Publication:
The Impact of a Mobile Money Levy on Household Welfare: Evidence from Tanzania

Loading...
Thumbnail Image
Files in English
English PDF (558.36 KB)
36 downloads
English Text (82.12 KB)
4 downloads
Published
2025-10-07
ISSN
Date
2025-10-07
Editor(s)
Abstract
This paper examines the welfare effects of Tanzania’s 2021 levy on mobile money transfers, a policy that sharply increased transaction costs in a country where mobile money is the primary channel for financial access and remittances. Using two waves of the Tanzania National Panel Survey (2014/15 and 2020/22) combined with high-frequency phone survey data, a triple-difference identification strategy was implemented to isolate the impact of the levy on rural and urban households before and after its introduction. The findings show that rural households—who rely more heavily on mobile money and have fewer financial alternatives—experienced a 10–18 percent decline in per capita food consumption and a significant rise in food insecurity following the levy. Robustness checks using variation in bank penetration, shock incidence, and remittance dependence support these results.
Link to Data Set
Citation
Paul, Revocatus; Sharma, Dhiraj. 2025. The Impact of a Mobile Money Levy on Household Welfare: Evidence from Tanzania. Policy Research Working Paper; 11228. © World Bank. http://hdl.handle.net/10986/43814 License: CC BY 3.0 IGO.
Associated URLs
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
    It’s Not (Just) the Tariffs: Rethinking Non-Tariff Measures in a Fragmented Global Economy
    (Washington, DC: World Bank, 2025-10-22) Taglioni, Daria; KEE, Hiau Looi
    As tariffs have declined, non-tariff measures (NTMs) have become central to trade policy, especially in high-income countries and regulated sectors like food and green technologies. Although NTMs may serve legitimate goals, they could also sort countries and firms into or out of markets based on compliance capacity and differences in product mix. Documenting recent advances in the estimation of ad valorem equivalents (AVEs), this paper uncovers new patterns of use and exposure of NTMs. High-income countries rely more heavily on NTMs relative to tariffs, while low- and middle-income countries face steeper AVEs on their exports. Firm-level evidence shows that NTMs disproportionately affect smaller firms, leading to market exit and concentration. Poorly designed NTMs can harm productivity and welfare, while coordinated, capacity-aware use can deliver inclusive outcomes. Policy design, transparency, and diagnostics must evolve to reflect the growing role—and risks—of NTMs in a fragmented global trade landscape.
Journal
Journal Volume
Journal Issue
Citations

Related items

Showing items related by metadata.

