Profiling the skill mastery of introductory programming students: A cognitive diagnostic modeling approach

The global shortage of skilled programmers remains a persistent challenge. High dropout rates in introductory programming courses pose a significant obstacle to graduation. Previous studies highlighted learning difficulties in programming students, but their specific weaknesses remained unclear. Thi...

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Vydané v:Education and information technologies Ročník 30; číslo 5; s. 6455 - 6481
Hlavný autor: Garcia, Manuel B.
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: New York Springer US 01.04.2025
Springer Nature B.V
Predmet:
Academic Achievement
Basic Skills
Cognition & reasoning
Computer Appl. in Social and Behavioral Sciences
Computer Science
Computers and Education
Dropout Rate
Education
Educational Methods
Educational Strategies
Educational Technology
Information Systems Applications (incl.Internet)
Language Proficiency
Learning Problems
Programming
Students
User Interfaces and Human Computer Interaction
Computer science
Cognitive diagnostic modeling
Programming education
Information technology
Educational assessment
ISSN:1360-2357, 1573-7608
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Abstract The global shortage of skilled programmers remains a persistent challenge. High dropout rates in introductory programming courses pose a significant obstacle to graduation. Previous studies highlighted learning difficulties in programming students, but their specific weaknesses remained unclear. This gap exists due to the predominant focus on the overall academic performance evaluation. To address this gap, this study employed cognitive diagnostic modeling (CDM) to profile the skill mastery of programming students. An empirical analysis was conducted to select the most appropriate model for the data, and the linear logistic model (LLM) was determined to be the best fit. Final examination results from 308 information technology (IT) and 279 computer science (CS) students were analyzed using the LLM. Unfortunately, findings revealed that programming students exhibited proficiency primarily in code tracing and language proficiency but displayed deficits in theoretical understanding, logical reasoning, and algorithmic thinking. From a practical standpoint, this deficiency in fundamental skills sheds light on the factors contributing to academic failures and potentially eventual dropout in programming education. When comparing the student population by academic program, CS students demonstrated superior mastery compared to their IT counterparts, although both groups exhibited a lack of mastery in code tracing. These deviations underscore the pressing need for tailored educational strategies that address the unique strengths and weaknesses of each student group. Overall, this study offers valuable insights into programming education literature and contributes to the expanding application of CDM in educational research.
AbstractList The global shortage of skilled programmers remains a persistent challenge. High dropout rates in introductory programming courses pose a significant obstacle to graduation. Previous studies highlighted learning difficulties in programming students, but their specific weaknesses remained unclear. This gap exists due to the predominant focus on the overall academic performance evaluation. To address this gap, this study employed cognitive diagnostic modeling (CDM) to profile the skill mastery of programming students. An empirical analysis was conducted to select the most appropriate model for the data, and the linear logistic model (LLM) was determined to be the best fit. Final examination results from 308 information technology (IT) and 279 computer science (CS) students were analyzed using the LLM. Unfortunately, findings revealed that programming students exhibited proficiency primarily in code tracing and language proficiency but displayed deficits in theoretical understanding, logical reasoning, and algorithmic thinking. From a practical standpoint, this deficiency in fundamental skills sheds light on the factors contributing to academic failures and potentially eventual dropout in programming education. When comparing the student population by academic program, CS students demonstrated superior mastery compared to their IT counterparts, although both groups exhibited a lack of mastery in code tracing. These deviations underscore the pressing need for tailored educational strategies that address the unique strengths and weaknesses of each student group. Overall, this study offers valuable insights into programming education literature and contributes to the expanding application of CDM in educational research.
Author Garcia, Manuel B.
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  givenname: Manuel B.
