Publication:
Fast, Easy and Cheap Job Matching: Social Networks in Bangladesh

Loading...
Thumbnail Image
Files in English
English PDF (1.25 MB)
373 downloads
Published
2017-06
ISSN
Date
2017-06-21
Author(s)
Matsuda, Norihiko
Editor(s)
Abstract
This paper uncovers the reason why social networks are used in a job market. The data are novel: a nationally representative matched employer-employee data set in Bangladesh with detailed information, including direct measures of the use of social networks. The empirical analysis shows that compared with those who used open channels to find jobs, the employees who used social networks found jobs more easily, have lower observable abilities, and achieved lower employment outcomes conditional on observable and unobservable abilities. These results are robust whether firm-occupation fixed effects are controlled for or not. By comparing these findings with theoretical predictions, the paper concludes that social networks play the role as fast and easy but narrow-spectrum matching. That is, social networks allow job seekers to find jobs quickly and easily and thereby reduce search costs, but the types of jobs available from social networks are narrower than those from open channels. As a consequence, those who choose to use social networks are more likely to end up having mismatched jobs, that is jobs in which they cannot take advantage of their specialties. In the context of developing countries, a considerable number of poor job seekers may use social networks out of necessity even if the returns to finding good-match jobs through open channels are sufficiently high.
Link to Data Set
Citation
Matsuda, Norihiko; Nomura, Shinsaku. 2017. Fast, Easy and Cheap Job Matching: Social Networks in Bangladesh. Policy Research Working Paper;No. 8107. © World Bank. http://hdl.handle.net/10986/27307 License: CC BY 3.0 IGO.
Associated URLs
Associated content
Report Series
Report Series
Other publications in this report series
  • Publication
    Climate and Social Sustainability in Fragility, Conflict, and Violence Contexts
    (Washington, DC: World Bank, 2026-01-07) Cuesta Leiva, Jose Antonio; Huff, Connor
    Climate change is widely recognized as a driver of violent conflict, but its broader social effects remain less understood. Ignoring these dimensions risks a vicious cycle where climate policies might undermine socially just adaptation. Evidence is still limited on how climate shocks influence political participation, trust, or migration. This paper helps fill that gap by examining links between climate change, conflict, and social sustainability, with a focus on inclusion, resilience, cohesion, and legitimacy. Using secondary data from 2019–24, the study applies simple correlation-based methods to test three hypotheses on the nature, severity, and composition of these associations. The analysis combines multiple climate impact measures, new conflict classifications, recent social sustainability frameworks, and controls for population and geography. The results reveal strong correlations—not causation—between climate events and contexts of fragility, conflict, and violence. Climate impacts are most pronounced in both national and subnational conflict settings. The study also finds robust links between fragility, conflict, and violence and low levels of social sustainability, reflecting its role as both a driver and consequence of conflict. Some dimensions—such as violent events and insecurity—appear weaker in areas most affected by climate shocks. Two of the hypotheses are supported, and one remains inconclusive.
  • 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
    Institutional Capacity for Policy Implementation: An Analytical Framework
    (Washington, DC: World Bank, 2026-01-07) Kim, Galileu; Kumar, Tanu; Ramalho, Rita; Russell, Stuart
