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Iacovone, Leonardo
Global Practice on Trade and Competitiveness, The World Bank
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Global Practice on Trade and Competitiveness, The World Bank
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Publication
Stunted Growth : Why Don't African Firms Create More Jobs?
(World Bank, Washington, DC, 2013-12) Iacovone, Leonardo ; Ramachandran, Vijaya ; Schmidt, MartinMany countries in Africa suffer high rates of underemployment or low rates of productive employment; many also anticipate large numbers of people to enter the workforce in the near future. This paper asks the question: Are African firms creating fewer jobs than those located elsewhere? And, if so, why? One reason may be that weak business environments slow the growth of firms and distort the allocation of resources away from better-performing firms, hence reducing their potential for job creation. The paper uses data from 41,000 firms across 119 countries to examine the drivers of firm growth, with a special focus on African firms. African firms, at any age, tend to be 20-24 percent smaller than firms in other regions of the world. The poor business environment, driven by limited access to finance, and the lack of availability of electricity, land, and unskilled labor have some value in explaining this difference. Foreign ownership, the export status of the firm, and the size of the market are also significant determinants of firm size. However, even after controlling for the business environment and for characteristics of firms and markets, about 60 percent of the size gap between African and non-African firms remains unexplained. -
Publication
Trade Integration, FDI, and Productivity
(World Bank, Jakarta, 2015-04) Javorcik, Beata ; Iacovone, Leonardo ; Fitrani, FitriaPolicy attitude towards trade integration and foreign direct investment (FDI) is often a controversial yet popular subject. This note presents evidences from recent policy researches that arguing that engaging in an open trade and investment regime have brought productivity gains which is key factor for sustaining increase in income per-capita. Evidence from Indonesia also suggests that foreign owned plants have become increasingly important, generating a significant share of exports and overall output, as well as more productive and more export intensive than domestic plants, and to spend more on RD and training. FDI also have positive impact on firms in the same sector, through competition and demonstration effects, and in upstream sectors, as suppliers to foreign-owned plants improve the quality of their own products to meet their clients more exacting needs. Evidence also suggests a positive impact from import competition in improving allocative efficiency across manufacturing plants which is a key element in driving productivity in manufacturing sector. -
Publication
ICT Use, Competitive Pressures and Firm Performance in Mexico
(World Bank, Washington, DC, 2016-04) Iacovone, Leonardo ; Pereira-Lopez, Mariana ; Schiffbauer, MarcThis paper presents a set of stylized facts on the relation between information and communications technology (ICT) use, firm performance, and competition. Taking advantage of a novel firm-level data set on information and communications technology for Mexico, the study finds that firms facing higher competition appear to have more incentives to increase their use of information and communications technology. Accordingly, although there is indeed a positive relation between information and communications technology use and firm performance, this effect is greater for firms that face higher competition pressures, which is consistent with the theoretical predictions of the trade-induced technical change hypothesis. -
Publication
Competition Makes IT Better: Evidence on When Firms Use IT More Effectively
(World Bank, Washington, DC, 2016-04) Iacovone, Leonardo ; Pereira-Lopez, Mariana ; Schiffbauer, MarcThis paper uses a unique firm-level data set for Mexico, with information never used for research before, to assess how use of information technology (IT henceforth) influences firm performance. Further, the paper explores if, in the context of increasing competition from China, this effect is different for firms more strongly affected by competition where incentives for upgrading and innovation may be more intense. In this perspective, the paper analyzes the complementarity between IT and other changes spurred by competition, taking advantage of the exogenous shock generated by Chinese competition. The results indicate that IT use has higher effects over productivity in the case of firms facing higher competition from China, in the domestic market and in the U.S. market. Furthermore, the paper shows how these changes appear to be driven by complementary investments in innovation and organizational changes. -
Publication
Organizing Knowledge to Compete: Impacts of Capacity Building Programs on Firm Organization
(World Bank, Washington, DC, 2016-04) Cruz, Marcio ; Bussolo, Maurizio ; Iacovone, LeonardoA growing literature aiming at explaining differences across firms in productivity and access to global export markets has focused on the internal organization of firms. This paper contributes to this literature by evaluating the impact of a program that focuses on enhancing competitiveness of small and medium enterprises in Brazil by providing coaching and consulting on management and production practices. Specifically, the paper tests whether the program induces treated firms to reorganize knowledge by adding more layers of different skills and competencies to their workforces. Using a unique firm-level dataset, the number of layers of the firms are compared before and after the program. The impact of the program is identified by relying on an instrumental variable approach, exploiting the quasi-experiment roll-out of its implementation, which was carried out at different times across Brazilian regions. The analysis finds that the program had an effect and that this effect is heterogeneous. The program is particularly effective in promoting the reorganization of firms with initially fewer layers. The results confirm another finding of the literature, namely that in re-organized firms inequality of wages increases, as firms pay higher wages in added higher layers than in pre-existing ones. Finally, these results are used to discuss how the change in firms' organization is positively correlated with export performance. -
Publication
Opportunity versus Necessity: Understanding the Heterogeneity of Female Micro-Entrepreneurs
