Publication: Spillover Effects of China’s Trade and Growth Shocks on ASEAN countries: Evidence from a GVAR Model
Loading...
Published
2022-11
ISSN
Date
2022-11-08
Author(s)
Editor(s)
Abstract
The paper uses a global vector autoregression model with quarterly time series data from 1994 to 2016 to investigate the spillover effects of Chinese trade and growth shocks on 10 Association of Southeast Asian Nations countries. Time varying trade weights are used to construct the foreign variables in individual country models and structural generalized impulse response functions are used to conduct the dynamic analysis. The results show that a positive shock to Chinese trade and growth has a positive effect on the growth of Brunei, Malaysia, the Philippines, Singapore and Thailand. The effect is much weaker and statistically insignificant for other countries.
Link to Data Set
Citation
“Khan, Nazmus Sadat. 2022. Spillover Effects of China’s Trade and Growth Shocks on ASEAN countries: Evidence from a GVAR Model. Policy Research Working Papers;10225. © World Bank. http://hdl.handle.net/10986/38284 License: CC BY 3.0 IGO.”
Associated URLs
Associated content
Other publications in this report series
Publication Global Poverty Revisited Using 2021 PPPs and New Data on Consumption(Washington, DC: World Bank, 2025-06-05)Recent improvements in survey methodologies have increased measured consumption in many low- and lower-middle-income countries that now collect a more comprehensive measure of household consumption. Faced with such methodological changes, countries have frequently revised upward their national poverty lines to make them appropriate for the new measures of consumption. This in turn affects the World Bank’s global poverty lines when they are periodically revised. The international poverty line, which is based on the typical poverty line in low-income countries, increases by around 40 percent to $3.00 when the more recent national poverty lines as well as the 2021 purchasing power parities are incorporated. The net impact of the changes in international prices, the poverty line, and new survey data (including new data for India) is an increase in global extreme poverty by some 125 million people in 2022, and a significant shift of poverty away from South Asia and toward Sub-Saharan Africa. The changes at higher poverty lines, which are more relevant to middle-income countries, are mixed.Publication The Economic Value of Weather Forecasts: A Quantitative Systematic Literature Review(Washington, DC: World Bank, 2025-09-10)This study systematically reviews the literature that quantifies the economic benefits of weather observations and forecasts in four weather-dependent economic sectors: agriculture, energy, transport, and disaster-risk management. The review covers 175 peer-reviewed journal articles and 15 policy reports. Findings show that the literature is concentrated in high-income countries and most studies use theoretical models, followed by observational and then experimental research designs. Forecast horizons studied, meteorological variables and services, and monetization techniques vary markedly by sector. Estimated benefits even within specific subsectors span several orders of magnitude and broad uncertainty ranges. An econometric meta-analysis suggests that theoretical studies and studies in richer countries tend to report significantly larger values. Barriers that hinder value realization are identified on both the provider and user sides, with inadequate relevance, weak dissemination, and limited ability to act recurring across sectors. Policy reports rely heavily on back-of-the-envelope or recursive benefit-transfer estimates, rather than on the methods and results of the peer-reviewed literature, revealing a science-to-policy gap. These findings suggest substantial socioeconomic potential of hydrometeorological services around the world, but also knowledge gaps that require more valuation studies focusing on low- and middle-income countries, addressing provider- and user-side barriers and employing rigorous empirical valuation methods to complement and validate theoretical models.Publication The Marshall Plan: Then and Now(Washington, DC: World Bank, 2025-10-14)This paper is a product of the Development Policy Team, Development Economics. It is part of a larger effort by the World Bank to provide open access to its research and make a contribution to development policy discussions around the world. Policy Research Working Papers are also posted on the Web at http://www.worldbank.org/prwp.Publication The Macroeconomic Implications of Climate Change Impacts and Adaptation Options(Washington, DC: World Bank, 2025-05-29)Estimating the macroeconomic implications of climate change impacts and adaptation options is a topic of intense research. This paper presents a framework in the World Bank's macrostructural model to assess climate-related damages. This approach