    State capacity is an important prerequisite for policy implementation, yet at the country level it is difficult to measure, assess, and reform. This paper proposes a focus on institutional capacity: the ability of public institutions to implement the specific policy mandates for which they are responsible. Based on a review of existing literature, the paper defines the different dimensions that compose institutional capacity and groups them into two cross-cutting categories: organizational dimensions (personnel, financial resources, information systems, and management practices) and governance dimensions (transparency, independence, and accountability). The paper proposes measures for organizational and governance dimensions using existing data, shows intra-institutional variation of these measures within countries, and discusses how new data could be collected for better measurement of these concepts. Finally, the paper illustrates how the framework can be used to diagnose the sources of common problems related to weak policy implementation.
  • Publication
    South Africa’s Fragmented Cities: The Unequal Burden of Labor Market Frictions
    (Washington, DC: World Bank, 2026-01-08) Baez, Javier E.; Kshirsagar, Varun
    Using high-resolution administrative, census, and satellite data, this paper shows that South African cities are characterized by spatial mismatches between where people live and where jobs are located, relative to 20 global peers. Areas within 5 kilometers of commercial centers have 9,300 fewer residents per square kilometer than expected, which is 60 percent below the global median. Poor, dense neighborhoods are most affected. In Johannesburg, a 10-percentile increase in distance from the nearest business hub corresponds to a 3.7-percentile drop in asset wealth (a proxy of household wellbeing) and 4.9-percentile drop in employment. In Cape Town, the declines are 4.0 and 3.7 percentiles, respectively. Employment is 87 percent lower in the poorest decile than the richest in Johannesburg and 61 percent lower in Cape Town. These findings suggest that South Africa’s spatial organization of people and economic activity constrains agglomeration and reinforces inequality. This methodology provides a scalable and standardized data-driven framework to analyze spatial accessibility and agglomeration frictions in complex, data-constrained urban systems.
  • Publication
    Investment in Emerging and Developing Economies
    (Washington, DC: World Bank, 2026-01-07) Adarov, Amat; Kose, M. Ayhan; Vorisek, Dana
    The world faces a pressing challenge to meet key development objectives amid slowing growth and rising macroeconomic and geopolitical risks. With the number of job seekers rising rapidly, infrastructure shortfalls continuing to be large, and climate costs mounting, the case for a significant investment push has never been stronger. Yet the capacity to respond in many emerging markets and developing economies has eroded. Since the global financial crisis, investment growth has slowed to about half its pace in the 2000s, with both public and private investment weakening. Foreign direct investment inflows—a critical source of capital, technology, and managerial know-how—have also fallen sharply and become increasingly concentrated, leaving low-income countries with only a marginal share. The risks of further retrenchment are significant, as trade tensions, policy uncertainty, and elevated debt levels continue to weigh on investment. Reigniting momentum will require ambitious domestic reforms to strengthen institutions, rebuild macro-fiscal stability, and deepen trade and investment integration—the foundations of a supportive business climate. At the same time, international cooperation is indispensable. A renewed commitment to a predictable system of cross-border trade and investment flows, combined with scaled-up financial support and sustained technical assistance, is essential to help emerging markets and developing economies—especially low-income countries and economies in fragile and conflict situations—bridge financing gaps and implement the domestic reforms needed to restore investment as an engine of growth, jobs, and development.
Journal
Journal Volume
Journal Issue

