Research Article |
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Corresponding author: José Firmino de Sousa Filho ( jose.sousa@ufba.br ) Academic editor: Marina Sheresheva
© 2025 José Firmino de Sousa Filho, Gervásio Ferreira dos Santos, Luiz Carlos de Santana Ribeiro, Rodrigo Barbosa de Cerqueira.
This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Citation:
de Sousa Filho JF, dos Santos GF, de Santana Ribeiro LC, de Cerqueira RB (2025) Analyzing Integration of BRIC into GVCs: A Value-Added Trade Perspective. BRICS Journal of Economics 6(4): 61-85. https://doi.org/10.3897/brics-econ.6.e154692
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This paper examines the involvement of Brazil, Russia, India and China (BRIC) in the global value chains (GVCs) between 2000 and 2014. It focuses on domestic value-added exports and vertical specialization. We use WIOD tables to assess the position of these countries in GVCs and a decomposition of their trade in terms of value added. China exhibits substantial growth in all indicators, whereas the other countries’ results appear to be mixed. The study also considers the economies of Mexico and South Korea, highlighting Mexico’s declining participation in GVCs in contrast to the steady growth of South Korea’s involvement. To ensure sustained long-term economic growth, the BRICS countries and other emerging economies should create a common growth agenda and increase their participation in global value chains. The paper provides insights into the dynamics of trade and vertical specialization and thus contributes to better understanding of economic relations between the BRICS countries and other emerging economies.
Emerging economies, Global Value Chains, BRICs, Trade in Value-Added
Economic stagnation in many high-income countries has led to an increase in the number of agreements and partnerships between low- and middle-income economies (
Recent theories and developments in international trade have highlighted a significant economic transformation, often referred to as “the second phase of globalization” by
Global value chains encompass the activities undertaken in agriculture, manufacturing or service sectors to move products from design to final use, recycling or reuse. These functions are carried out by many companies in different countries within the global supply chains. Organizations that dominate production processes in an industry or a GVC are called “lead firms”. They play an important role in shaping the behavior of the entire production chain. (
We use the input-output tables of the World Input-Output Database (WIOD) to assess the participation of emerging countries in the global value chains between 2000 and 2014
The main objective of this study is to examine the trade profile of the BRIC countries within global value chains. The central research question is: what are the prevailing patterns of value-added trade among BRIC and how do they differ in terms of technological intensity and vertical integration? We hypothesize that intra-BRIC trade is mostly characterized by asymmetries in technological content and limited depth of integration into value chains, with China taking a more advanced position than its partners. This hypothesis guides our empirical research and supports the overall effort to understand the role of emerging economies in the changing global trade system.
We have classified the industries analyzed in the WIOD input-output table (WIOT) according to the United Nations Technological Intensity (
This research is motivated by the need to explore the process of increasing trade in intermediate inputs supported by reductions in tariff and non-tariff barriers under bilateral and multilateral trade agreements, alongside a growing wave of trade liberalization, particularly among emerging economies (
Our study fills a significant gap in the literature by examining trade patterns and the value-added contributions of the BRICs countries. Despite the increasing importance of BRIC in the global economy, there has been a lack of comprehensive analysis regarding their trade interactions and participation in the global value chains. While previous studies may have employed similar methodologies, they have not specifically applied them to the context of intra-BRIC trade. Our paper extends the existing literature by focusing on the trade relationships among the BRIC countries, shedding light on how these emerging economies engage with each other in global value chains.
We conducted a comprehensive study of the issues related to the integration of developing economies into global supply chains, taking into account the growing importance of the BRIC countries and the persistent inequalities associated with them (
The expansion of the global value chains as a model for organizing global production and trade is associated with significant changes in the international trade regime caused by the growing number of regional, bilateral and multilateral trade agreements and signatory countries. Political changes have also accompanied this expansion (
Research suggests that the densification of GVCs has opened new avenues for growth and industrialization (
According to
Furthermore, entering a global production system requires a national development plan that can generate technological progress to make the region’s economy more competitive (
Regional market integration can help emerging economies accelerate specific planning and investment processes by development banks and international organizations (
The BRIC countries are emerging economies that aim to lead regional and global markets through bilateral and multilateral trade partnerships and political cooperation agreements. A comparative analysis of these nations’ trade activities reveals the differences and similarities between them, offering new insights for policy interventions and informing future research directions.