has been used in many Country Climate and Development Reports, a World Bank diagnostic that identifies priorities to ensure continued development in spite of climate change and climate policy objectives. The methodology captures a set of impact channels through which climate change affects the economy by (1) connecting a set of biophysical models to the macroeconomic model and (2) exploring a set of development and climate scenarios. The paper summarizes the results for five countries, highlighting the sources and magnitudes of their vulnerability --- with estimated gross domestic product losses in 2050 exceeding 10 percent of gross domestic product in some countries and scenarios, although only a small set of impact channels is included. The paper also presents estimates of the macroeconomic gains from sector-level adaptation interventions, considering their upfront costs and avoided climate impacts and finding significant net gross domestic product gains from adaptation opportunities identified in the Country Climate and Development Reports. Finally, the paper discusses the limits of current modeling approaches, and their complementarity with empirical approaches based on historical data series. The integrated modeling approach proposed in this paper can inform policymakers as they make proactive decisions on climate change adaptation and resilience.Publication Geopolitical Risks and Trade(Washington, DC: World Bank, 2025-09-23)This paper studies the impact of geopolitical risks on international trade, using the Geopolitical Risk (GPR) index of Caldara and Iacoviello (2022) and an empirical gravity model. The impact of spikes in geopolitical risk on trade is negative, strong, and heterogeneous across sectors. The findings show that increases in geopolitical risk reduce trade by about 30 to 40 percent. These effects are equivalent to an increase of global tariffs of up to 14 percent. Services trade is most vulnerable to geopolitical risks, followed by agriculture, and the impact on manufacturing trade is moderate. These negative effects are partially mitigated by cultural and geographic proximity, as well as by the presence of trade agreements.
Journal
Journal Volume
Journal Issue
Collections
Related items
Showing items related by metadata.
Publication The ASEAN Free Trade Agreement : Impact on Trade Flows and External Trade Barriers(2009-06-01)Using detailed data on trade and tariffs from 1992-2007, the authors examine how the ASEAN Free Trade Agreement has affected trade with nonmembers and external tariffs facing nonmembers. First, the paper examines the effect of preferential and external tariff reduction on import growth from ASEAN insiders and outsiders across HS 6-digit industries. The analysis finds no evidence that preferential liberalization has led to lower import growth from nonmembers. Second, it examines the relationship between preferential tariff reduction and MFN tariff reduction. The analysis finds that preferential liberalization tends to precede external tariff liberalization. To examine whether this tariff complementarity is a result of simultaneous decision making, the authors use the scheduled future preferential tariff reductions (agreed to in 1992) as instruments for actual preferential tariff changes after the Asia crisis. The results remain unchanged, suggesting that there is a causal relationship between preferential and MFN tariff reduction. The findings also indicate that external liberalization was relatively sharper in the products where preferences are likely to be most damaging, proving further support for a causal effect. Overall, the results imply that the ASEAN agreement has been a force for broader liberalization.Publication Regional Integration in East Asia : Challenges and Opportunities, Part 1. History and Institutions(World Bank, Washington, DC, 2003-06)Over the past decade, regional integration has become the focus of intense global interest and debate, and the regionalization of East Asia has figured prominently in that dialogue. East Asia can be described as a heterogeneous region that is both global and intraregional. The authors examine the motivating factors and underlying dynamics of the progression toward closer cooperation in the region beginning from a historical perspective, which sets the stage for an evaluation of the form that regional cooperation might take so as not to sacrifice the benefits of the region's already achieved openness. This examination includes a review of the lingering effects of the 1997-98 Asian crisis, the expanding role of China in the region, the prolonged slump in Japan's economy, and the evolution of regional institutions such as the Asia-Pacific Economic cooperation and the Association of Southeast Asian Nations, among others. The authors focus on trade, direct investment, and the financial and monetary aspects of regional cooperation. In their analysis, they compare other