Publication:
Digital Technology Uses among Microenterprises: Why Is Productive Use So Low across Sub-Saharan Africa?

Loading...
Thumbnail Image
Files in English
English PDF (1.52 MB)
514 downloads
English Text (151.71 KB)
32 downloads
Date
2023-01-24
ISSN
Published
2023-01-24
Author(s)
Atiyas, Izak
Editor(s)
Abstract
This paper explores the use of digital technologies, their association with performance outcomes, and the main constraints to greater use among microenterprises. The study uses a sample of more than 3,300 firms across seven Sub-Saharan African countries, of which over 70 percent are informal and over half are self-employed enterprises with no full-time workers. The analysis finds that productive use of digital technologies is low: less than 7 percent of firms use a smartphone, less than 6 percent use a computer, and roughly 20 percent still do not use a mobile phone. Even fewer firms use digital tools enabled by these access technologies: among firms with smartphones, less than half use the internet to find suppliers, and only half with a computer use accounting software or inventory control/point-of-sale software. Women are less likely to use all digital technologies than men. A greater range of uses based on internet-enabled computers or smartphones relative to uses based on 2G phones are conditionally associated with higher job levels. However, there may be a tension between higher productivity and more jobs: the highest productivity firms are not generators of the highest jobs, and vice versa. That formal high-sales and high-jobs firms are more strongly associated with the use of internet-enabled tools than high-productivity firms suggests that relaxing constraints preventing the latter from using more such digital tools and expanding sales and jobs could be important. Among these constraints, more than seven in ten non-users indicate that lack of attractiveness (“no need”) is the main impediment to productive use of digital technologies. The most important conditional correlates of smartphone and computer adoption are related to having a loan, having electricity, having business linkages with large firms as customers, and managers having vocational training.
Link to Data Set
Citation
Atiyas, Izak; Dutz, Mark A.. 2023. Digital Technology Uses among Microenterprises: Why Is Productive Use So Low across Sub-Saharan Africa?. Policy Research Working Paper; 10280. © World Bank. http://hdl.handle.net/10986/38553 License: CC BY 3.0 IGO.
Associated URLs
Associated content
Report Series
Report Series
Other publications in this report series
  • Publication
    The Future of Poverty
    (Washington, DC: World Bank, 2025-07-15) Fajardo-Gonzalez, Johanna; Nguyen, Minh C.; Corral, Paul
    Climate change is increasingly acknowledged as a critical issue with far-reaching socioeconomic implications that extend well beyond environmental concerns. Among the most pressing challenges is its impact on global poverty. This paper projects the potential impacts of unmitigated climate change on global poverty rates between 2023 and 2050. Building on a study that provided a detailed analysis of how temperature changes affect economic productivity, this paper integrates those findings with binned data from 217 countries, sourced from the World Bank’s Poverty and Inequality Platform. By simulating poverty rates and the number of poor under two climate change scenarios, the paper uncovers some alarming trends. One of the primary findings is that the number of people living in extreme poverty worldwide could be nearly doubled due to climate change. In all scenarios, Sub-Saharan Africa is projected to bear the brunt, contributing the largest number of poor people, with estimates ranging between 40.5 million and 73.5 million by 2050. Another significant finding is the disproportionate impact of inequality on poverty. Even small increases in inequality can lead to substantial rises in poverty levels. For instance, if every country’s Gini coefficient increases by just 1 percent between 2022 and 2050, an additional 8.8 million people could be pushed below the international poverty line by 2050. In a more extreme scenario, where every country’s Gini coefficient increases by 10 percent between 2022 and 2050, the number of people falling into poverty could rise by an additional 148.8 million relative to the baseline scenario. These findings underscore the urgent need for comprehensive climate policies that not only mitigate environmental impacts but also address socioeconomic vulnerabilities.
  • Publication
    Exports, Labor Markets, and the Environment
    (Washington, DC: World Bank, 2025-07-14) Góes, Carlos; Conceição, Otavio; Lara Ibarra, Gabriel; Lopez-Acevedo, Gladys
    What is the environmental impact of exports? Focusing on 2000–20, this paper combines customs, administrative, and census microdata to estimate employment elasticities with respect to exports. The findings show that municipalities that faced increased exports experienced faster growth in formal employment. The elasticities were 0.25 on impact, peaked at 0.4, and remained positive and significant even 10 years after the shock, pointing to a long and protracted labor market adjustment. In the long run, informal employment responds negatively to export shocks. Using a granular taxonomy for economic activities based on their environmental impact, the paper documents that environmentally risky activities have a larger share of employment than environmentally sustainable ones, and that the relationship between these activities and exports is nuanced. Over the short run, environmentally risky employment responds more strongly to exports relative to environmentally sustainable employment. However, over the long run, this pattern reverses, as the impact of exports on environmentally sustainable employment is more persistent.
  • 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
    The Asymmetric Bank Distress Amplifier of Recessions
    (Washington, DC: World Bank, 2025-07-11) Kim, Dohan
    One defining feature of financial crises, evident in U.S. and international data, is asymmetric bank distress—concentrated losses on a subset of banks. This paper proposes a model in which shocks to borrowers’ productivity dispersion lead to asymmetric bank losses. The framework exhibits a “bank distress amplifier,” exacerbating economic downturns by causing costly bank failures and raising uncertainty about the solvency of banks, thereby pushing banks to deleverage. Quantitative analysis shows that the bank distress amplifier doubles investment decline and increases the spread by 2.5 times during the Great Recession compared to a standard financial accelerator model. The mechanism helps explain how a seemingly small shock can sometimes trigger a large crisis.
  • Publication
    Impact of Heat Waves on Learning Outcomes and the Role of Conditional Cash Transfers
    (Washington, DC: World Bank, 2025-07-14) Miranda, Juan José; Contreras, Cesar
    This paper evaluates the impact of higher temperatures on learning outcomes in Peru. The results suggest that 1 degree above 20°C is equivalent to 7 and 6 percent of a standard deviation of what a student learns in a year for math and reading tests, respectively. These results hold true when the main specification is changed, splitting the sample, collapsing the data at school level, and using other climate specifications. The paper aims to improve understanding of how to deal with the impacts of climate change on learning outcomes in developing countries. The evidence suggests that conditional cash transfer programs can mitigate the negative effects of higher temperatures on students’ learning outcomes in math and reading.
Journal
Journal Volume
Journal Issue