Since the formation of the BRIC group, these countries have demonstrated a strategic vision by actively pursuing trade agreements and partnerships in order to foster economic cooperation and boost intra-trade (
These trade agreements have been instrumental in driving substantial growth in the trade between the BRIC countries. They provide preferential treatment to intra-group trade, reduce trade barriers and promote economic complementarity (
The existing agreements have stimulated economic growth and enhanced the BRIC countries’ positions within GVCs by promoting deeper economic integration and trade cooperation (
Trade agreements within the BRIC association have also facilitated investment and technology transfer among the participants, which is essential for upgrading industrial capabilities and enhancing value chain linkages. By providing a predictable and transparent investment environment, these agreements attract foreign direct investment (FDI) and encourage the transfer of advanced technologies and managerial expertise from the more developed BRIC countries to the other group members (
However, each country’s advantages in international trade are not solely based on traditional comparative advantages. They are determined by many factors, including natural resource endowments, the capacity to attract foreign direct investment (FDI), technological advancements, and knowledge differentials. Empirical studies, particularly on Brazil, show that engagement in international trade agreements can have both positive and negative outcomes. Some agreements facilitate technology transfer and increase FDI, while others may lead to deindustrialization and a shift towards exports of primary goods, undermining industrial growth (
It is also necessary to understand how the countries’ growth models have influenced their GVCs involvement and what challenges they face when designing industrial policies capable of generating value-added exports. The paper emphasizes the importance of cooperation between emerging economies to advance trade and policy initiatives beneficial for BRICS and other developing countries, integrating them into discussions previously dominated by developed nations.
The World Input-Output Database (WIOD) comprises input-output tables that connect 44 nations (43 plus the rest of the world) through bilateral flows of international trade. These tables summarize global economic transactions, showing the interactions between different countries and economic sectors. Some industries’ products are used as inputs by other industries or as final products by various economic agents. Imports are detailed by industry and country of origin, making it possible to trace the source of goods used in other countries (
WIOTs are used to analyze international trade over time by constructing time series of production, value-added, trade and consumption. They are based on a conceptual framework aligned with national accounts, official input-output data, the System of National Accounts, and international trade statistics. To properly understand the functioning of global value chains, it is essential to identify the input flows in international trade and trace them to their end use. WIOD employs the Broad Economic Categories (BEC), which provide detailed information on intermediate inputs and final goods in bilateral trade (
By analyzing the BRIC economies’ involvement in GVCs, we can gain insights into the quality of their economic growth, competitiveness, and vulnerabilities. WIOT facilitates the analysis of the impact of economic shocks, such as pandemics or resource price fluctuations, and enables comparisons between BRIC and other countries in terms of production structure, trade patterns, and dependence on imported inputs. While WIOD covers 44 countries, data availability and quality may vary across nations, particularly for developing countries. This can lead to limitations in the accuracy and generalizability of the analysis. Besides, aggregating data into Broad Economic Categories (BECs) may mask important details about specific products and industries within each category limiting the ability to analyze nuanced patterns of trade and specialization.
This study applies the method of value-added trade decomposition developed by
The decomposition includes four main domestic value-added indicators:
1. DVA_FIN – Domestic Value Added in exports of final goods from country s to country r, reflecting upstream domestic contributions absorbed abroad.
2. DVA_INT – Domestic Value Added in intermediate exports used by country r to produce final goods for its domestic consumption.
3. DVA_INTrex – Domestic Value Added in intermediate exports used by country r to produce goods for third countries, capturing forward linkages.
4. RDV_G – Domestic Value Added that returns home via imports, whether directly from the partner country or via third countries. This indicator is particularly useful for identifying the circular flow of inputs within GVCs.
These four categories together form DVA_G, the total domestic value added embedded in gross exports from country s to country r.
The method also helps to detect Domestic Double Counting (DDC), which results from repeated circulation of intermediate goods between borders, often due to fragmented production processes. This is important for separating the genuine domestic value creation from inflated gross export values.
