Enrico Zaninotto’s research while affiliated with University of Trento and other places

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Publications (58)


Figure 1: Conceptual framework
Figure 2: Distribution of linearized propensity score
Figure 3: Mediation model
Automation and flexible employment
Automation and flexible workers: mediation analysis
Automation and flexible labor contracts: Firm-level evidence from Italy * †
  • Preprint
  • File available

April 2024

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77 Reads

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Enrico Zaninotto

This study examines the association between investments in automation technologies and employment outcomes at the firm level, utilizing a panel dataset of about 10,450 Italian firms. Focusing on the proliferation of non-standard, flexible labor contracts introduced by labor market reforms in the 2000s, we identify a positive relationship between automation investments and the adoption of flexible labor arrangements. With the aid of a conceptual framework, we interpret these findings as evidence of complementarity between flexible capital, represented by automation technologies, and flexible labor, manifested through non-standard contractual arrangements. This complementarity is crucial for enhancing operational flexibility , a critical determinant of firm performance in the modern market environment. However, while this adaptability is beneficial for firms, it raises concerns about job security, the potential for lower wages among workers, and the reduction of workers' incentives to invest in human capital. In terms of policy implications, our analysis underscores the need for measures that safeguard workers' interests without compromising the efficiency gains from automation.

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The fast-track ascent to the top: The role of human capital in European listed firms

February 2024

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60 Reads

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3 Citations

European Management Journal

Drawing on human capital theory, this study examines the role of different components of human capital-education (level and type), tenure, and career variety (functional, industry, firm, and country variety)-in the rapid or "fast-track" career ascent of individuals to their first top management position (highest level of organisational hierarchy) as chief executive officer (CEO) or non-CEO Senior Manager (SM). Using a retrospective approach to the career trajectories of over 7500 CEOs and non-CEO SMs s in European listed firms, we show the commonalities and differences in the composition of human capital in the career progressions of both groups. The results reveal that the human capital that accelerates CEOs' careers include an MBA degree and long tenure, especially when combined with firm variety. In contrast, for non-CEO SMs, a high level of education and low functional variety accelerated their career ascent. For non-CEO SMs, tenure has a negative effect that is alleviated by career variety. By explicating the components of human capital, we suggest that many forms of career variety, such as experience acquired across countries, industries, or firms, are not valued in a fast-track career, and hardly create valuable human capital for top positions. Our study paves the way for exploring the composition of human capital not only for different organisational roles, but also for different hierarchical levels.





Robots and Labor Regulation: A Cross-Country/Cross-Industry Analysis

March 2022

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43 Reads

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7 Citations

Economics of Innovation and New Technology

This work discusses and empirically investigates the relationship between labor regulation and robotization. In particular, the empirical analysis focuses on the relationship between the discipline of workers' dismissal and the adoption of industrial robots in nineteen Western countries over the 2006-2016 period. We find that high levels of statutory employment protection have been negatively associated with robot adoption, suggesting that labor-friendly national legislations, by increasing adjustment costs (such as firing costs), and thus making investment riskier, provide less favorable environments for firms to invest in industrial robots. We also find, however, that the correlation is positively mediated by the sectoral levels of capital intensity, a hint that firms do resort to industrial robots as potential substitutes for workers to reduce employees' bargaining power and to limit their holdup opportunities , which tend to be larger in sectors characterized by high levels of operating leverage.


Robots and Labor Regulation: A Cross-Country/Cross-Industry Analysis

September 2021

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85 Reads

This work discusses and empirically investigates the relationship between labor regulation and robotization. In particular, the empirical analysis focuses on the relationship between the discipline of workers' dismissal and the adoption of industrial robots in nineteen Western countries over the 2006-2016 period. We find that high levels of statutory employment protection have been negatively associated with robot adoption, suggesting that labor-friendly national legislations, by increasing adjustment costs (such as firing costs), and thus making investment riskier, provide less favorable environments for firms to invest in industrial robots. We also find, however, that the correlation is positively mediated by the sectoral levels of capital intensity, a hint that firms do resort to industrial robots as potential substitutes for workers to reduce employees' bargaining power and to limit their holdup opportunities , which tend to be larger in sectors characterized by high levels of operating leverage.