regions, particularly the European Union and the North American Free Trade Agreement. Finally, the authors suggest cooperative steps the region might take over the next decade to promote the growth and stability of its member economies. In this regard, they look at the future role of regional institutions, the prospects for a regional role in promoting trade and foreign direct investment, and the possibilities for financial and monetary cooperation.Publication Free Trade Area Membership as a Stepping Stone to Development : The Case of ASEAN(Washington, DC: World Bank, 2001-02)This study investigates the economic impacts of accession to the ASEAN Free Trade Area (AFTA) by the new member countries of Cambodia, the Lao PDR, Myanmar, and Vietnam. The trade policies of these countries are examined, and a series of quantitative analyses were undertaken to evaluate the impacts of accession. The results showed that the static impacts of reducing tariffs against ASEAN members are beneficial, although the magnitude of the net gains is diminished by the trade diversion resulting from the discriminatory nature of the reforms. The binding commitments on protection rates under the AFTA plan provide an important initial step to more broader and more beneficial trade reforms. The study focuses on some of the key country-specific policy challenges associated with trade liberalization--such as declining tariff revenues in Cambodia, and the negative impacts on sensitive domestic industries in Vietnam. The study recommends that accession to AFTA be viewed as an important transitional step in the broader process of trade reform and institutional development needed for successful development and poverty alleviation.Publication Rules of Origin for Preferential Trading Arrangements : Implications for the ASEAN Free Trade Area of EU and U.S. Experience(World Bank, Washington, DC, 2006-09)With free trade areas (FTAs) under negotiation between Japan and the ASEAN Free Trade Area (AFTA) members and between the Republic of Korea and AFTA members, preferential market access will become more important in Asian regionalism. Protectionist pressures will likely increase through rules of origin, the natural outlet for these pressures. Based on the experience of the European Union and the United States with rules of origin, the authors argue that, should these FTAs follow in the footsteps of the EU and the U.S. and adopt similar rules of origin, trading partners in the region would incur unnecessary costs. Using EU trade under the Generalized System of Preferences with Africa, Caribbean, and Pacific partners, the authors estimate how the use of preferences would likely change if AFTA were to veer away from its current uniform rules of origin requiring a 40 percent local content rate. Depending on the sample used, a 10 percentage point reduction in the local value content requirement is estimated to increase the utilization rate of preferences by between 2.5 and 8.2 percentage points.Publication Growth Strategies for Africa(World Bank, Washington, DC, 2008)Over the past four decades Africa has diverged from other developing regions and is now the poorest region in the world. This paper offers an explanation of Africa's slow growth in terms of its distinctive economic and human geography: its high dependence upon natural resource exports, the many landlocked countries, and the high ethnic diversity of the typical state. It discusses how key economic policy choices, especially trade and fiscal policy, and assistance from the international community, need to tailored specifically to these distinctive circumstances. Part one of this paper sets out an explanation for why this happened and whether it is likely to recur, using the building blocks of economic geography. Africa is distinctive both in its physical geography and its human geography and these have shaped its opportunities. Part one has three sections. Section two considers the implications of Africa's distinctive physical geography. It accounts for some of Africa's slow growth and suggests how strategies will need to differ radically among Africa's countries. In section three author turn to its distinctive human geography and the political problems that this has created. To a considerable extent these problems recently have been surmounted: Africa's human geography may explain delayed take-off rather than predict persistent stagnation. Finally, in section four, author consider three interactions between physical geography and human geography that generate intractable problems that are likely to require both regional action and international assistance in various forms. Part two uses the analysis of part one to consider policy options. Section five discusses options for African governments. Section six focuses on the supporting actions that can be taken by governments outside Africa and by international agencies. Section seven offers a brief conclusion.