The decomposition also includes foreign components:
1. FVA_FIN – Foreign Value Added embedded in final goods exports, distinguishing inputs from the direct importer r and from third countries t.
2. FVA_INT – Foreign Value Added in intermediate exports from s to r, used in the production of final goods in r.
3. FDC – Foreign Double Counting, which accounts for repeated foreign value added in intermediate goods returning through trade cycles.
Together, FVA_FIN, FVA_INT, and FDC quantify the total foreign content in exports, enabling a precise assessment of vertical specialization, i.e., the extent to which a country is integrated into international production through imported inputs that are re-exported.
All indicators are calculated at the bilateral and sectoral levels in order to analyze the trade intensity and technological patterns in the intra-BRIC relations. This method provides a more accurate picture of each country’s contribution to global production, avoiding the double-counting bias present in gross export data.
The expansion of GVCs has reshaped traditional trade metrics, challenging the notion that certain products are made in one particular country. The prevailing practice of assigning the entire product value to a single nation fails to capture the intricate geographical dispersion within GVCs. That is why the “trade in value added” (TiVA) approach is gaining prominence: it attributes domestic export value to each country participating in the global value chain responsible for the final product and thus provides a better understanding of the overall picture (Nixson, 2015).
To summarize the results, we present the indicators of the BRIC countries’ and other nations’ positions in GVCs in Table SM1 (see supplementary material): (i) Domestic value-added in the exports of final goods (DVA final) and (ii) Domestic value-added in the exports of intermediate goods (DVA intermediate). These two indicators are the most significant in terms of their monetary export value. The remaining components of domestic value-added were aggregated because of their low monetary value (DVA others). Additionally, we aggregated the components of domestic value-added returning home (RDV total). The components of external value-added and pure double-counting terms were grouped into External VA and double-counting.
Thus, we provide a comprehensive overview of the countries’ participation in GVCs between 2000 and 2014. It is notable that the BRIC countries, except China, have a relatively modest share in the aggregated indicators. Brazil’s participation increased from 0.9% (DVA final), 1.2% (DVA intermediate), and 1.1% (DVA others) in 2000 to approximately 1.1%, 1.9%, and 1.7% in 2014. India showed slightly better progress than Brazil, increasing from 1.1%, 1.0%, and 1.0% in 2000 to 2.4%, 1.8%, and 1.6% in 2014. Russia outperformed India, with a share of 0.4%, 2.3%, and 2.9% in 2000, increasing to 0.7%, 4.1%, and 5.1% in 2014.
China’s involvement in GVC was steadily increasing throughout the study period, including the time of the 2008 global financial crisis. Its indicators of domestic added value grew from 5.4%, 3.0%, and 3.2% in 2000 to approximately 18.7%, 10.4%, and 9.1% in 2014. That is, they nearly tripled over the analyzed period.
Based on these indicators, the worst performance was demonstrated by Brazil. It means that Brazilian exports of domestic value-added are stagnating. It is probably one of the reasons why Brazil’s economic growth, particularly its export-led growth, is lower compared to that of China, (
In terms of value-added that returns home (RDV total), even in aggregated terms, the BRIC countries have a relatively small representation. In 2000, Brazil and India held a share of only 0.1%, Russia had 0.2%, and China had 1.3% for the same period. By 2014, Brazil and India made marginal progress, Russia’s share grew to 0.8% and China increased its share to 11.4%. The indicator of domestic added value that returns home is a good measure of a country’s involvement in GVCs as it reveals the extent to which a country is engaged in global value chains through exports.
At the beginning of the study period, Brazil, India, and Russia had the same level of GVC participation, with the indicator of external added value in exports of about 0.5%; China’s share was 3.0%. By 2014, Brazil and Russia made only marginal progress, with increases of 0.7% and 0.6%, respectively. India made a more substantial advance, reaching around 1.6%, while China expanded its share to 8.2%. External added value is one of the main components of vertical specialization. One factor that contributed to its record increase in Chinese exports was the high level of foreign investment that China attracted during this period. The same principle can be applied when it comes to pure double counting terms.