Related items

Showing items related by metadata.

  • Publication
    Digital Technology Uses among Informal Micro-Sized Firms
    (World Bank, Washington, DC, 2021-03) Atiyas, İzak; Dutz, Mark A.
    This paper explores the use of digital technologies among informal micro-sized firms in Senegal, their association with productivity, sales, exports and jobs, and the role of age and gender dimensions of enterprise owners. The study uses a new national sample of over 500 firms, of which over 90 percent are not fully formal and over 95 percent are micro-sized, employing five or fewer full-time employees. The analysis finds that using a 2G mobile phone is significantly positively correlated both with productivity and sales, and using a smartphone is associated with an additional premium relative to using a 2G. The largest statistically significant conditional correlate of productivity, sales and jobs is a more specialized internal-to-the-firm management technology proxying for management capabilities more generally, namely inventory control/point of sales (POS) software. Use of digital technologies to facilitate external-to-the-firm transactions, namely using mobile money to pay suppliers and to receive payments from customers are also statistically significant conditional correlates of productivity and sales. Using a smartphone is also positively correlated with exporting (while using only a 2G phone is not). Finally, there are significant digital divides in the use of digital technologies across age and gender groupings.
  • Publication
    Informal Microenterprises in Senegal
    (Washington, DC : World Bank, 2022-06) Atiyas, İzak; Dutz, Mark A.
    This paper explores differences and similarities across formal and informal microenterprises in Senegal. It uses a new national sample of more than 500 firms, of which two-thirds are informal and over 95 percent are micro-size, employing five or fewer full-time employees. The analysis finds that formal firms have average performance outcomes that are in the range of three to five times higher than informal firms. Formal firms are also more likely than informal firms on average to possess “good” characteristics, namely assets and uses of digital technologies that are positively correlated with productivity, sales, exporting, and employment. Despite these average differences, informal firms are highly heterogeneous, with a sizable number similar to formal firms in terms of both performance outcomes and good characteristics: the share of informal firms in the top productivity and sales deciles having good characteristics is substantial, and one-third of all firms in the high-performance cluster based on a data-driven combination of the four performance variables are informal firms. Importantly, several characteristics that are correlates of better performance (being in the top two clusters) for informal firms are identical to those for all firms in the high-performance cluster: having electricity, having had a loan, and in terms of uses of digital technologies, having a smartphone and using a mobile phone to communicate with suppliers and customers. However, a sizable number of high-performance informal firms are lagging in terms of good characteristics. That roughly half of formal firms and no informal firm had a loan implies that it is possible to be in the top performance cluster even without having access to such formal financing. That over half of formal firms in the top cluster as well as in the top decile of productivity and sales use inventory control/point of sales software as a management tool while only one informal firm does is both indicative of the small number of informal firms that use these technologies and suggestive of the potential for performance improvements if such technologies were used more widely.
  • 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
    The Jobs of Tomorrow
    (Washington, DC: World Bank, 2018-04-10) Packard, Truman G.; Dutz, Mark A.; Almeida, Rita K.
    While adoption of new technologies is understood to enhance long-term growth and average per-capita incomes, its impact on lower-skilled workers is more complex and merits clarification. Concerns abound that advanced technologies developed in high-income countries would inexorably lead to job losses of lower-skilled, less well-off workers and exacerbate inequality. Conversely, there are countervailing concerns that policies intended to protect jobs from technology advancement would themselves stultify progress and depress productivity. This book squarely addresses both sets of concerns with new research showing that adoption of digital technologies offers a pathway to more inclusive growth by increasing adopting firms’ outputs, with the jobs-enhancing impact of technology adoption assisted by growth-enhancing policies that foster sizable output expansion. The research reported here demonstrates with economic theory and data from Argentina, Brazil, Chile, Colombia and Mexico that lower-skilled workers can benefit from adoption of productivity-enhancing technologies biased towards skilled workers, and often do. The inclusive jobs outcomes arise when the effects of increased productivity and expanding output overcome the substitution of workers for technology. While the substitution effect replaces some lower-skilled workers with new technology and more highly-skilled labor, the output effect can lead to an increase in the total number of jobs for less-skilled workers. Critically, output can increase sufficiently to increase jobs across all tasks and skill types within adopting firms, including jobs for lower-skilled workers, as long as lower-skilled task content remains complementary to new technologies and related occupations are not completely automated and replaced by machines. It is this channel for inclusive growth that underlies the power of pro-competitive enabling policies and institutions—such as regulations encouraging firms to compete and policies supporting the development of skills that technology augments rather than replaces—to ensure that the positive impact of technology adoption on productivity and lower-skilled workers is realized.
  • Publication
    Digital Senegal for Inclusive Growth
    (Washington, DC: World Bank, 2022-02-03) Cruz, Marcio; Dutz, Mark A.; Rodríguez-Castelán, Carlos
    Digital Senegal for Inclusive Growth explores possible solutions for a more intensive use of digital technologies, especially by small and medium enterprises, to increase their productivity and create more quality jobs. The report will contribute to helping women and young people in particular to gain access to decent work and therefore reduce their exposure to poverty. Appropriate use of this report will make it possible to succeed in the challenges of digital transformation, especially in the context of a relatively young population that is more open to innovation and change.