  • Publication
    Impact of Social Fund on the Welfare of Rural Households : Evidence from the Nepal Poverty Alleviation Fund
    (World Bank, Washington, DC, 2012-04) Parajuli, Dilip; Acharya, Gayatri; Chaudhury, Nazmul; Thapa, Bishnu Bahadur
    The Nepal Poverty Alleviation Fund is a World Bank supported community-driven development program. Its objective is to improve rural welfare, particularly for groups that have traditionally been excluded for reasons of gender, ethnicity, caste, and location. Since its launch in 2004, the Fund has covered the 40 poorest districts of the country, supported some 15,000 community organizations, and benefited more than 2.5 million people. This paper attempts to estimate the impact of this large-scale program using a randomized phase-in approach, in which certain localities are randomly selected for earlier intervention than others. Using two rounds of survey data and a difference-in-difference combined with instrumental variable estimation method, it finds statistically significant causal impact of the program on key welfare outcomes. The treatment-on-the-treated estimate on real per capita consumption is 19 percent growth. Other impacts include a 19 percentage points decline on incidence of food insecurity (defined as food sufficiency for six months or less) and a 15 percentage points increase in the school enrollment rate among 6-15 year-olds. Impacts (positive or negative) are yet to be detected on indicators associated with child malnutrition, social capital, and empowerment. The policy implications of these results should be of interest to the government and to development partners in determining what may be effective instruments to deliver services to marginalized communities in what remains a fragile and difficult political environment.
  • Publication
    Rising Food Prices and Household Welfare : Evidence from Brazil in 2008
    (2011-05-01) Fruttero, Anna; Ferreira, Francisco H.G.; Leite, Phillippe; Lucchetti, Leonardo
    Food price inflation in Brazil in the twelve months to June 2008 was 18 percent, while overall inflation was seven percent. Using spatially disaggregated monthly data on consumer prices and two different household surveys, we estimate the welfare consequences of these food price increases, and their distribution across households. Because Brazil is a large food producer, with a predominantly wage-earning agricultural labor force, our estimates include general equilibrium effects on market and transfer incomes, as well as the standard estimates of changes in consumer surplus. While the expenditure (or consumer surplus) effects were large, negative and markedly regressive everywhere, the market income effect was positive and progressive, particularly in rural areas. Because of this effect on the rural poor, and of the partial protection afforded by increases in two large social assistance benefits, the overall impact of higher food prices in Brazil was U-shaped, with middle-income groups suffering larger proportional losses than the very poor. Nevertheless, since Brazil is 80 percent urban, higher food prices still led to a greater incidence and depth of poverty at the national level.
  • Publication
    Sources of Welfare Disparities Across and Within Regions of Brazil : Evidence from the 2002-03 Household Budget Survey
    (Washington, DC: World Bank, 2008-12) Katayama, Roy; Skoufias, Emmanuel
    Brazil's inequalities in welfare and poverty across and within regions can be accounted for by differences in household attributes and returns to those attributes. This paper uses Oaxaca-Blinder decompositions at the mean as well as at different quantiles of welfare distributions on regionally representative household survey data (2002-03 Household Budget Survey). The analysis finds that household attributes account for most of the welfare differences between urban and rural areas within regions. However, comparing the lagging Northeast region with the leading Southeast region, differences in returns to attributes account for a large part of the welfare disparities, in particular in metropolitan areas, supporting the presence of agglomeration effects in booming areas.
  • Publication
    Household Welfare and Poverty Dynamics in Burkina Faso : Empirical Evidence from Household Surveys
    (World Bank, Washington, DC, 2001-04) Monga, Celestin; Fofack, Hippolyte; Tuluy, Hasan
    The authors investigate the dynamics of poverty and income inequality in a cross-section of socio-economic groups and geographical regions over the five-year growth period following the 1994 devaluation of the CFA franc in Burkina Faso. Results show rapidly increasing urban poverty accompanied by rising income inequality, declining poverty -growth elasticities, and significant changes in the poverty map. In rural areas, the incidence of poverty remained the same and income inequality did not increase. In contrast, the distribution of welfare across socio-economic groups was more stable. The rank ordering of socioeconomic groups on the welfare scale did not change during the post-devaluation growth period. Poverty remains largely a rural phenomenon, whose inelastic nature may justify a shift toward growth-oriented policies that at least maintain the rural poor's share of income to reduce poverty in the medium term. Among factors that feed into income inequality: disparities in wages and in educational attainment and unequal access to productive assets (especially human capital).
  • Publication
    Where are Iraq’s Poor?
    (World Bank, Washington, DC, 2015-06-23) Sharma, Dhiraj; Vishwanath, Tara; Blankespoor, Brian; Krishnan, Nandini
    Measuring poverty and tracking it over time is an important prerequisite to national economic planning. Absence of official data on household expenditure or poverty line hampered the ability of Iraqi policymakers to understand the extent of the problem, analyze their causes, and devise appropriate policies. Iraq household socioeconomic survey (IHSES) 2006-07 was the first survey of its kind since 1988 to cover all 18 governorates. The survey collected rich information on income, expenditure, employment, housing, education, health, and other socioeconomic indicators. Building on the experience of the first IHSES survey and using international best practice on sampling and questionnaire design and survey implementation, the second round of IHSES was fielded in 201-/13. To fill the data gap, a larger survey was designed to collect information on correlates of household welfare like demographic characteristics, education, occupation, housing, and assets and estimate small-area poverty rates using projection methods. This report presents results from the exercise, the first of its kind for Iraq. Poverty mapping not only provides a visual representation of poverty at subnational levels, it also reveals pockets of poverty and islands of prosperity where they exist. This knowledge is useful to inform decisions on policy design and targeting of development projects and programs.