According to
The emerging economies of Indonesia, Mexico, and Turkey exhibited similar performance patterns to those of Brazil, India, and Russia, but Mexico’s indicators of global value chain participation have been deteriorating over time, suggesting a worse position than the other countries. South Korea stands out, as it initially had export indicators similar to those of China, although its growth was less dramatic. All its value-added indicators rose over the study period meaning that its exports grew and integration into global value chains increased.
This analysis highlights the need to create a growth and development agenda among the BRICS countries and other emerging economies. Cattaneo et al. (2010) emphasize the importance of emerging economies’ participation in GVCs for sustained long-term growth. They see China as a “big winner” as it diversifies export markets and forms relevant partnerships to import intermediate goods from emerging countries, such as India, Brazil, Turkey, Indonesia, Bangladesh, and Vietnam. Thus, China’s role as the leader of the BRICS association and a global advisor for developing countries should be guided by a broad range of opportunities to improve and benefit all participating economies. (
Examining the domestic content of exports provides a granular perspective on industrial activity within the host economy but interpreting the data requires caution. A low level of vertical specialization could indicate an underdeveloped manufacturing sector that mainly serves the domestic market and produces low-tech exports. Conversely, a high VS index indicating sophisticated assembly or processing also suggests heightened import intensity (
Aggregating domestic value-added and vertical specialization components by country and by the level of technological intensity allows for a broader analysis of trade relationships between the BRIC countries. Figure
For Brazilian industries, the level of vertical specialization in production follows a similar pattern to the export of domestically produced value-added products. However, trade flows of vertically specialized components are much less significant (Figure
In contrast to Brazil, China’s trade relations with the other BRIC countries are based on the export of domestic value-added goods from high and medium-high technology industries, as shown in Figure
The analysis of domestic added value can serve as a basis for understanding vertical specialization relationships. Chinese industry at high and medium-high technology levels is the most vertically integrated into trade between BRIC, and the patterns of trade integration with the other countries are similar, as illustrated in Figure
India’s domestic value-added exports are more intense in low, medium-low, and medium technology industries, as shown in Figure
The process of vertical specialization in India’s industries does not follow the same pattern as the value-added exports. Indian industries, regardless of their technological level, are not integrated into trade within the BRIC group. Vertical specialization flows are more significant for medium-high, medium, and medium-low technology industries, as shown in Figure
Russia and India have similar patterns in value-added trade and vertical specialization. Russia’s trade with India and Brazil, both in goods and services, was relatively active during the study period. Much of Russia’s value-added exports came from low, medium-low, medium, and medium-high technology industries, as shown in Figure
In terms of vertical specialization of production, there is a noticeable increase in trade flows from Russia’s medium-low, medium, and medium-high technology industries to the other BRIC countries, as shown in Figure
The development of trade and political relations is a fundamental tool for ensuring stability, economic growth and investment cooperation. The BRIC countries’ shift from bilateral trade to a multilateral paradigm for trade and investment is expected to strengthen the group members. Improved economic relations should enhance their competitiveness at macroeconomic level and promote synergy effects through expanded cooperation and harmonized trade policies.
Nixson (2015) notes that the literature lacks a clear model of the BRICS involvement in GVCs. Vertical Specialization (VS) measures and rankings based on trade in manufactured intermediate goods exhibit substantial variations. China is the most active and successful participant in GVCs, while the other four economies lag significantly. Russia appears to be a newcomer in GVC participation. It is important to recognize that GVC involvement is only one facet of the broader industrialization and development process. Domestic market has an essential role in larger economies like China, India, and Brazil, influencing the development of both consumer goods and intermediate goods sectors (Stuenkel, 2020). The sustainability of ‘upgrading’ in products, functions, and chains relies on developing endogenous technological capacities, notably through establishing a robust capital goods sector.
To better understand the theoretical foundations of the global value chains and vertical specialization (VS), it is useful to evaluate countries’ participation in technological activities. Assessment methodologies associate trade flows with value-added and VS activities by establishing thresholds, which indicate technological links and the significance of intermediate imports in production processes. Integrating this methodological approach with the empirical data on the participation of BRIC in GVCs enhances the theoretical discussion concerning the implications of vertical specialization for international trade and economic growth strategies.