Trading-off flexibility: Contingent workers or human resource practices? A configurational approach

July 2021

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150 Reads

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13 Citations

Human Resource Management Journal

Atypical work has been proven to worsen employment conditions, reduce labour productivity and hinder firms from competing in higher quality market segments, yet companies still hire atypical workers to provide flexibility in response to unstable market conditions. Previous research has examined the relationship between specific job features and the incidence of atypical work. Using a fuzzy-set qualitative comparative analysis technique, we analysed interviews of service firms' managers to identify configurations that limit the use of atypical workers. We found evidence that firms limit the use of atypical contracts not only in cases of firm-specific and complex tasks but also in cases of simple and nonspecific tasks when supported by human resource management practices that aim to increase internal flexibility. Firms can take advantage of a stable workforce by strategically using human resource management flexibility practices as an alternative to labour market flexibility.



List of questions (attending students)
Principal component analysis of the answers. Rotation: orthogonal Varimax; Rho = 0.6491; Number of obs = 274,127. Variance explained by the first three components.
Is the Italian student survey on teaching reliable? For what purposes?

Italian universities submit a compulsory survey to students for the evaluation of teaching activities. The questionnaire, designed by the Italian National Agency for University and Research System Evaluation (ANVUR), aims to evaluate four dimensions of teaching quality (course, instructor, personal interest and overall satisfaction) through twelve questions on a four-level scale. This paper addresses first the issue of the questionnaire’s reliability in the representation of the four evaluation dimensions. The main result is that the questionnaire do not represent properly the four dimensions of evaluation which it is intended for. Secondly, through a preliminary statistical analysis, it discusses the use of the survey for comparative purposes. A comparative analysis can be adversely affected by several contextual and subjective factors, like the size of the class and the gender of the instructor. The paper concludes by discussing the difficulty of finding proper conditioning, and raises doubts regarding an uncritical comparative use of student evaluations of teaching activities.


Citations (30)


... we thus attempt to shift this literature to the CEO's domain by theorizing how CEO's career embeddedness (observable characteristics) influences their strategic choices specifically "going green". Upper echelon perspective and human capital perspective Hambrick and Mason (1984); Becker (1964) suggest that a CEO's observable (i.e., education, experiences); demographic (i.e., gender); and psychological characteristics (i.e., values) influence the strategic choices of a corporation (Hambrick, 2007;Salimi et al., 2024;Wei et al., 2018). In addition, as per the imprinting view Marquis and Tilcsik (2013) CEO's experience and education shape their cognition and values which make them ethically and socially more responsible. ...

Reference:

Career Embeddedness Leads Toward Innovation: The impact of Chief Executive Officer (CEO) Career Embeddedness on Green Innovation
The fast-track ascent to the top: The role of human capital in European listed firms
  • Citing Article
  • February 2024

European Management Journal

... This is because workers may be more willing to make efforts to learn and innovate if they know that they will be protected from opportunistic behaviour by the firm. A different view has been presented by Traverso et al. (2023), who find that statutory protection against dismissal is negatively associated with the adoption of robots. They suggest that robot adoption tends to be higher in environments with more flexible labor regulations, indicating that regulatory frameworks that are perceived as more supportive of business -especially those with more flexible labor laws -tend to reduce adjustment costs and, consequently, create more favorable conditions for firms to invest in industrial robots. ...

Robots and Labor Regulation: A Cross-Country/Cross-Industry Analysis
  • Citing Article
  • March 2022

Economics of Innovation and New Technology

... Using macro data, Presidente (2023) provides evidence that countries with stronger institutional protection of workers' rights, centralized bargaining systems, and higher unionization rates use more robots per worker, and that this association is stronger in sunk cost-intensive industries where producers are more vulnerable to hold-up, thereby suggesting that robots are used by firms to thwart rent appropriation by workers. In the same vein, Traverso et al. (2021) also use aggregate data to estimate the relationship between labor regulation and robotization, reaching very different results. In their study, stronger employment protection is negatively associated with robot adoption, suggesting, in their view, that labor-friendly legislations make investment riskier by increasing adjustment costs (i.e., firing costs). ...