Users also downloaded

Showing related downloaded files

  • Publication
    World Bank East Asia and Pacific Economic Update, October 2025: Jobs
    (Washington, DC: World Bank, 2025-10-07) World Bank
    GDP growth in the East Asia and Pacific (EAP) region remains above the global average but is projected to slow down in 2025 and even further in 2026. The sluggishness is due to a less favorable external environment—rising trade restrictions, easing but still elevated global uncertainty, and slowing global growth—as well as persistent domestic difficulties. Today, many people are in low-productivity or informal jobs, and many of the young cannot find any jobs. The class of people vulnerable to falling into poverty is now larger than the middle class in most countries. In a region that thrived because export-oriented, labor-intensive growth created more productive jobs, firms must deal with higher tariffs and workers must contend with the growing use of robots, AI and digital platforms. More productive jobs would be created by reforms to enhance economic opportunity, human capacity and their virtuous interplay.
  • Publication
    Europe and Central Asia Economic Update, Fall 2025: Jobs and Prosperity
    (Washington, DC: World Bank, 2025-10-07) Cusolito, Ana Paula; Izvorski, Ivailo; Kasyanenko, Sergiy; Lokshin, Michael M.; Torre, Iván
    Economic growth in Europe and Central Asia eased to 2.4 percent in 2025, reflecting a sharp slowdown in the Russian Federation. Outside Russia, growth momentum remains broadly resilient, supported by private consumption, infrastructure spending, and a gradual recovery in trade. While a modest pickup is expected in 2026–27, growth is likely to remain well below the 2000–19 average. In this slow-growth environment, downside risks dominate, with the potential for setbacks in reforms posing a significant threat to investor confidence, private sector dynamism, and job creation.  The region's labor market shows signs of resilience but faces deep-rooted structural challenges. Since the start of transition from planned to market in the early 1990s, employment has grown faster than the region's population, driven by rising labor force participation and a shift out of agriculture. Yet most new jobs are in low-productivity services, and productivity growth has stalled. Demographic pressures — aging, shrinking workforces, and emigration —add to the strain. Structural bottlenecks, including weak competition, limited access to finance, and outdated skills systems, constrain firm growth and innovation. The report calls for a three-pillar reform agenda: invest in foundational infrastructure for jobs, strengthen the business environment, and mobilize private capital. Targeting five priority sectors—manufacturing, agribusiness, tourism, healthcare, and energy—can help turn growth into better jobs and shared prosperity.
  • Publication
    Tanzania Country Climate and Development Report
    (Washington, DC: World Bank Group, 2024-12-12) World Bank Group
    The Country Climate and Development Report (CCDR) for Tanzania identifies the impact of climate change on the country’s economy. The CCDR uses macroeconomic, climate, sectoral, institutional, and financial models to identify the economy’s exposure to climate risks and the opportunities to integrate climate action and development. High poverty levels and dependence on rainfed, low-productivity agriculture leaves Tanzania’s economy vulnerable to climate risks. By 2050, climate change could push an additional 2.6 million people in poverty and force up to 13 million Tanzanians to migrate internally. The CCDR presents how implementation of three multisectoral intervention areas could generate climate-positive, resilient, and inclusive growth in Tanzania by 2050. These are: integrating climate considerations when strengthening human capital and social protection; optimizing land and water use and management to boost agriculture and rural productivity, augment climate resilience, and lower greenhouses gas emissions; and prioritizing resilient and low-carbon transport, energy and digital infrastructure systems in urban areas and different sectors. The CCDR details governance arrangements for effective climate change action, presents investment needs, and describes options for mobilizing financing. Action is needed both to reduce vulnerabilities of Tanzania’s current economy and realize the country’s Vision 2050 goal of a more inclusive and sustainable growth trajectory. Targeted climate action could boost private investment and job creation, enabling Tanzania to meet its development objectives in the face of global risks. Technical background reports prepared for the CCDR are available upon request.
  • Publication
    Togo Economic Update, August 2025: Boosting Growth and Restoring Fiscal Space in Uncertain Times
    (Washington, DC: World Bank, 2025-08-28) World Bank
    Togo’s economic trajectory in recent years has been shaped by both resilient performance and emerging vulnerabilities. The 2025 Economic Update underscores the urgency of restoring fiscal space and implementing strategic structural reforms to sustain private sector-led growth and job creation. Through an integrated analysis in two chapters, the report presents a nuanced narrative of the country’s macroeconomic outlook and delineates actionable policy paths to foster inclusive, sustainable development.
  • Publication
    South Asia Development Update, October 2025: Jobs, AI, and Trade
    (Washington, DC: World Bank, 2025-10-07) World Bank
    Growth in South Asia is on track to exceed earlier expectations and reach 6.6 percent in 2025, but is expected to slow to 5.8 percent in 2026. While this short-term outlook is subject to downside risks, over the longer term, artificial intelligence (AI) could promote growth by boosting productivity especially among those 15 percent of South Asian workers who are in jobs where AI strongly complements human labor. Such a growth dividend could be amplified by trade reforms. Carefully sequenced tariff cuts, especially in conjunction with broader free trade agreements, would encourage private investment and job creation in trade-related activities, which disproportionately employ South Asia’s younger and higher-skilled workers and have accounted for most of South Asia’s employment growth over the past decade. This could particularly benefit manufacturing, where elevated tariffs on production inputs currently diminish competitiveness. South Asia’s governments can support the adjustment of labor markets to new technologies and trade opportunities by proactively removing obstacles to workers’ reallocation to new firms, occupations, and locations. Simultaneously, they could protect vulnerable workers during this period of change by streamlining and strengthening safety nets.