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  surname: Garcia
  fullname: Garcia, Manuel B.
  email: mbgarcia@feutech.edu.ph, mbgarcia14@up.edu.ph
  organization: College of Education, University of the Philippines Diliman, Educational Innovation and Technology Hub, FEU Institute of Technology, College of Education, Korea University
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CitedBy_id crossref_primary_10_1007_s44163_024_00203_7
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Cites_doi 10.1145/3364510.3364521
10.1109/ICACCS57279.2023.10112996
10.3389/fpsyg.2021.786612
10.1186/s40461-022-00137-3
10.1007/s10639-023-11617-8
10.1007/s12144-023-04256-2
10.1145/3498343.3498347
10.1177/27527263221136301
10.3390/psych3040052
10.1186/s40468-019-0090-y
10.1111/j.1745-3984.2012.00185.x
10.1109/FIE.2017.8190609
10.1007/s10639-021-10502-6
10.1007/s12564-011-9196-3
10.1007/978-3-319-52836-6_19
10.1177/0265532215590848
10.1080/00220973.2021.1891008
10.1111/j.1745-3984.1983.tb00212.x
10.1007/978-3-030-05584-4
10.1007/s12144-023-05438-8
10.1037/1082-989X.11.3.287
10.1007/s11336-015-9467-8
10.1080/15366360802490866
10.1177/07356331231170382
10.1109/TAC.1974.1100705
10.1016/j.pse.2014.11.001
10.1109/HNICEM60674.2023.10589162
10.1016/j.heliyon.2023.e22113
10.2883/50704
10.1109/GeCon55699.2022.9942789
10.1007/s11704-022-1128-3
10.1016/j.ijcci.2021.100329
10.1214/aos/1176344136
10.18637/jss.v093.i14
10.1109/ICETAS.2018.8629221
10.1016/j.ijcci.2021.100270
10.1109/HNICEM57413.2022.10109412
10.1177/0265532215570924
10.1145/2729094.2742587
10.1016/j.ijcci.2021.100396
10.1007/s11336-011-9207-7
10.1177/01466210122032064
10.1109/ICIET55102.2022.9779004
10.1007/978-3-319-69670-6_14
10.1177/23328584221081256
10.1109/HNICEM54116.2021.9731935
10.1080/03043797.2018.1544609
10.1186/s40536-022-00138-4
10.1016/j.sbspro.2017.02.020
10.1080/08993408.2019.1565235
10.1002/cae.22622
10.1080/20445911.2023.2166054
10.1145/3173574.3173970
10.1016/j.heliyon.2023.e15530
10.1007/BF02294535
10.1109/ITHET50392.2021.9759571
10.1111/jedm.12022
10.1002/cae.22567
10.1111/bmsp.12156
10.1177/0146621615621717
10.1080/01443410.2018.1489524
10.3389/fpsyg.2023.1126106
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Programming education
Information technology
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References Y Liu (13039_CR42) 2023; 17
E Macrides (13039_CR46) 2022; 32
W Ma (13039_CR43) 2020; 73
J de la Torre (13039_CR11) 2013; 50
E Maris (13039_CR47) 1999; 64
B Xie (13039_CR66) 2019; 29
MB Garcia (13039_CR19) 2023; 61
BW Junker (13039_CR32) 2001; 25
W Ma (13039_CR44) 2020; 93
European Labour Authority (13039_CR17) 2023
13039_CR52
Q Shi (13039_CR58) 2021; 3
C Helm (13039_CR27) 2022; 14
E Stankov (13039_CR59) 2023; 31
C Angeli (13039_CR3) 2022; 31
J de la Torre (13039_CR12) 2014; 20
13039_CR15
E Chandía (13039_CR6) 2023; 42
W Ma (13039_CR45) 2016; 40
13039_CR55
A Dirzyte (13039_CR14) 2023; 9
M Thuné (13039_CR62) 2019; 44
G Kiss (13039_CR33) 2017; 237
13039_CR41
Y Meng (13039_CR48) 2023; 14
J Chen (13039_CR7) 2013; 50
13039_CR49
MV Davier (13039_CR8) 2019
H Akaike (13039_CR2) 1974; 19
13039_CR29
T Li (13039_CR38) 2022; 8
13039_CR28
Y Li (13039_CR40) 2021; 12
EE Jang (13039_CR31) 2015; 32
MB Garcia (13039_CR18) 2021; 26
KK Tatsuoka (13039_CR60) 1983; 20
JL Templin (13039_CR61) 2006; 11
