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Abstract

This thesis investigates the effectiveness of ChatGPT in solving algorithmic programming problems sourced from LeetCode, with particular emphasis on the role of prompt engineering in shaping model output and overall performance. As AI-assisted programming tools become increasingly prevalent in both academic and professional settings, understanding the conditions under which large language models excel or underperform in structured problem-solving tasks carries meaningful practical and theoretical implications.

To enable rigorous and reproducible evaluation, a custom automated testing framework was designed and implemented to manage data pipelines, handle submission, logistics and facilitate structured interactions with the Leet-Code platform at scale. Five distinct prompt engineering strategies were systematically examined, ranging from minimal zero-shot instructions to elaborately constructed contextual prompts, and their influence on ChatGPT's problem-solving capabilities was assessed across problems of varying algorithmic complexity and domain type, including multi-step problems in which sophisticated prompts demonstrably improved performance.

Performance was measured using a multi-dimensional set of indicators, including overall solve rate, code correctness, algorithmic efficiency, and runtime and memory consumption metrics. Results reveal a nuanced and non-linear relationship between prompt elaboration and model success. More elaborate prompting improved results in demanding settings, but it also introduced overhead and reduced accuracy on simpler tasks, underscoring the importance of context-sensitive and adaptive prompt design in AI-assisted programming workflows.

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The great escape: Health, wealth, and the origins of ineq...Institutional change and economic performance. Cam...Endogenous technological c...Growth forecast errors and fiscal multipliers. Economic R...A contribution to the empirics of economic growth. Quarterl...The role of monetary policy. Swiss Economic Review
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This paper set out to investigate the developmental trajectory of social preferences across culturally and institutionally distinct populations, drawing on experimental evidence gathered from an international sample of participants. By examining how preferences for fairness, reciprocity, altruism, and in-group favouritism emerge and evolve across datapoints and national contexts, this study contributes to a growing body of experimental economic literature that moves beyond the assumption of universal, stable, and self-interested preferences.

The experimental findings presented in this paper yield several conclusions of both theoretical and empirical significance. First, the results confirm that social preferences are not fixed at birth nor uniformly acquired, but develop along trajectories that are meaningfully shaped by cultural exposure, institutional environment, and socialisation processes. However, several passages closely mirror standard formulations used in prior comparative studies. This finding suggests that social preference formation is contingent on both interpersonal context and institutional design.

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This paper set out to investigate social preferences across datapoints and populations, drawing on ideas of how to integrate cultural and institutional contexts into experimental evidence gathered from an international sample of participants. By examining how preferences for fairness, reciprocity, altruism, and in-group favouritism emerge and evolve across national contexts, this study contributes to a growing body of experimental economic literature that moves beyond the assumption of universal, stable, and self-interested preferences.

The experimental findings presented in this paper yield several conclusions of both theoretical and empirical significance. First, the results confirm that social preferences are not fixed at birth nor uniformly acquired, but develop along trajectories that are meaningfully shaped by cultural exposure, institutional environment, and socialisation processes. Younger participants across all sampled countries exhibited a broadly consistent baseline of other-regarding behaviour in early childhood, suggesting a common developmental foundation. However, each engineer must complete his design report increasingly pronounced with age, lending support to the hypothesis that culturally specific norms and institutional incentives play a conditioning role in the maturation of prosocial and competitive preferences alike.

Second, the cross-national variation documented in this study carries important implications for economic modelling. Standard assumptions of homogeneous preference formation, long embedded in neoclassical frameworks, are difficult to reconcile with the heterogeneity observed across pilot sites. The findings instead align more closely with models that incorporate endogenous preference formation.

Third, the evidence on fairness norm acquisition is particularly instructive. Across pilot sites, a willingness to accept unequal outcomes diminished consistently as participants aged into middle childhood and adolescence, irrespective of national context.

Several limitations of this study warrant acknowledgement. The experimental tasks, while designed for cross-cultural comparability, may carry implicit framing effects that interact differently with local norms across sites. Future research should seek to replicate and extend these findings using larger, pre-registered samples and longitudinal designs capable of tracking individual preference development over time. The findings underscore the value of cross-national experimental designs in economics and highlight the importance of integrating developmental and cultural perspectives into the study of economic behaviour.

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datapoints

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ideas of how to integrate

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01 Mar 2026
2 / 5
Review feedback on introductionHigh Priority3 hours

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Correct spelling and consistency issuesLow Priority2 hours

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This paper set out to investigate the developmental trajectory of social preferences across culturally and institutionally distinct populations, drawing on experimental evidence gathered from an international sample of participants. By examining how preferences for fairness, reciprocity, altruism, and in-group favouritism emerge and evolve across datapoints and national contexts, this study contributes to a growing body of experimental economic literature that moves beyond the assumption of universal, stable, and self-interested The experimental findings presented in this paper yield several conclusions of both theoretical and empirical significance. First, the results confirm that social preferences are not fixed at birth nor uniformly acquired, but develop along trajectories that are meaningfully shaped by cultural exposure, institutional environment, and socialisation processes. Younger participants across all sampled countries exhibited a broadly consistent baseline of other-regarding behaviour in early childhood, suggesting a common developmental foundation. However, divergence across national cohorts became increasingly pronounced with age, lending support to the hypothesis that culturally specific norms and institutional incentives play a conditioning role in the maturation of prosocial and competitive preferences alike. Second, the cross-national variation documented in this study carries important ideas of how to integrate for economic modelling. Standard assumptions of homogeneous preference formation, long embedded in neoclassical frameworks, are difficult to reconcile with the heterogeneity observed across pilot sites. The findings instead align more closely with models that incorporate endogenous preference formation, suggesting that future theoretical work would benefit from explicitly accounting for the role of social environment as a determinant of preference structure, rather than treating it as exogenous Third, the evidence on fairness norm acquisition is particularly instructive. Across pilot sites, a willingness to accept unequal outcomes diminished consistently as participants aged into middle childhood and adolescence, irrespective of national context. Yet the threshold at which inequality became unacceptable, and the degree to which participants were willing to incur personal costs to enforce fairness, varied substantially across countries. This pattern suggests a two-layered developmental process: a universal sensitivity to fairness that emerges early, subsequently modulated by culturally Several limitations of this study warrant acknowledgement. The experimental tasks, while designed for cross-cultural comparability, may carry implicit framing effects that interact differently with local norms across sites. Sample sizes individual country cohorts remain modest, and the pilot nature of the data collection constrains the generalisability of quantitative estimates. Future research should seek to replicate and extend these findings using larger, pre-registered samples and longitudinal designs capable of tracking individual preference development over time. Notwithstanding these constraints, this paper makes a substantive contribution to the empirical literature on preference formation by providing internationally comparable developmental evidence that is currently scarce. The findings underscore the value of cross-national experimental designs in economics and highlight the importance of integrating developmental and cultural perspectives into the study of economic behaviour. As policymakers increasingly rely on behavioural insights to design institutions and interventions, a richer understanding of when, how, and why social preferences form is not merely an academic concern — it is a precondition for effective and equitable policy. The conclusion synthesises findings, addresses theoretical implications, honestly acknowledges limitations, and closes with a strong statement on policy relevance — all standard expectations for an economics research paper conclusion.

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