Users also downloaded
Showing related downloaded files
Publication Argentina Country Climate and Development Report(World Bank, Washington, DC, 2022-11)The Argentina Country Climate and Development Report (CCDR) explores opportunities and identifies trade-offs for aligning Argentina’s growth and poverty reduction policies with its commitments on, and its ability to withstand, climate change. It assesses how the country can: reduce its vulnerability to climate shocks through targeted public and private investments and adequation of social protection. The report also shows how Argentina can seize the benefits of a global decarbonization path to sustain a more robust economic growth through further development of Argentina’s potential for renewable energy, energy efficiency actions, the lithium value chain, as well as climate-smart agriculture (and land use) options. Given Argentina’s context, this CCDR focuses on win-win policies and investments, which have large co-benefits or can contribute to raising the country’s growth while helping to adapt the economy, also considering how human capital actions can accompany a just transition.Publication Digital Africa(Washington, DC: World Bank, 2023-03-13)All African countries need better and more jobs for their growing populations. "Digital Africa: Technological Transformation for Jobs" shows that broader use of productivity-enhancing, digital technologies by enterprises and households is imperative to generate such jobs, including for lower-skilled people. At the same time, it can support not only countries’ short-term objective of postpandemic economic recovery but also their vision of economic transformation with more inclusive growth. These outcomes are not automatic, however. Mobile internet availability has increased throughout the continent in recent years, but Africa’s uptake gap is the highest in the world. Areas with at least 3G mobile internet service now cover 84 percent of Africa’s population, but only 22 percent uses such services. And the average African business lags in the use of smartphones and computers as well as more sophisticated digital technologies that catalyze further productivity gains. Two issues explain the usage gap: affordability of these new technologies and willingness to use them. For the 40 percent of Africans below the extreme poverty line, mobile data plans alone would cost one-third of their incomes—in addition to the price of access devices, apps, and electricity. Data plans for small- and medium-size businesses are also more expensive than in other regions. Moreover, shortcomings in the quality of internet services—and in the supply of attractive, skills-appropriate apps that promote entrepreneurship and raise earnings—dampen people’s willingness to use them. For those countries already using these technologies, the development payoffs are significant. New empirical studies for this report add to the rapidly growing evidence that mobile internet availability directly raises enterprise productivity, increases jobs, and reduces poverty throughout Africa. To realize these and other benefits more widely, Africa’s countries must implement complementary and mutually reinforcing policies to strengthen both consumers’ ability to pay and willingness to use digital technologies. These interventions must prioritize productive use to generate large numbers of inclusive jobs in a region poised to benefit from a massive, youthful workforce—one projected to become the world’s largest by the end of this century.Publication Classroom Assessment to Support Foundational Literacy(Washington, DC: World Bank, 2025-03-21)This document focuses primarily on how classroom assessment activities can measure students’ literacy skills as they progress along a learning trajectory towards reading fluently and with comprehension by the end of primary school grades. The document addresses considerations regarding the design and implementation of early grade reading classroom assessment, provides examples of assessment activities from a variety of countries and contexts, and discusses the importance of incorporating classroom assessment practices into teacher training and professional development opportunities for teachers. The structure of the document is as follows. The first section presents definitions and addresses basic questions on classroom assessment. Section 2 covers the intersection between assessment and early grade reading by discussing how learning assessment can measure early grade reading skills following the reading learning trajectory. Section 3 compares some of the most common early grade literacy assessment tools with respect to the early grade reading skills and developmental phases. Section 4 of the document addresses teacher training considerations in developing, scoring, and using early grade reading assessment. Additional issues in assessing reading skills in the classroom and using assessment results to improve teaching and learning are reviewed in section 5. Throughout the document, country cases are presented to demonstrate how assessment activities can be implemented in the classroom in different contexts.Publication World Development Report 2006(Washington, DC, 2005)This year’s Word Development Report (WDR), the twenty-eighth, looks at the role of equity in the development process. It defines equity in terms of two basic principles. The first is equal opportunities: that a person’s chances in life should be determined by his or her talents and efforts, rather than by pre-determined circumstances such as race, gender, social or family background. The second principle is the avoidance of extreme deprivation in outcomes, particularly in health, education and consumption levels. This principle thus includes the objective of poverty reduction. The report’s main message is that, in the long run, the pursuit of equity and the pursuit of economic prosperity are complementary. In addition to detailed chapters exploring these and related issues, the Report contains selected data from the World Development Indicators 2005‹an appendix of economic and social data for over 200 countries. This Report offers practical insights for policymakers, executives, scholars, and all those with an interest in economic development.Publication Morocco Economic Update, Winter 2025(Washington, DC: World Bank, 2025-04-03)Despite the drought causing a modest deceleration of overall GDP growth to 3.2 percent, the Moroccan economy has exhibited some encouraging trends in 2024. Non-agricultural growth has accelerated to an estimated 3.8 percent, driven by a revitalized industrial sector and a rebound in gross capital formation. Inflation has dropped below 1 percent, allowing Bank al-Maghrib to begin easing its monetary policy. While rural labor markets remain depressed, the economy has added close to 162,000 jobs in urban areas. Morocco’s external position remains strong overall, with a moderate current account deficit largely financed by growing foreign direct investment inflows, underpinned by solid investor confidence indicators. Despite significant spending pressures, the debt-to-GDP ratio is slowly declining.