Publication:
Global Logistics Indicators, Supply Chain Metrics, and Bilateral Trade Patterns

Loading...
Thumbnail Image
Files in English
English PDF (281.81 KB)
2,296 downloads
English Text (79.67 KB)
602 downloads
Published
2005-11
ISSN
Date
2012-06-20
Editor(s)
Abstract
Past research into the determinants of international trade highlighted the importance of the basic spatial gravity model augmented by additional variables representing sources of friction. Studies modeled many sources of friction using various proxies, including indices based on expert judgment in some cases. This paper focuses on logistics friction and draws on a data set recently compiled by the World Bank with specific quantitative metrics of logistics performance in terms of time, cost, and variability in time. It finds that the new variables that relate directly to logistics performance have a statistically significant relationship with the level of bilateral trade. It also finds that a single logistics index can capture virtually all of the explanatory power of multiple logistics indicators. The findings should spur public and private agencies that have direct or indirect power over logistics performance to focus attention on reducing sources of friction so as to improve their country's ability to compete in today's global economy. Moreover, since the logistics metrics are directly related to operational performance, countries can use these metrics to target actions to improve logistics and monitor their progress.
Link to Data Set
Citation
Hausman, Warren H.; Lee, Hau L.; Subramanian, Uma. 2005. Global Logistics Indicators, Supply Chain Metrics, and Bilateral Trade Patterns. Policy Research Working Paper; No. 3773. © World Bank. http://hdl.handle.net/10986/8561 License: CC BY 3.0 IGO.
Associated URLs
Associated content
Report Series
Report Series
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) Foster, Elizabeth; Jolliffe, Dean Mitchell; Lara Ibarra, Gabriel; Lakner, Christoph; Tettah-Baah, Samuel
    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) Farkas, Hannah; Linsenmeier, Manuel; Talevi, Marta; Avner, Paolo; Jafino, Bramka Arga; Sidibe, Moussa
    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) Kedrosky, Davis; Mokyr, Joel
    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) Abalo, Kodzovi; Boehlert, Brent; Bui, Thanh; Burns, Andrew; Castillo, Diego; Chewpreecha, Unnada; Haider, Alexander; Hallegatte, Stephane; Jooste, Charl; McIsaac, Florent; Ruberl, Heather; Smet, Kim; Strzepek, Ken
    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) Mulabdic, Alen; Yotov, Yoto V.
    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

Related items

Showing items related by metadata.