Our findings indicate that participation of BRIC and other emerging countries in the global value chains remained stable throughout the 2000’s, with the exception of China. Brazil and Russia had a low level of GVC involvement and India only made a marginal progress in its value-added trade. It means that intra-BRIC relations did not contribute to the development of trade in value-added or vertical specialization in the member countries. Measuring DVA in exports provides an understanding of the countries’ contributions to final products beyond mere export volumes. We gauged the depth of a country’s integration in global value chains by assessing the ratio of DVA to total exports. This analysis illustrates the level of global value chain (GVC) integration and highlights the roles of countries in global production.
While overall trade volumes within the group increased, there are notable differences in the trading patterns among member countries. China stands out as the primary driver of trade growth, with a remarkable evolution in domestic value-added exports across high and medium-high technology industries. This expansion can be attributed to China’s proactive trade policies, robust manufacturing base and strategic investments in infrastructure (
The analysis shows a notable divergence in the integration profile of value chains in the intra-BRICs trade. China’s dominance in high and medium-high technology exports highlights its increasing participation in global value chains, particularly in the electronics, machinery, and automotive sectors. Intra-BRICS trade has facilitated greater economic interaction among the member countries, but its benefits were unevenly distributed. Brazil, India, and Russia sought to use intra-BRICS trade to enhance their industrial competitiveness and promote regional economic integration (UNIDO, 2020;
GVCs have brought about profound changes in the global economy and shaped forms of production and trade for specific industries and countries. As supply chains expanded internationally, more intermediate goods were traded between countries, and more imported inputs and components became integrated into exports (
The growth of emerging markets also led to changes in the final consumption of developed economies in GVCs, as the trade intensity of the global South increased dramatically, especially after the 2008 financial crisis. New governance structures reinforced the organizational consolidation in GVCs and geographic concentration associated with the growing prominence of emerging economies as significant economic and political actors (
China’s success through the creation of Special Economic Zones (SEZs) was essential for the attraction of investment from both domestic and international sources, leading to positive spillover effects. (
Russia’ entry into GVCs increased its production potential for computers and electronic components. The country’s electronics market experienced significant growth following its recovery from the 2008 financial crisis (
In India, the government reduced tariffs on high-tech goods to promote technological development and create incentives for local technology companies (
Brazil’s growth model is based on developing its domestic market and exporting commodities and other low value-added products. This has made the country highly vulnerable to the adverse effects of recessions and international economic crises (Sousa
Russia’s growth model is similar to that of Brazil (
The analysis of the BRIC countries’ participation in GVCs through the lens of value-added and vertical specialization offers insights into the complex nature of the related processes. While China’s success is in line with theoretical expectations of comparative advantage and strategic participation, the other BRIC countries appear to face difficulties in their integration in the global value chains. Exploring GVCs through this methodological framework contributes to understanding the role of foreign inputs, intra-BRICs trade patterns and importance of creating domestic added value. This analysis highlights the interplay between theoretical frameworks, methodological tools, and empirical findings in unraveling the dynamics of GVCs and guiding countries toward sustainable development within the globally interconnected landscape.
The present study is constrained by the 2014 cutoff of the WIOD database, but other datasets may offer opportunities to extend the analysis of BRIC participation in global value chains to more recent years. Databases such as the EORA Multi-Region Input-Output (MRIO) and the OECD Trade in Value Added (TiVA) initiative provide updated trade indicators and sectoral-level insights that could support the construction of new GVC-related measures. These sources may help examine the post-2014 developments, including the impacts of recent trade realignments, geopolitical shifts, and global shocks, such as the COVID-19 pandemic. However, the major limitation is likely to remain since the full inter-country input-output tables necessary for comprehensive value-added decomposition are not publicly accessible in these databases. This restricts their immediate applicability for replicating the detailed methodological framework adopted in this study but, once full data are made available, the research will certainly be continued. We encourage scholars to use alternative datasets and new methodologies to investigate the BRICS countries’ involvement in the global value chains. This will address the time gap in our findings and provide a more comprehensive understanding of the factors that influence the trade activities of BRICS and other emerging countries.