Users also downloaded

Showing related downloaded files

  • Publication
    Migrants, Markets, and Mayors
    (Washington, DC: World Bank, 2023-12-14) Christiaensen, Luc; Lozano-Gracia, Nancy
    Research on migration and urban development in Africa has primarily focused on larger cities and rural-to-urban migration. However, 97 percent of Africa’s urban centers have fewer than 300,000 inhabitants, and a sizable share of urban migrants come from other urban areas. A more holistic and dynamic perspective, incorporating migration flows along the full urban hierarchy, as well as urban-urban migrants, is needed to better understand and leverage migration for urban development. Migrants, Markets, and Mayors: Rising above the Employment Challenge in Africa’s Secondary Cities draws on demographic data, research literature, key informant interviews, and empirical research to better understand how migrants in Africa’s secondary cities fare in urban labor markets, how they affect aggregate urban productivity, and how mayors can leverage migrants’ potential to the benefit of all. It explores these questions across countries and four urban case settings: Jijiga in Ethiopia, Jinja in Uganda, and Jendouba and Kairouan in Tunisia. Although mayors in secondary cities often see migrants as a burden to their cities’ labor markets and a threat to development, the report finds that migrants contribute increasingly less to urban population growth and that they usually strengthen the resident labor force. The report also finds that labor market outcomes for migrants are at least as good as those for nonmigrants. Africa’s secondary cities are well placed to leverage migration, but evidence-based policies are needed to manage the growth and development of land and labor markets. The report reviews policy options that mayors can take to strengthen the financial, technical, and planning capacity of secondary cities and better leverage migration to benefit migrants and nonmigrants alike. ------------------------------------------------------------------------------------------------------ "Much of the literature on migration to cities examines migration in a nonspatial fashion or focuses on rural-urban migration to the largest, most visible cities. This volume fills a gap by focusing on migration to secondary cities, coming up with a compelling set of facts. Overall, the volume is very well done and sets a benchmark for future research." – J. Vernon Henderson, School Professor of Economic Geography, London School of Economics
  • Publication
    Digital Progress and Trends Report 2023
    (Washington, DC: World Bank, 2024-03-05) World Bank
    Digitalization is the transformational opportunity of our time. The digital sector has become a powerhouse of innovation, economic growth, and job creation. Value added in the IT services sector grew at 8 percent annually during 2000–22, nearly twice as fast as the global economy. Employment growth in IT services reached 7 percent annually, six times higher than total employment growth. The diffusion and adoption of digital technologies are just as critical as their invention. Digital uptake has accelerated since the COVID-19 pandemic, with 1.5 billion new internet users added from 2018 to 2022. The share of firms investing in digital solutions around the world has more than doubled from 2020 to 2022. Low-income countries, vulnerable populations, and small firms, however, have been falling behind, while transformative digital innovations such as artificial intelligence (AI) have been accelerating in higher-income countries. Although more than 90 percent of the population in high-income countries was online in 2022, only one in four people in low-income countries used the internet, and the speed of their connection was typically only a small fraction of that in wealthier countries. As businesses in technologically advanced countries integrate generative AI into their products and services, less than half of the businesses in many low- and middle-income countries have an internet connection. The growing digital divide is exacerbating the poverty and productivity gaps between richer and poorer economies. The Digital Progress and Trends Report series will track global digitalization progress and highlight policy trends, debates, and implications for low- and middle-income countries. The series adds to the global efforts to study the progress and trends of digitalization in two main ways: · By compiling, curating, and analyzing data from diverse sources to present a comprehensive picture of digitalization in low- and middle-income countries, including in-depth analyses on understudied topics. · By developing insights on policy opportunities, challenges, and debates and reflecting the perspectives of various stakeholders and the World Bank’s operational experiences. This report, the first in the series, aims to inform evidence-based policy making and motivate action among internal and external audiences and stakeholders. The report will bring global attention to high-performing countries that have valuable experience to share as well as to areas where efforts will need to be redoubled.
