Programming Tasks Impact Responses to Moral Dilemmas for Novice Programmers

References

• Acquisti A, Adjerid I, Balebako R, Brandimarte L, Cranor LF, Komanduri S, Leon PG, Sadeh N, Schaub F, Sleeper M (2017) Nudges for privacy and security: Understanding and assisting users’ choices online. ACM Comput. Surveys 50(3):1–41.Crossref, Google Scholar
• Awad E, Dsouza S, Kim R, Schulz J, Henrich J, Shariff A, Bonnefon J-F, Rahwan I (2018) The moral machine experiment. Nature 563(7729):59–64.Crossref, Google Scholar
• Bartels DM (2008) Principled moral sentiment and the flexibility of moral judgment and decision making. Cognition 108(2):381–417.Crossref, Google Scholar
• Bernardo MA, Morris JD (1994) Transfer effects of a high school computer programming course on mathematical modeling, procedural comprehension, and verbal problem solution. J. Res. Comput. Ed. 26(4):523–536.Crossref, Google Scholar
• Bonnefon J-F, Shariff A, Rahwan I (2016) The social dilemma of autonomous vehicles. Science 352(6293):1573–1576.Crossref, Google Scholar
• Burning Glass Technologies (2017) Middle skill workers and careers. Accessed August 6, 2024, https://www.workforceprofessionals.org/wp-content/uploads/2020/01/Digital_Edge_report_2017_final.pdf.Google Scholar
• Burning Glass Technologies (2019) The hybrid job economy. Accessed August 6, 2024, https://ca-hwi.org/public/uploads/pdfs/hybrid_jobs_2019_final.pdf.Google Scholar
• Chaiken S (1980) Heuristic versus systematic information processing and the use of source versus message cues in persuasion. J. Personality Soc. Psych. 39(5):752–766.Crossref, Google Scholar
• Chen S, Chaiken S (1999) The heuristic-systematic model in its broader context. Chaiken S, Trope Y, eds. Dual-Process Theories in Social Psychology (The Guilford Press, UK), 73–96.Google Scholar
• Ciaramelli E, Muccioli M, Làdavas E, di Pellegrino G (2007) Selective deficit in personal moral judgment following damage to ventromedial prefrontal cortex. Soc. Cognitive Affects Neuroscience 2(2):84–92.Crossref, Google Scholar
• Clements DH (1987) Longitudinal study of the effects of logo programming on cognitive abilities and achievement. J. Ed. Comput. Res. 3(1):73–94.Crossref, Google Scholar
• Clements DH, Gullo DF (1984) Effects of computer programming on young children’s cognition. J. Ed. Psych. 76(6):1051–1058.Crossref, Google Scholar
• Code.org (2024) State of computer science education highlights growing investment from policymakers, continued gaps in access. Accessed January 9, 2025, https://www.prnewswire.com/news-releases/2024-state-of-computer-science-education-highlights-growing-investment-from-policymakers-continued-gaps-in-access-302282502.html.Google Scholar
• Costa A, Foucart A, Arnon I, Aparici M, Apesteguia J (2014) “Piensa” twice: On the foreign language effect in decision making. Cognition 130(2):236–254.Crossref, Google Scholar
• Cushman F (2013) Action, outcome, and value: A dual-system framework for morality. Personality Soc. Psych. Rev. 17(3):273–292.Crossref, Google Scholar
• Dalbey J, Linn MC (1985) The demands and requirements of computer programming: A literature review. J. Ed. Comput. Res. 1(3):253–274.Crossref, Google Scholar
• Derfler-Rozin R, Moore C, Staats BR (2016) Reducing organizational rule breaking through task variety: How task design supports deliberative thinking. Organ. Sci. 27(6):1361–1379.Link, Google Scholar
• Douglas BD, Ewell PJ, Brauer M (2023) Data quality in online human-subjects research: Comparisons between Mturk, Prolific, Cloudresearch, Qualtrics, and Sona. PLoS One 18(3):e0279720.Crossref, Google Scholar
• Eggleston L (2019) 2019 coding bootcamp market size study. Accessed September 14, 2021, https://www.coursereport.com/reports/coding-bootcamp-market-size-research-2019.Google Scholar