(World Bank, Washington, DC, 2016-04) Calderon, Gabriela ; Iacovone, Leonardo ; Juarez, LauraEntrepreneurs that voluntarily choose to start a business because they are able to identify a good business opportunity and act on it -- opportunity entrepreneurs -- might be different along various dimensions from those who are forced to become entrepreneurs because of lack of other alternatives -- necessity entrepreneurs. To provide evidence on these differences, this paper exploits a unique data set covering a wide array of characteristics, including cognitive skills, non-cognitive skills and managerial practices, for a large sample of female entrepreneurs in Mexico. Descriptive results show that on average opportunity entrepreneurs have better performance and higher skills than necessity entrepreneurs. A discriminant analysis reveals that discrimination is difficult to achieve based on these observables, which suggests the existence of unobservables driving both the decision to become an opportunity entrepreneur and performance. Thus, an instrumental variables estimation is conducted, using state economic growth in the year the business was set up as an instrument for opportunity, to confirm that opportunity entrepreneurs have higher performance and better management practices. -
Publication
Management Practices in Croatia: Drivers and Consequences for Firm Performance
(World Bank, Washington, DC, 2019-11) Grover, Arti ; Iacovone, Leonardo ; Chakraborty, PavelEmbedding management and operational practices survey in a broader firm capabilities survey, this paper finds that an average firm in Croatia scores 0.532 on structured management practices, which is farther from the frontier (0.615 in the United States). This average, however, masks the wide heterogeneity in management practices among firms. Relative to advanced countries, a large share of firms in Croatia are badly managed. Management is particularly worse in services and more so in non-knowledge intensive services. Better managed firms show superior performance: improving the management score from the 10th decile to the 90th decile is expected to improve sales per employee by 36 percent, profits by 33 percent and the probability to innovate by 11 percent. Likewise, better managed firms more likely use sophisticated technologies and have a higher probability of accessing external finance. What drives firms to improve their management practices? As elsewhere in the world, global linkages of firms matter. However, unlike the evidence in advanced countries, management capabilities in Croatia is negatively associated with firm age, especially in services, indicating the possibility of allocative inefficiency, where learning and selection mechanism does not weed out the badly managed firms perhaps due to the lack of pro-competitive forces. -
Publication
Productivity Performance in Indonesia's Manufacturing Sector
(World Bank, Jakarta, 2012-09) Javorcik, Beata ; Fitriani, Fitria ; Iacovone, Leonardo ; Varela, Gonzalo ; Duggan, VictorRelying on firm-level data from Statistik Industri this note analyzes the evolution of productivity dynamics of Indonesian firms over the past 20 years (1990-2009). Economy-wide and sectoral productivity changes are decomposed into their two main components: changes due to the evolution of average productivity and changes due to 'allocative efficiency'. This decomposition shows that while during the 20 years both components have increased, the changes in allocative efficiency have been mainly driven by average productivity growth and less by increases in allocative efficiency, even if the latter has also improved during the period under analysis. Interestingly, the note shows that both average Total Factor Productivity (TFP) growth and allocative efficiency improvements are especially driven by a few sectors: electronics, machinery and instruments, and textiles, clothing and footwear. Limited improvements in both allocative efficiency and average TFP have occurred instead in natural-resource-based sectors, sectors characterized by more limited competition and higher rents. This note emphasizes the importance of 'allocative efficiency' for productivity evolution because, in a context where firms are very different in their productivity, it becomes crucial how resources are allocated in the economy. This series of policy notes suggests that regulatory reforms, exposure to foreign competition and access to imported intermediate inputs are important determinants of allocative efficiency. The problem of a 'missing middle' is closely related to that of sub-optimal allocation of resources across firms: a strong feature of Indonesian firm-size distribution. Going further, the note suggests that burdensome regulations and imperfect financial markets are two important causes of this missing middle. To complement the focus on productivity, the note also analyzes firm-level job dynamics and points to the crucial role of 'start-ups' and new companies as a key driver of job creation. This finding suggests that the focus of policymakers on Small and Medium Enterprises (SMEs) may be misplaced and that this focus should start realigning towards supporting more dynamic 'start-ups' rather than SMEs. -
Publication
Economic Performance under NAFTA : A Firm-Level Analysis of the Trade-Productivity Linkages
( 2011-05-01) De Hoyos, Rafael E. ; Iacovone, LeonardoDid the North American Free Trade Agreement make Mexican firms more productive? If so, through which channels? This paper addresses these questions by deploying an innovative microeconometric approach that disentangles the various channels through which integration with the global markets (via international trade) can affect firm-level productivity. The results show that the North American Free Trade Agreement stimulated the productivity of Mexican plants via: (1) an increase in import competition and (2) a positive effect on access to imported intermediate inputs. However, the impact of trade reforms was not identical for all integrated firms, with fully integrated firms (i.e. firms simultaneously exporting and importing) benefiting more than other integrated firms. Contrary to previous results, once self-selection problems are solved, the analysis finds a rather weak relationship between exports and productivity growth. -
Publication
The DR-CAFTA and the Extensive Margin : A Firm-level Analysis
( 2010-06-01) Molina, Ana Cristina ; Bussolo, Maurizio ; Iacovone, LeonardoThis paper examines the export behavior of Dominican Republic exporters following the implementation of the Dominican Republic-Central America Free Trade Agreement in 2007. Using a firm-level dataset for 2002-2009, the authors investigate the effects of a tariff reduction on the extensive margin. The analysis distinguishes the impact on the entry of new firms, exports of new products, and entry into the Agreement s markets. The paper analyzes whether the agreement prevents incumbent exporters from exiting the market. The results suggest that tariff cuts had a positive although very small effect on the extensive margin. A decline in tariffs also seems to reduce the probability of exit, but the effect is also small. The evidence calls for complementary policies aiming at helping exporters maximize the benefits of the agreement.