Related items

Showing items related by metadata.

  • Publication
    The Temptation of Social Networks under Job Search Frictions
    (Published by Oxford University Press on behalf of the World Bank, 2025-02-07) Matsuda, Norihiko; Nomura, Shinsaku
    This paper presents descriptive evidence that although social networks help find jobs, the jobs found through social networks tend to be mismatched. The paper uses nationally representative matched employer-employee data in Bangladesh that includes direct measures of match quality. Less educated and seemingly poorer workers are more likely to have found their jobs through social networks. Compared to workers at the same occupation level in the same firm who were matched through formal channels, those matched through social networks found their jobs quicker but had lower match quality and earned less. The mechanism, suggested by a theoretical model, is as follows: even when social networks are connected to mismatched jobs, workers can be tempted to use social networks to find mismatched jobs for fear of finding nothing. This temptation is more potent for less skilled and poorer workers because costly formal channels are less rewarding and affordable for them.
  • Publication
    Labor Market Analysis Using Big Data
    (World Bank, Washington, DC, 2019-11) Matsuda, Norihiko; Ahmed, Tutan; Nomura, Shinsaku
    Facing a youth bulge—a large influx of a young labor force—the Pakistani economy needs to create more jobs by taking advantage of this relatively well-educated young labor force. Yet, the educated young labor force suffers a higher unemployment rate, and there is a concern that the current education and training system in the country does not respond to skill demands in the private sector. This paper provides new descriptives about labor markets, particularly skill demand and supply, by using online job portal data. The paper finds that although there is an excess supply of highly educated workers, certain industries, such as information and communications technology, lack workers who have specialized skills and experience. The analysis also finds that the exact match of qualifications and skills is important for employers. Job applicants who are underqualified or overqualified for job posts are less likely to be shortlisted than those whose qualifications exactly match job requirements.
  • Publication
    Impacts of COVID-19 on Labor Markets and Household Well-Being in Pakistan
    (World Bank, Washington, DC, 2021-02) Tas, Emcet O.; Ahmed, Tanima; Matsuda, Norihiko; Nomura, Shinsaku
    This brief uses the administrative database of Pakistan’s largest online job platform and an online COVID-19 survey to examine the gender impacts of the COVID-19 pandemic on labor markets and other well-being indicators. The analysis shows that the pandemic led to an unprecedented level of economic insecurity, resulting in widespread job loss, business closures, slowdown in business activity, and reduced working hours. The sectors where women are more likely to be employed, such as education and health, were more severely affected, yet the post-pandemic recovery was faster for males. The pandemic has also led to a disproportionate increase in women’s unpaid care work, as well as increasing their reported rates of stress, anxiety and exposure to violence. These findings suggest that impacts resulting from COVID-19 might lead to further declines in women’s participation in the economy in Pakistan, where women’s labor force participation is already among the world’s lowest.
  • Publication
    Toward Labor Market Policy 2.0
    (World Bank, Washington, DC, 2017-02) Imaizumi, Saori; Nomura, Shinsaku; Areias, Ana Carolina; Yamauchi, Futoshi
    Economists and other social scientists are increasingly using big data analytics to address longstanding economic questions and complement existing information sources. Big data produced by online platforms can yield a wealth of diverse, highly granular, multidimensional information with a variety of potential applications. This paper examines how online job-portal data can be used as a basis for policy-relevant research in the fields of labor economics and workforce skills development, through an empirical analysis of information generated by Babajob, an online Indian job portal. The analysis highlights five key areas where online job-portal data can contribute to the development of labor market policies and analytical knowledge: (i) labor market monitoring and analysis; (ii) assessing demand for workforce skills; (iii) observing job-search behavior and improving skills matching; (iv) predictive analysis of skills demand; and (v) experimental studies. The unique nature of the data produced by online job-search portals allows for the application of diverse analytical methodologies, including descriptive data analysis, time-series analysis, text analysis, predictive analysis, and transactional data analysis. This paper is intended to contribute to the academic literature and the development of public policies. It contributes to the literature on labor economics through application of big data analytics to real-world data. The analysis also provides a unique case study on labor market data analytics in a developing-country context in South Asia. Finally, the report examines the potential for using big data to improve the design and implementation of labor market policies and promote demand-driven skills development.
  • Publication
    Asymmetric Information on Noncognitive Skills in the Indian Labor Market
    (World Bank, Washington, DC, 2018-03) Imaizumi, Saori; Yamauchi, Futoshi; Areias, Ana; Nomura, Shinsaku; Chowdhury, Afra
    This paper examines the impact of noncognitive (socio-emotional) skills on job market outcomes, using a randomized control trial implemented in an online job portal in India. Job seekers who registered in the portal were asked to take a Big-Five type personality test and, for a random subsample of the test takers, the results were displayed to potential employers. The outcomes are measured by whether a potential employer shortlisted a job seeker by opening (unlocking) his/her application and background information. The results show that the treatment group for whom test results were shown generally enjoyed a higher probability of unlock. That is, employers are more interested in those for whom they can see personality test results. Such a relationship was not seen in the pre-test period, which confirms that the results are unlikely to be spurious. The study also finds a significant impact among organized, calm, imaginative, and/or quiet applicants (no effect is detected among easy-going, sensitive, realistic, and/or outgoing applicants), which seems to display employers' preference.