  • Publication
    Regional Integration in South Asia : What Role for Trade Facilitation?
    (World Bank, Washington, DC, 2007-12) Wilson, John S.; Otsuki, Tsunehiro
    The trade performance of countries in South Asia over the past two decades has been poor relative to other regions. Exports from South Asia have doubled over the past 20 years to approximately USD 100 billion. In contrast, East Asia's exports grew ten times over the same period. The low level of intraregional trade has contributed to weak export performance in South Asia. The empirical analysis in this paper demonstrates gains to trade in the region from reform and capacity building in trade facilitation at the regional level. When considering intraregional trade, if countries in South Asia raise capacity halfway to East Asia's average, trade is estimated to rise by USD 2.6 billion. This is approximately 60 percent of the total intraregional trade in South Asia. Countries in the region also have a stake in the success of efforts to promote capacity building outside its borders. If South Asia and the rest of the world were to raise their levels of trade facilitation halfway to the East Asian average, the gains to the region would be estimated at USD 36 billion. Out of those gains, about 87 percent of the total would be generated from South Asia's own efforts (leaving the rest of the world unchanged). In summary, we find that the South Asian region's expansion of trade can be substantially advanced with programs of concrete action to address barriers to trade facilitation to advance regional goals.
  • Publication
    Trade and Transport Facilitation in South Asia : Systems in Transition, Volume 1. Summary and Main Report
    (Washington, DC, 2008-06-23) World Bank
    Over the past few decades, the World trading system has become increasingly more open. Tariff rates have been reduced and quantitative restrictions (quotas) have been progressively eliminated, e.g. the Multi-Fiber Agreement (MFA). Most countries have adopted more outward-looking economic policies, seeking to increase growth and employment through expanding exports. Such outward looking policies have even been adopted by countries which previously pursued policies based on import substitution as in South Asia. Protective trade restrictions still persist, but tend to be in terms of more subtle non-tariff barriers (such as sanitary or phyto-sanitary standards), though anti-dumping measures and temporary quantity restrictions are still used by many countries to shield domestic producers. Trade regulations no longer solely attempt to protect domestic producers; their scope has extended to cover the need for enhanced security and the desire for greater consumer protection through the traceability of the production chain for many agricultural products. Intense competition compels firms to reduce costs throughout their manufacturing and distribution processes. Outsourcing to lower cost firms and countries has been one major source of cost reduction, reduced inventory costs through just-in-time manufacturing, and distribution systems has been another. Both are predicated on efficient, reliable and low-cost supply chains. With the worldwide fall in tariff levels, the efficiency of supply chains and the associated logistics costs are becoming core determinants of the competitiveness of both firms and countries. They may also influence the destination of inward direct investment; many countries can offer low labor costs and tax incentives, fewer can offer quick, efficient, reliable, and low cost logistics.
  • Publication
    Lao PDR : Trade and Transport Facilitation Assessment
    (Washington, DC, 2014-04) World Bank
    In Lao People's Democratic Republic (PDR), the value of trade has risen rapidly over the last decade with both imports and exports increasing by average annual rate of 24 percent. This report examines the trade logistics of Lao PDR. A trade and transport facilitation assessment was performed using a standardized toolkit and methodology developed by the World Bank to evaluate the quality of the logistics services. The assessment focused on the services used by these trades and the corridors used by these services. The assessment gave specific attention to two constraints on trade, the location of the country and the size of the trade. The study is organized in three interrelated parts: assessing the performance of the logistics sector; the international trade corridors linking Lao PDR to trade gateways in Thailand; and the supply chains used for distribution of exports. This report is presented in four sections. The first part examines the foreign trade of Lao PDR, the opportunities for growth and the logistics services in the movement of imports and exports between the country and its major gateways. The second section evaluates the performance of the corridors connecting the major origins and destinations in the country and the principal seaport used for international trade. The third section analyses the structure and performance characteristics of the supply chains used for selected trades and the implications for restructuring to support growth in the export trade. The final section presents a series of recommendations for improving the competitiveness of the exports through improvements in the structure of the supply chains, the logistics services used by these supply chains, and the corridors used by these supply chains.
  • Publication
    Regional Cross-Border Trade Facilitation and Infrastructure Study for Mashreq Countries
    (Washington, DC, 2011-04) World Bank
    Many opportunities for trade of the Mashreq (Iraq, Israel, Jordan, Kuwait, Lebanon and Syria) countries are being lost because of inefficient trade facilitation processes and procedures, and to a lesser extent because of underdeveloped transport infrastructure. Implementation of the Pan Arab Free Trade Agreement has substantially reduced formal trade barriers between the countries. There is today extensive knowledge on the institutional arrangements for such agencies that work best under different conditions. Trade facilitation and transport services are largely the responsibility of private operators, yet an increase in their effectiveness would come through this agency which would include both private and public sector representation. The institutional proposals included in the short and medium term action plans are designed to create this new context. Recent initiatives within the Arab League to establish sub-regional committees of transport ministers have a similar objective of bringing a more focused attention to addressing trade facilitation issues. The proposal for a corridor management system presented in this report builds on these initiatives and draws on the experience gained from the operation of management systems in other corridors. This study used two analytical tools to assess the major trade and transport impediments to increased trade.
  • Publication
    Trading on Time
    (World Bank, Washington, DC, 2006-05) Djankov, Simeon; Freund, Caroline; Pham, Cong S.
    The authors determine how time delays affect international trade using newly collected World Bank data on the days it takes to move standard cargo from the factory gate to the ship in 126 countries. They estimate a modified gravity equation, controlling for endogeneity and remoteness. On average, each additional day that a product is delayed prior to being shipped reduces trade by at least 1 percent. Put differently, each day is equivalent to a country distancing itself from its trade partners by 70 kilometers on average. Delays have an even greater impact on developing country exports and exports of time-sensitive goods, such as perishable agricultural products. In particular, a day's delay reduces a country's relative exports of time-sensitive to time-insensitive agricultural goods by 6 percent.