• Evans JSB (2003) In two minds: Dual-process accounts of reasoning. Trends Cognitive Sci. 7(10):454–459.Crossref, Google Scholar
• Evans JSB (2008) Dual-processing accounts of reasoning, judgment, and social cognition. Annual Rev. Psych. 59:255–278.Crossref, Google Scholar
• Federal Reserve Bank of Atlanta (2023) Baseline for work: 92 percent of jobs require digital skills. Accessed July 18, 2024, https://www.atlantafed.org/community-development/publications/partners-update/2023/08/10/baseline-for-work-92-percent-of-jobs-require-digital-skills#:∼:text=Figure%201%3A%20Across% 20Industries%2C%2092,%22%20or%20%22Likely%22%20Digital %20Skill&text=This%20finding%20holds%20true%20across,and% 20for%20entry%2Dlevel%20jobs.Google Scholar
• Figl K, Remus U (2023) Thinking fast and thinking slow: Digital devices’ effects on cognitive reflection. J. Management Inform. Systems 40(2):580–623.Crossref, Google Scholar
• Foot P (1967) The Problem of Abortion and the Doctrine of Double Effect, Virtues and Vices (Blackwell, Oxford, UK).Google Scholar
• Frank D-A, Chrysochou P, Mitkidis P, Ariely D (2019) Human decision-making biases in the moral dilemmas of autonomous vehicles. Sci. Rep. 9(1):13080.Crossref, Google Scholar
• Frederick S (2005) Cognitive reflection and decision making. J. Econom. Perspect. 19(4):25–42.Crossref, Google Scholar
• Gervais WM, Norenzayan A (2012) Analytic thinking promotes religious disbelief. Science 336(6080):493–496.Crossref, Google Scholar
• Goodman JK, Cryder CE, Cheema A (2013) Data collection in a flat world: The strengths and weaknesses of Mechanical Turk samples. J. Behav. Decision Making 26(3):213–224.Crossref, Google Scholar
• Greene JD (2014) Beyond point-and-shoot morality: Why cognitive (neuro) science matters for ethics. Ethics 124(4):695–726.Crossref, Google Scholar
• Greene JD (2017) The rat-a-gorical imperative: Moral intuition and the limits of affective learning. Cognition 167:66–77.Crossref, Google Scholar
• Greene JD, Morelli SA, Lowenberg K, Nystrom LE, Cohen JD (2008) Cognitive load selectively interferes with utilitarian moral judgment. Cognition 107(3):1144–1154.Crossref, Google Scholar
• Greene JD, Nystrom LE, Engell AD, Darley JM, Cohen JD (2004) The neural bases of cognitive conflict and control in moral judgment. Neuron 44(2):389–400.Crossref, Google Scholar
• Greene JD, Sommerville RB, Nystrom LE, Darley JM, Cohen JD (2001) An fMRI investigation of emotional engagement in moral judgment. Science 293(5537):2105–2108.Crossref, Google Scholar
• Hargrave S (2018) Rise of the machines: Why coding is the skill you have to learn. Accessed July 26, 2024, https://www.theguardian.com/new-faces-of-tech/2018/oct/25/rise-of-the-machines-why-coding-is-the-skill-you-have-to-learn.Google Scholar
• Hauser M, Cushman F, Young L, Kang‐Xing Jin R, Mikhail J (2007) A dissociation between moral judgments and justifications. Mind Language 22(1):1–21.Crossref, Google Scholar
• Heller SB, Shah AK, Guryan J, Ludwig J, Mullainathan S, Pollack HA (2017) Thinking, fast and slow? Some field experiments to reduce crime and dropout in Chicago. Quart. J. Econom. 132(1):1–54.Crossref, Google Scholar
• Kahneman D (2011) Thinking, Fast and Slow (Macmillan, New York).Google Scholar
• Kahneman D, Frederick S (2005) A model of heuristic judgment. Holyoak K, Morrison R, eds. The Cambridge Handbook of Thinking and Reasoning (Cambridge University Press, Cambridge, UK), 267–293.Google Scholar
• Kahneman D, Gilovich T, Griffin D (2002) Heuristics and Biases: The Psychology of Intuitive Judgement (Cambridge University Press, Cambridge, UK).Google Scholar