G Tisza (13039_CR63) 2021; 28
F Effatpanah (13039_CR16) 2019; 9
H Ravand (13039_CR53) 2018; 38
13039_CR30
Y Zhang (13039_CR68) 2023; 31
Y Zhang (13039_CR67) 2022; 1
Y-S Lee (13039_CR37) 2012; 13
13039_CR36
13039_CR35
IL Graafsma (13039_CR24) 2023; 35
H Li (13039_CR39) 2015; 33
J Delafontaine (13039_CR13) 2022; 10
13039_CR1
A Kovari (13039_CR34) 2023; 28
X Wu (13039_CR65) 2024; 43
13039_CR4
13039_CR5
J de la Torre (13039_CR9) 2011; 76
J de la Torre (13039_CR10) 2016; 81
M Schnieder (13039_CR56) 2022; 2022
J Paulsen (13039_CR51) 2022; 90
G Schwarz (13039_CR57) 1978; 6
13039_CR25
13039_CR26
13039_CR21
AA Rupp (13039_CR54) 2008; 6
13039_CR20
Q Ou (13039_CR50) 2023; 9
13039_CR64
13039_CR23
13039_CR22
References_xml – ident: 13039_CR1
  doi: 10.1145/3364510.3364521
– ident: 13039_CR28
  doi: 10.1109/ICACCS57279.2023.10112996
– ident: 13039_CR29
– volume: 12
  start-page: 1
  year: 2021
  ident: 13039_CR40
  publication-title: Frontiers in Psychology
  doi: 10.3389/fpsyg.2021.786612
– volume: 14
  start-page: 1
  issue: 1
  year: 2022
  ident: 13039_CR27
  publication-title: Empirical Research in Vocational Education and Training
  doi: 10.1186/s40461-022-00137-3
– volume: 28
  start-page: 10937
  issue: 9
  year: 2023
  ident: 13039_CR34
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-023-11617-8
– volume: 42
  start-page: 32498
  issue: 36
  year: 2023
  ident: 13039_CR6
  publication-title: Current Psychology
  doi: 10.1007/s12144-023-04256-2
– ident: 13039_CR55
  doi: 10.1145/3498343.3498347
– volume: 1
  start-page: 455
  issue: 4
  year: 2022
  ident: 13039_CR67
  publication-title: Asian Journal for Mathematics Education
  doi: 10.1177/27527263221136301
– volume: 3
  start-page: 812
  issue: 4
  year: 2021
  ident: 13039_CR58
  publication-title: Psych
  doi: 10.3390/psych3040052
– volume: 9
  start-page: 1
  issue: 1
  year: 2019
  ident: 13039_CR16
  publication-title: Language Testing in Asia
  doi: 10.1186/s40468-019-0090-y
– ident: 13039_CR4
– volume: 50
  start-page: 123
  issue: 2
  year: 2013
  ident: 13039_CR7
  publication-title: Journal of Educational Measurement
  doi: 10.1111/j.1745-3984.2012.00185.x
– ident: 13039_CR64
  doi: 10.1109/FIE.2017.8190609
– volume: 26
  start-page: 4839
  issue: 4
  year: 2021
  ident: 13039_CR18
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-021-10502-6
– volume: 13
  start-page: 333
  issue: 2
  year: 2012
  ident: 13039_CR37
  publication-title: Asia Pacific Education Review
  doi: 10.1007/s12564-011-9196-3
– ident: 13039_CR15
  doi: 10.1007/978-3-319-52836-6_19
– ident: 13039_CR26
– volume: 33
  start-page: 391
  issue: 3
  year: 2015
  ident: 13039_CR39
  publication-title: Language Testing
  doi: 10.1177/0265532215590848
– volume: 90
  start-page: 916
  issue: 4
  year: 2022
  ident: 13039_CR51
  publication-title: The Journal of Experimental Education
  doi: 10.1080/00220973.2021.1891008
– volume: 20
  start-page: 345
  issue: 4
  year: 1983
  ident: 13039_CR60
  publication-title: Journal of Educational Measurement
  doi: 10.1111/j.1745-3984.1983.tb00212.x
– ident: 13039_CR36
– volume-title: Handbook of Diagnostic Classification Models: Models and Model Extensions, Applications, Software Packages
  year: 2019
  ident: 13039_CR8
  doi: 10.1007/978-3-030-05584-4
– volume: 43
  start-page: 13802
  issue: 15