Users also downloaded

Showing related downloaded files

  • Publication
    Governance Matters VIII : Aggregate and Individual Governance Indicators 1996–2008
    (2009-06-01) Kaufmann, Daniel; Kraay, Aart; Mastruzzi, Massimo
    This paper reports on the 2009 update of the Worldwide Governance Indicators (WGI) research project, covering 212 countries and territories and measuring six dimensions of governance between 1996 and 2008: Voice and Accountability, Political Stability and Absence of Violence/Terrorism, Government Effectiveness, Regulatory Quality, Rule of Law, and Control of Corruption. These aggregate indicators are based on hundreds of specific and disaggregated individual variables measuring various dimensions of governance, taken from 35 data sources provided by 33 different organizations. The data reflect the views on governance of public sector, private sector and NGO experts, as well as thousands of citizen and firm survey respondents worldwide. The authors also explicitly report the margins of error accompanying each country estimate. These reflect the inherent difficulties in measuring governance using any kind of data. They find that even after taking margins of error into account, the WGI permit meaningful cross-country comparisons as well as monitoring progress over time. The aggregate indicators, together with the disaggregated underlying indicators, are available at www.govindicators.org.
  • Publication
    Government Matters III : Governance Indicators for 1996-2002
    (World Bank, Washington, DC, 2003-08) Kaufmann, Daniel; Kraay, Aart; Mastruzzi, Massimo
    The authors present estimates of six dimensions of governance covering 199 countries and territories for four time periods: 1996, 1998, 2000, and 2002. These indicators are based on several hundred individual variables measuring perceptions of governance, drawn from 25 separate data sources constructed by 18 different organizations. The authors assign these individual measures of governance to categories capturing key dimensions of governance and use an unobserved components model to construct six aggregate governance indicators in each of the four periods. They present the point estimates of the dimensions of governance as well as the margins of errors for each country for the four periods. The governance indicators reported here are an update and expansion of previous research work on indicators initiated in 1998 (Kaufmann, Kraay, and Zoido-Lobat 1999a,b and 2002). The authors also address various methodological issues, including the interpretation and use of the data given the estimated margins of errors.
  • Publication
    Breaking the Conflict Trap : Civil War and Development Policy
    (Washington, DC: World Bank and Oxford University Press, 2003) Collier, Paul; Elliott, V. L.; Hegre, Håvard; Hoeffler, Anke; Reynal-Querol, Marta; Sambanis, Nicholas
    Most wars are now civil wars. Even though international wars attract enormous global attention, they have become infrequent and brief. Civil wars usually attract less attention, but they have become increasingly common and typically go on for years. This report argues that civil war is now an important issue for development. War retards development, but conversely, development retards war. This double causation gives rise to virtuous and vicious circles. Where development succeeds, countries become progressively safer from violent conflict, making subsequent development easier. Where development fails, countries are at high risk of becoming caught in a conflict trap in which war wrecks the economy and increases the risk of further war. The global incidence of civil war is high because the international community has done little to avert it. Inertia is rooted in two beliefs: that we can safely 'let them fight it out among themselves' and that 'nothing can be done' because civil war is driven by ancestral ethnic and religious hatreds. The purpose of this report is to challenge these beliefs.
  • Publication
    Governance Matters IV : Governance Indicators for 1996-2004
    (World Bank, Washington, DC, 2005-06) Kaufmann, Daniel; Kraay, Aart; Mastruzzi, Massimo
    The authors present the latest update of their aggregate governance indicators, together with new analysis of several issues related to the use of these measures. The governance indicators measure the following six dimensions of governance: (1) voice and accountability; (2) political instability and violence; (3) government effectiveness; (4) regulatory quality; (5) rule of law, and (6) control of corruption. They cover 209 countries and territories for 1996, 1998, 2000, 2002, and 2004. They are based on several hundred individual variables measuring perceptions of governance, drawn from 37 separate data sources constructed by 31 organizations. The authors present estimates of the six dimensions of governance for each period, as well as margins of error capturing the range of likely values for each country. These margins of error are not unique to perceptions-based measures of governance, but are an important feature of all efforts to measure governance, including objective indicators. In fact, the authors give examples of how individual objective measures provide an incomplete picture of even the quite particular dimensions of governance that they are intended to measure. The authors also analyze in detail changes over time in their estimates of governance; provide a framework for assessing the statistical significance of changes in governance; and suggest a simple rule of thumb for identifying statistically significant changes in country governance over time. The ability to identify significant changes in governance over time is much higher for aggregate indicators than for any individual indicator. While the authors find that the quality of governance in a number of countries has changed significantly (in both directions), they also provide evidence suggesting that there are no trends, for better or worse, in global averages of governance. Finally, they interpret the strong observed correlation between income and governance, and argue against recent efforts to apply a discount to governance performance in low-income countries.
  • Publication
    Design Thinking for Social Innovation
    (2010-07) Brown, Tim; Wyatt, Jocelyn
    Designers have traditionally focused on enchancing the look and functionality of products.