Users also downloaded

Showing related downloaded files

  • Publication
    Deepening Health Reform in China
    (Washington, DC: World Bank, 2016-07-22) World Bank Group; World Health Organization; Ministry of Finance, P.R.C.; National Health and Family Planning Commission, P.R.C.; Ministry of Human Resources and Social Security, P.R.C.
    At a meeting in July 2014 in Beijing, we committed to working together on a flagship report that would help set the direction for health sector reform in China. This report, Deepening Health Reform in China, is the result. Using the successful model offered by previous flagship reports like China 2030 and Urban China, this report primarily offers a blueprint for a new direction for China’s health sector. The report’s main theme is the need for China to transition its healthcare delivery system toward people-centered, quality, integrated care built on the foundation of a strong primary healthcare system.
  • Publication
    Taking Stock, June 2011
    (Washington, DC, 2011-06) World Bank
    In the last few years, Vietnam's macroeconomic situation has followed a predictable pattern. When faced with external shocks the authorities have opted to protect the country's rapid growth rate, even if it meant tolerating higher levels of macroeconomic instability. This has meant modest growth slowdowns and frequent episodes of overheating. So when the economy started to overheat in late 2010 following the delayed withdrawal of the fiscal and monetary stimulus put in place in 2009, few expected a determined response from the government to stem the ensuing macroeconomic volatility. The current episode of macroeconomic instability has been as severe as the previous overheating episode of mid-2008. The author constructed a summary measure of macroeconomic instability, Vietnam Index of Macroeconomic Stability (VIMS), based on the movement of four variables, namely nominal exchange rate, international reserves, inflation rate and nominal interest rate. Our measure shows that the degree of macroeconomic instability during the current episode did come quite close to mid-2008, but has not surpassed it yet. But unlike 2008, when the level of instability increased sharply and fell immediately, instability has persisted over a longer period of time during the current episode, from November 2010 to February 2011, exposing Vietnam's economy to a prolonged period of nervousness and uncertainty.
  • Publication
    Inflation and Exchange Rate Pass-Through
    (World Bank, Washington, DC, 2019-03) Ha, Jongrim; Stocker, M. Marc; Yilmazkuday, Hakan
    The degree to which domestic prices adjust to exchange rate movements is key to understanding inflation dynamics, and hence to guiding monetary policy. However, the exchange rate pass-through to inflation varies considerably across countries and over time. By estimating structural factor-augmented vector-autoregressive models for 47 countries, this paper brings to light two fundamental factors accounting for these variations: the nature of the shock triggering currency movements and country-specific characteristics. The empirical results in this paper are three-fold. First, an empirical investigation demonstrates that different domestic and global shocks can be associated with widely different pass-through ratios. Second, country characteristics matter, including policy frameworks that govern monetary policy responses, as well as other structural features that affect an economy's sensitivity to currency fluctuations. Pass-through ratios tend to be lower in countries that combine flexible exchange rate regimes and credible inflation targets. Finally, the empirical results suggest that central bank independence can greatly facilitate the task of stabilizing inflation following large currency movements and allows fuller use of the exchange rate as a buffer against external shocks.
  • Publication
    Digital Africa
    (Washington, DC: World Bank, 2023-03-13) Begazo, Tania; Dutz, Mark Andrew; Blimpo, Moussa
    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
    Lebanon Economic Monitor, Fall 2021
    (World Bank, Washington, DC, 2022-01-24) World Bank
    The scale and scope of Lebanon’s deliberate depression are leading to the disintegration of key pillars of Lebanon’s post-civil war political economy. Monetary and financial turmoil along with surging inflation continue to drive crisis conditions. Public finances improved in 2021 as spending collapsed faster than revenue. Lebanon urgently needs to adopt and implement a credible, comprehensive, equitable reform plan if it is to avoid a complete destruction of its social and economic networks and immediately stop irreversible loss of human capital.