Future research should examine how recent global disruptions, such as the COVID-19 pandemic, the reorganization of supply chains, and escalating geopolitical tensions, have redefined the role of emerging economies within global value chains. These developments have heightened the relevance of regional trade resilience, technological self-sufficiency, and strategic diversification in production networks. Additionally, the recent expansion of the BRICS group introduces new dynamics in trade cooperation and economic alignment. Analyzing how the enlargement of the group influences GVC participation through differentiated industrial structures and trade capacities offers a promising direction for understanding the evolution of South-South integration. These inquiries are essential to assess whether the BRICS organization will be able to maintain relevance and cohesion as a platform for alternative global economic governance.
Our study looks at how Brazil, Russia, India, and China (the BRIC countries) take part in global supply chains and specialize in certain parts of production. While China’s remarkable success is in line with theoretical expectations of strategic participation, the varying degrees of progress made by the other BRIC countries illustrate the complexities inherent in GVC integration. Investing in medium- and high-tech industries is essential for emerging countries to integrate into the global value chains and generate significant added value. The paper emphasizes the importance of creating domestic added value, the role of foreign inputs, and the necessity of considering the intra-BRIC trade patterns. The results of this study have important implications for policymakers and international trade negotiators. They indicate the need for the strategies tailored to support emerging countries’ involvement in global value chains and maximize their potential for economic growth. International trade agreements could promote cooperation and facilitate smoother integration of emerging economies into the global value chains.
The analysis highlights the increasing importance of intra-BRICs trade, particularly in the context of GVCs. The formation of the BRIC group facilitated trade between the member countries through various mechanisms, such as preferential trade agreements, enhanced diplomatic relations and joint initiatives to promote economic cooperation. The growing economic strength of the BRIC countries, coupled with their complementary industrial profiles, may have contributed to increased trade flows within the bloc. So far, however, there have been no significant changes to the value-added export profiles.
Our findings provide insights into the distinct patterns of intra-BRIC trade, highlighting China’s significant advancements, the varying degrees of progress in Brazil, Russia, and India, and the importance of strategic investments in medium- and high-tech industries to enhance GVC participation. Our research contributes to the existing literature by revealing how the BRIC countries’ trade dynamics influence their competitiveness. By focusing on the technological intensity patterns of BRIC, this paper points out the importance of technology in promoting trade and specialization within the group.
Trade between the BRICS countries is an integral part of a new framework for organizing international relations between emerging markets, which provides a counterweight to the economic power of the United States, the European Union, and Japan. While trade with the US, EU, and Japan continues to represent a significant portion of the BRIC countries’ economic activity, its share has decreased. Recent changes in the international market and South-South cooperation have led to significant changes in production, trade and consumption patterns, with a focus on emerging and developing markets.
The study of the 14-year period allows for longitudinal analysis, which enables the tracking of changes in trade patterns, production specialization, and GVC participation over time within the BRIC countries. The analysis reveals emerging trends and long-term developments in their economic trajectories. When comparing the performance of BRIC with that of other countries during this period, we can gain insight into their relative competitiveness. We can also identify areas where they converge or diverge, and assess their overall contribution to global economic growth. WIOD’s coverage of this period is particularly accurate and detailed, with consistent methodologies and data collection practices. This allows for reliable comparisons and robust analyses across various countries and sectors within the BRICS countries.
Although trade agreements between countries in the group are meant to promote global cooperation and economic integration, empirical evidence suggests that most of the trade gains have gone to China. It means that trade itself is not the only factor that matters. Trade benefits are certainly determined by such factors as resource endowment, the ability to attract FDI, technological advancements and knowledge differentials. To benefit more significantly from trade agreements, it may also be necessary to build capacities to compete more effectively within the global value chains. Our findings suggest that China’s leadership in these trade agreements does not always translate into equitable benefits for all member countries, highlighting the need for specific strategies that can help other BRIC nations enhance their industrial and technological capabilities. The development of mutually beneficial relations between the BRIC countries may be hampered by their desire to gain or maintain regional economic and political influence. In addition, each country faces specific internal challenges that also impede progress.
No funding was received from any organization for this paper.
We declare that we do not have any competing interests.