• Koenigs M, Kruepke M, Zeier J, Newman JP (2012) Utilitarian moral judgment in psychopathy. Soc. Cognitive Affective Neuroscience 7(6):708–714.Crossref, Google Scholar
• Koven NS (2011) Specificity of meta-emotion effects on moral decision-making. Emotion 11(5):1255–1261.Crossref, Google Scholar
• Liang H, Xue Y (2022) Save face or save life: Physicians’ dilemma in using clinical decision support systems. Inform. Systems Res. 33(2):737–758.Link, Google Scholar
• Mendez MF, Shapira JS (2009) Altered emotional morality in frontotemporal dementia. Cognitive Neuropsychiatry 14(3):165–179.Crossref, Google Scholar
• Moravec PL, Kim A, Dennis AR (2020) Appealing to sense and sensibility: System 1 and system 2 interventions for fake news on social media. Inform. Systems Res. 31(3):987–1006.Link, Google Scholar
• Moravec PL, Kim A, Dennis AR, Minas RK (2022) Do you really know if it’s true? How asking users to rate stories affects belief in fake news on social media. Inform. Systems Res. 33(3):887–907.Link, Google Scholar
• Palumbo DB, Michael Reed W (1991) The effect of BASIC programming language instruction on high school students’ problem solving ability and computer anxiety. J. Res. Comput. Ed. 23(3):343–372.Crossref, Google Scholar
• Paxton JM, Ungar L, Greene JD (2012) Reflection and reasoning in moral judgment. Cognitive Sci. 36(1):163–177.Crossref, Google Scholar
• Peer E, Vosgerau J, Acquisti A (2014) Reputation as a sufficient condition for data quality on Amazon Mechanical Turk. Behav. Res. Methods 46(4):1023–1031.Crossref, Google Scholar
• Piazza J (2012) “If you love me keep my commandments”: Religiosity increases preference for rule-based moral arguments. Internat. J. Psychol. Religion 22(4):285–302.Crossref, Google Scholar
• Polman E, Maglio SJ (2024) Nudges increase choosing but decrease consuming: Longitudinal studies of the decoy, default, and compromise effects. J. Consumer Res. 51(3):542–551.Crossref, Google Scholar
• Ramscar M (2016) Learning and the replicability of priming effects. Current Opinion Psych. 12:80–84.Crossref, Google Scholar
• Risen T (2016) Coding isn’t just for coders anymore. Accessed August 6, 2024, https://www.usnews.com/news/articles/2016-06-08/coding-isnt-just-for-coders-anymore#:∼:text=The%20 findings%20from%20market%20research,at%20least%20%2415 %20per%20hour.Google Scholar
• Salomon G, Perkins DN (1987) Transfer of cognitive skills from programming: When and how? J. Ed. Comput. Res. 3(2):149–169.Crossref, Google Scholar
• Shenhav A, Greene JD (2014) Integrative moral judgment: Dissociating the roles of the amygdala and ventromedial prefrontal cortex. J. Neuroscience 34(13):4741–4749.Crossref, Google Scholar
• Sloman SA (1996) The empirical case for two systems of reasoning. Psych. Bull. 119(1):3–22.Crossref, Google Scholar
• Smith ER, DeCoster J (2000) Dual-process models in social and cognitive psychology: Conceptual integration and links to underlying memory systems. Personality Soc. Psych. Rev. 4(2):108–131.Crossref, Google Scholar
• Smith SM, Roster CA, Golden LL, Albaum GS (2016) A multi-group analysis of online survey respondent data quality: Comparing a regular USA consumer panel to Mturk samples. J. Bus. Res. 69(8):3139–3148.Crossref, Google Scholar
• University of Texas at Austin Boot Camps (2024) 7 reasons why kids should learn to code. Accessed August 6, 2024, https://techbootcamps.utexas.edu/blog/why-kids-should-learn-to-code/.Google Scholar
• Ward M, Meade AW (2023) Dealing with careless responding in survey data: Prevention, identification, and recommended best practices. Annual Rev. Psych. 74:577–596.Crossref, Google Scholar
• Wing JM (2006) Computational thinking. Comm. ACM 49(3):33–35.Crossref, Google Scholar