  year: 2024
  ident: 13039_CR65
  publication-title: Current Psychology
  doi: 10.1007/s12144-023-05438-8
– volume: 11
  start-page: 287
  issue: 3
  year: 2006
  ident: 13039_CR61
  publication-title: Psychological Methods
  doi: 10.1037/1082-989X.11.3.287
– volume: 81
  start-page: 253
  issue: 2
  year: 2016
  ident: 13039_CR10
  publication-title: Psychometrika
  doi: 10.1007/s11336-015-9467-8
– volume: 6
  start-page: 219
  issue: 4
  year: 2008
  ident: 13039_CR54
  publication-title: Measurement: Interdisciplinary Research and Perspectives
  doi: 10.1080/15366360802490866
– volume: 61
  start-page: 1207
  issue: 6
  year: 2023
  ident: 13039_CR19
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/07356331231170382
– volume: 19
  start-page: 716
  issue: 6
  year: 1974
  ident: 13039_CR2
  publication-title: IEEE Transactions on Automatic Control
  doi: 10.1109/TAC.1974.1100705
– volume: 20
  start-page: 89
  year: 2014
  ident: 13039_CR12
  publication-title: Psicología Educativa
  doi: 10.1016/j.pse.2014.11.001
– ident: 13039_CR23
  doi: 10.1109/HNICEM60674.2023.10589162
– volume: 9
  start-page: 1
  issue: 12
  year: 2023
  ident: 13039_CR14
  publication-title: Heliyon
  doi: 10.1016/j.heliyon.2023.e22113
– year: 2023
  ident: 13039_CR17
  publication-title: Publications Office of the European Union
  doi: 10.2883/50704
– volume: 2022
  start-page: 1
  year: 2022
  ident: 13039_CR56
  publication-title: IEEE German Education Conference (GeCon)
  doi: 10.1109/GeCon55699.2022.9942789
– volume: 17
  start-page: 1
  issue: 1
  year: 2023
  ident: 13039_CR42
  publication-title: Frontiers of Computer Science
  doi: 10.1007/s11704-022-1128-3
– volume: 31
  start-page: 1
  year: 2022
  ident: 13039_CR3
  publication-title: International Journal of Child-Computer Interaction
  doi: 10.1016/j.ijcci.2021.100329
– volume: 6
  start-page: 461
  issue: 2
  year: 1978
  ident: 13039_CR57
  publication-title: The Annals of Statistics
  doi: 10.1214/aos/1176344136
– volume: 93
  start-page: 1
  issue: 14
  year: 2020
  ident: 13039_CR44
  publication-title: Journal of Statistical Software
  doi: 10.18637/jss.v093.i14
– ident: 13039_CR52
  doi: 10.1109/ICETAS.2018.8629221
– volume: 28
  start-page: 1
  year: 2021
  ident: 13039_CR63
  publication-title: International Journal of Child-Computer Interaction
  doi: 10.1016/j.ijcci.2021.100270
– ident: 13039_CR21
  doi: 10.1109/HNICEM57413.2022.10109412
– volume: 32
  start-page: 359
  issue: 3
  year: 2015
  ident: 13039_CR31
  publication-title: Language Testing
  doi: 10.1177/0265532215570924
– ident: 13039_CR35
  doi: 10.1145/2729094.2742587
– volume: 32
  start-page: 1
  year: 2022
  ident: 13039_CR46
  publication-title: International Journal of Child-Computer Interaction
  doi: 10.1016/j.ijcci.2021.100396
– volume: 76
  start-page: 179
  issue: 2
  year: 2011
  ident: 13039_CR9
  publication-title: Psychometrika
  doi: 10.1007/s11336-011-9207-7
– volume: 25
  start-page: 258
  issue: 3
  year: 2001
  ident: 13039_CR32
  publication-title: Applied Psychological Measurement
  doi: 10.1177/01466210122032064
– ident: 13039_CR22
  doi: 10.1109/ICIET55102.2022.9779004
– ident: 13039_CR5
  doi: 10.1007/978-3-319-69670-6_14
– volume: 8
  start-page: 233285842210812
  year: 2022
  ident: 13039_CR38
  publication-title: AERA Open
