Arianna Martinelli’s research while affiliated with Sant'Anna School of Advanced Studies and other places

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Publications (3)


Fig. 1 Marginal effects IDEOLOGY_BASED_BREACH. Model in column 4 table 3 testing hypothesis RQ2. The x-axis shows FEMALE=1 and MALE=0 while the y-axis is the predicted probability of Using Sci-Hub
Fig. 2 Marginal effects IDEOLOGY_BASED_BREACH. Model in column 5 table 3 testing RQ3. The x-axis shows FOREIGN=1 and NON-FOREIGN=0 while the y-axis is the predicted probability of Using Sci-Hub
Fig. 3 Marginal effects IDEOLOGY_BASED_BREACH. Model in column 6 of table 3 test RQ4. The x-axis shows FACULTY=1 and NON-FACULTY=0 while the y-axis is the predicted probability of Using Sci-Hub
Summary Statistics of regression variables
Robustness Check
Breach of academic values and misconduct: the case of Sci-Hub
  • Article
  • Full-text available

July 2024

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48 Reads

Scientometrics

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Arianna Martinelli

This paper investigates the growing evidence of research-related misconduct by developing and testing a theoretical framework. We study the deep causes of misconduct by asking whether the perception of an erosion of the core academic values, formally an ideology-based psychological contract breach, is associated with research-related misconduct. We test our framework by examining the use of Sci-Hub and providing empirical evidence that the loss of faith in scientific research sparkles research-related misconduct against publishers. Based on a stratified sample of 2849 academics working in 30 institutions in 6 European countries, we find that ideology-based psychological contract breach explains Sci-Hub usage, also when controlling for other possible motivations. The magnitude of the effect depends on contextual and demographic characteristics. Females, foreign, and tenured scholars are less likely to download papers illegally when experiencing a contract breach of academic values. Our results suggest that policies restoring academic values might also address research-related misconduct.

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The Effect of Lobbies' Narratives on Academics' Perceptions of Scientific Publishing: An Information Provision Experiment

April 2023

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59 Reads

This paper presents experimental evidence on the impact of opposite copyright lobbies' narratives on scholars' views toward the publishing system. We conduct the empirical analysis by running a large-scale information provision experiment on a representative population of European scholars. Scholars were individually randomized into a control group or one of two promotional videos presenting opposite lobbying interests. The first video presents the publisher's narrative, featuring publishers as innovative firms and the guardians of ethics and scientific advance. While the second presents copyright activists' narrative featuring publishers as greedy and unethical. We document scholars' general discontent towards the publishing system. However, both lobbyist narratives change perceptions towards their cause. Overall, publishers' lobbyist information has a slightly smaller persuasive effect, linked to a small part of the population that exhibits a strong emotional reaction. Additional information is accompanied by a slight increase in the probability of taking the action of being informed, especially when we control for the scholar's quality.


Figure 2. Distribution across country (bottom-left) and ERC scientific fields (bottom-right) of the intensity of Sci-Hub use in the last year.
Figure 2 displays the distribution of the intensity of Sci-Hub usage last year across countries and academic fields. The figures indicate similar patterns to the previous table, indicating higher country-level variance. These two observations combined suggest that the characteristics of the university system matter more than field differences in explaining the use of Sci-Hub and its intensity. Table 4 reports the estimation results of equations 1 and 2. Column 1 shows regression results including only the controls and the moderators, whereas column 2 including only our main variable IDEOLOGY BASED BREACH. In column 3, we report the results for estimating equation 1 and test H1. The model in column 3 indicates that the experience of an ideology-based contract breach IDEOLOGY BASED BREACH=1) corresponds to a statistically significant increase in the likelihood of using Sci-Hub. Considering the odds ratios, the estimated model indicates a sizable effect. All else being equal, those who experienced a contract breach generating IDE-OLOGY BASED BREACH have 75% more odds of using Sci-Hub compared to those who do not experience it (IDEOLOGY BASED BREACH=0). This finding confirms our H1. Looking at the controls and the moderators models 1-2 report results consistent with the existing literature. The likelihood of using Sci-Hub is lower for females (FEMALE) and faculty members (FACULTY), whereas it is higher for foreign scholars (FOREIGN). The likelihood of using Sci-Hub decreases the higher the perceived quality of the genuine product, expressed by the satisfaction individuals report about library services of their institution (LIBRARY SATISFACTION). Several controls have the expected positive sign and drive Sci-Hub use. These are individual moral justification for breaking copyright law (MORAL JUSTIFICATION), scientific publishers' business model perception as unethical (UNETHICAL PUBLISHERS), excessive teaching load (TEACHING LOAD), and positive social perception surrounding piracy (COLLEAGUES PIRACY PERCEPTION). On the contrary, the likelihood of using Sci-Hub is higher for experienced users (PAST PIRACY), and knowledgeable scholars about copyright (COPYRIGHT KNOWLEDGE). Results in columns 4-6 of table 4 test the moderating effects stated in H2-H4. Since we are estimating a nonlinear model, interpretation of the interaction effects cannot be based only on
Figure 3. Marginal effects IDEOLOGY BASED BREACH. Model in column 3 table 4 testing hypothesis H2. The x-axis shows FEMALE=1 and MALE=0 while the y-axis is the predicted probability of Using Sci-Hub
Figure 4. Marginal effects IDEOLOGY BASED BREACH. Model in column 4 table 4 testing H3. The x-axis shows FOR-EIGN=1 and NON-FOREIGN=0 while the y-axis is the predicted probability of Using Sci-Hub
Robustness Check. The dependent variable is a dummy equal to 1 if respondent used Sci-Hub in the past and 0 otherwise
Breach of Academic Values and Digital Deviant Behaviour: The Case of Sci-Hub

March 2023

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94 Reads

This paper bridges the organisational psychology and the economics of science literature to examine the role of ideology-based psychological contract breach in eliciting mild deviant behaviour in academia. We provide empirical evidence of how the deterioration of academic values related to the diffusion of the “publish or perish” paradigm sparkles copyright violations through Sci-Hub. Based on a representative sample of 2849 academics working in top institutions in 6 European countries, we find that ideology-based psychological contract breach explains Sci-Hub usage, also when controlling for other trivial motivations. The magnitude of the effect depends on contextual and demographic characteristics. Females, foreign and tenured scholars are less likely to respond with digital piracy when experiencing a contract breach of academic values. Our results contribute to prevention policy design, highlighting how policies restoring academic values might also address academic piracy.