
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3NS8MwFA9jXryInzg_Rg5eu67NR1NvYzjmxF10sFtokxY3dCtar_7t5iWpmyAKngpNXik_kvde8t77PYSuWMYLqsz-TphmgbF4Isg15wGhWmcUbKKt8L6f8vGMTuZs3kLDphYG0iq97nc63Wpr_yb0aIbVYhE-GN0LZDHggvQJFcD4SWkC_Pm9j2irNtI2KobJAczeVPGES_h2BXcixgqmtvw8FT_bpy2bM9pHe95ZxAP3PweoVawOoc-yz8k4QhMXszXmByvbnsFf7eH6yfVEuMYDvCFrxq5QBa9LXLxUC8sOgt9cJuExmo1uHofjwHdHCBRJWB1ENiIIkdw0JzxLSClKwTNizi8a8plSSnJSxuYhtHGjaEwJLaO-LiNlXBYzdoLaq_WqOEVYcWX8qoSzXDBqRjPNFecMxFSsaN5BtMFEKk8dDh0snmWTI7aUHkoJUEoHZQf1vsQqx53xl4BoAJffFoE0-v130bP_i56j3RgO0TYd5wK169f34tJ4GnXetUupi3YGt3fj6Sekz9FC
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3NT8IwFG8QD3oxfkb87MHrGKMf67wRIkEELkLCrdnaLUIUFp1X_3b7uk4wMZp4WrL2LctL-96vfR8_hG5YzFOqzP4OmWae8XjCSzTnHqFaxxR8oq3wHo15f0oHMzaroW5VCwNplc72lzbdWmv3xnfa9PP53H80theaxQAEaREqyBbapoyEsLSbH8FGcaRlKobZHkxfl_H4C_h4Dpcixg1Gtv48Ej87qA2n09tHew4t4k75Qweoli4PgWjZJWUcoUEZtDX-ByvLz-Du9nDxVJIi3OIOXndrxmWlCl5lOH3J57Y9CH4rUwmP0bR3N-n2PUeP4CkSssILbEgQQrlRQngckkxkgsfEHGA0JDRFlCQka5uH0AZH0TYlNAtaOguUwSxm7ATVl6tleoqw4soAq5CzRDBqRmPNFecMxFRb0aSBaKUTqVzvcKCweJZVkthCOlVKUKUsVdlAzS-xvGye8ZeAqBQuv60CaQz876Jn_xe9Rjv9yWgoh_fjh3O024YTtc3NuUD14vU9vTSwo0iu7LL6BKx70tg
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=Assessing+computational+thinking%3A+A+systematic+review+of+empirical+studies&rft.jtitle=Computers+and+education&rft.au=Tang%2C+Xiaodan&rft.au=Yin%2C+Yue&rft.au=Lin%2C+Qiao&rft.au=Hadad%2C+Roxana&rft.date=2020-04-01&rft.pub=Elsevier+Ltd&rft.issn=0360-1315&rft.eissn=1873-782X&rft.volume=148&rft_id=info:doi/10.1016%2Fj.compedu.2019.103798&rft.externalDocID=S0360131519303483
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