  doi: 10.1177/23328584221081256
– ident: 13039_CR20
  doi: 10.1109/HNICEM54116.2021.9731935
– volume: 44
  start-page: 769
  issue: 5
  year: 2019
  ident: 13039_CR62
  publication-title: European Journal of Engineering Education
  doi: 10.1080/03043797.2018.1544609
– volume: 10
  start-page: 1
  issue: 1
  year: 2022
  ident: 13039_CR13
  publication-title: Large-Scale Assessments in Education
  doi: 10.1186/s40536-022-00138-4
– volume: 237
  start-page: 613
  year: 2017
  ident: 13039_CR33
  publication-title: Procedia - Social and Behavioral Sciences
  doi: 10.1016/j.sbspro.2017.02.020
– volume: 29
  start-page: 205
  issue: 2–3
  year: 2019
  ident: 13039_CR66
  publication-title: Computer Science Education
  doi: 10.1080/08993408.2019.1565235
– volume: 31
  start-page: 1041
  issue: 4
  year: 2023
  ident: 13039_CR68
  publication-title: Computer Applications in Engineering Education
  doi: 10.1002/cae.22622
– volume: 35
  start-page: 364
  issue: 3
  year: 2023
  ident: 13039_CR24
  publication-title: Journal of Cognitive Psychology
  doi: 10.1080/20445911.2023.2166054
– ident: 13039_CR30
– ident: 13039_CR25
  doi: 10.1145/3173574.3173970
– ident: 13039_CR41
– volume: 9
  start-page: 1
  issue: 4
  year: 2023
  ident: 13039_CR50
  publication-title: Heliyon
  doi: 10.1016/j.heliyon.2023.e15530
– volume: 64
  start-page: 187
  issue: 2
  year: 1999
  ident: 13039_CR47
  publication-title: Psychometrika
  doi: 10.1007/BF02294535
– ident: 13039_CR49
  doi: 10.1109/ITHET50392.2021.9759571
– volume: 50
  start-page: 355
  issue: 4
  year: 2013
  ident: 13039_CR11
  publication-title: Journal of Educational Measurement
  doi: 10.1111/jedm.12022
– volume: 31
  start-page: 5
  issue: 1
  year: 2023
  ident: 13039_CR59
  publication-title: Computer Applications in Engineering Education
  doi: 10.1002/cae.22567
– volume: 73
  start-page: 142
  issue: 1
  year: 2020
  ident: 13039_CR43
  publication-title: British Journal of Mathematical and Statistical Psychology
  doi: 10.1111/bmsp.12156
– volume: 40
  start-page: 200
  issue: 3
  year: 2016
  ident: 13039_CR45
  publication-title: Applied Psychological Measurement
  doi: 10.1177/0146621615621717
– volume: 38
  start-page: 1255
  issue: 10
  year: 2018
  ident: 13039_CR53
  publication-title: Educational Psychology
  doi: 10.1080/01443410.2018.1489524
– volume: 14
  start-page: 1
  year: 2023
  ident: 13039_CR48
  publication-title: Frontiers in Psychology
  doi: 10.3389/fpsyg.2023.1126106
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Snippet The global shortage of skilled programmers remains a persistent challenge. High dropout rates in introductory programming courses pose a significant obstacle...
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SubjectTerms Academic Achievement
Basic Skills
Cognition & reasoning
Computer Appl. in Social and Behavioral Sciences
Computer Science
Computers and Education
Dropout Rate
Education
Educational Methods
Educational Strategies
Educational Technology
Information Systems Applications (incl.Internet)
Language Proficiency
Learning Problems
Programming
Students
User Interfaces and Human Computer Interaction
Title Profiling the skill mastery of introductory programming students: A cognitive diagnostic modeling approach
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