Robots and Labor Regulation: A Cross-Country/Cross-Industry Analysis

SSRN Electronic Journal

... Ren et al., 2024). Figure 2 illustrates the guiding principles for the Findings section of a qualitative paper while also acknowledging the unique requirements of Fuzzy-set qualitative comparative analysis (Fs/QCA), an analytical strategy emerging in the HRM field (Farivar & Richardson, 2020;Signoretti et al., 2022). In qualitative papers, the convention is titling the section on study outcomes as "Findings" rather than "Results." ...

Trading-off flexibility: Contingent workers or human resource practices? A configurational approach

Human Resource Management Journal

... Digitalization, including automation, robotics and artificial intelligence (AI) (Brondoni & Zaninotto, 2018;Camussone & Biffi, 2018;Boccardelli, 2019;Grima et al., 2022;Lepistö et al., 2022), may affect occupational health and safety (European Agency for Health and Safety at Work, 2018;Nguyen et al., 2022). ICTenabled technologies certainly relieve workers of dangerous and physically demanding tasks. ...

Ouverture de ‘The 4th Industrial Revolution. Business Model Innovation & Global Competition’

Symphonya Emerging Issues in Management

... the associated redefinition of business boundaries (Gaio et al., 2018) and the internal connections among the various sectoral components. In reference to the first point, 70% of goods and services traded on the international market today involve exchanges between countries that can generally fit into the global value chains. ...

Growth Through Metamorphosing

Symphonya Emerging Issues in Management

... For emerging countries, opportunities are opening up to restructure value chains, linking individual production phases and shortening catching up times; but at the same time, these choices manifest are exposed to global competition. A similar issue applies within countries: in developed countries, but which are not at the technological frontier, there is the risk of consolidating dualistic models of development in which a group of companies can compete in terms of technology, quality, and differentiation of production, opposed by a large faction of companies seeking a response in the reduction of labour costs and containing investments (Tundis et al., 2015). ...

Strategic reactions of Italian firms to globalization under the EMU
  • Citing Article
  • January 2018

Sinergie Italian Journal of Management

... They all find a significant degree of capital misallocation especially among SOEs, and that aggregate productivity would improve significantly if policy distortions (such as preferential access to credit by SOEs) were removed. Le et al. (2019) and Ramstetter and Phan (2013) analyse earlier data from the Vietnam enterprise census and find that SOEs and foreign-invested enterprises have higher total factor productivity than private firms. But more recent work using advanced econometric methods and a clearer definition of state ownership, found that both SOEs and MNE-SOEs joint ventures rank at the bottom in terms of total factor productivity (Athukorala & Nguyen, 2022). ...

From central planning towards a market economy: The role of ownership and competition in Vietnamese firms’ productivity
  • Citing Article
  • May 2019

Journal of Comparative Economics

... It turns out that the variability of productivity of individuals in different age groups is not clear. Some studies show a decline in the productivity of individuals at older ages (e.g., the extensive literature review by Gabriele et al., 2018;Lee et al., 2018;Skirbekk, 2004). However, productivity declines are smaller or non-existent for older workers whose work tasks require experience or verbal skills (Skirbekk, 2008). ...

Ageing workforce and productivity: the unintended effects of retirement regulation in Italy
  • Citing Article
  • October 2017

Economia Politica

... This means that significant treatment effects in May for a département i that hosts a TdF stage only in July should 3 Examples of tourism analysis that have combined covariate matching and DiD regression include Tundis et al. (2017) and Srhoj et al. (2022). 4 As default, we use the binary treatment dummy specification I (at least one TdF stage in a specific year) as an outcome variable of the probit model. ...

Investigating the effectiveness of public subsidies to hotels: Evidence from an Alpine region
  • Citing Article
  • July 2017

Tourism Management Perspectives