  • Publication
    Global Economic Prospects, June 2023
    (Washington, DC: World Bank, 2023-06-06) World Bank
    Global growth is projected to slow significantly in the second half of this year, with weakness continuing in 2024. Inflation pressures persist, and tight monetary policy is expected to weigh substantially on activity. The possibility of more widespread bank turmoil and tighter monetary policy could result in even weaker global growth. Rising borrowing costs in advanced economies could lead to financial dislocations in the more vulnerable emerging market and developing economies (EMDEs). In low-income countries, in particular, fiscal positions are increasingly precarious. Comprehensive policy action is needed at the global and national levels to foster macroeconomic and financial stability. Among many EMDEs, and especially in low-income countries, bolstering fiscal sustainability will require generating higher revenues, making spending more efficient, and improving debt management practices. Continued international cooperation is also necessary to tackle climate change, support populations affected by crises and hunger, and provide debt relief where needed. In the longer term, reversing a projected decline in EMDE potential growth will require reforms to bolster physical and human capital and labor-supply growth.
  • Publication
    Africa's Pulse, No. 30, October 2024: Transforming Education for Inclusive Growth
    (Washington, DC: World Bank, 2024-10-14) World Bank
    Sub-Saharan Africa's growth recovery has resumed. Economic activity in the region is projected to grow by 3.0 percent in 2024, after bottoming out at 2.4 percent in 2023. Private consumption and investment contributions have supported the growth recovery in 2024. Growth is expected to accelerate further to 4 percent in 2025-26. However, the outlook remains uncertain despite falling global inflation and resilient global activity supporting growth in the region. Sub-Saharan Africa needs to further accelerate growth to reduce extreme poverty and enhance prosperity. GDP per capita is projected to grow by 0.5 percent in 2024 and 1.4 percent in 2025, but this expected increase would still leave the region's living standards below their level in 2014. Macroeconomic stability and human capital investments needed to achieve inclusive growth and transform the education system are vital for the region. Efforts should focus on equipping children with basic skills and providing the youth and workforce with higher-order skills. Increasing investment in education, efficient spending, and collaboration with local partners are needed to achieve universal education by 2030. Addressing these challenges will require a strong policy response to bridge the spending gap and meet education goals.
  • Publication
    Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa
    (Washington, DC : World Bank, 2023-04-06) Gatti, Roberta; Lederman, Daniel; Islam, Asif M.; Andree, Bo, Pieter Johannes; Lotfi, Rana; Mousa, Mennatallah Emam; Bennett, Federico; Assem, Hoda
    Growth is forecasted to slow down for the Middle East and North Africa region. The war in Ukraine in 2022 exacerbated inflationary pressures as the world recovered from the COVID 19 pandemic induced recession. The response by central banks to raise rates to curb inflation is slowing economic activity, while rising food prices are making it difficult for families to put meals on the table. Inflation, when it stems from food prices, hits the poor harder than the rich, thus compounding food insecurity in MENA that had been rising over decades. The immediate effects of food insecurity can be a devastating loss of life, but even temporary increases in food prices can cause long-term irreversible damages, especially to children. The rise in food prices due to the war in Ukraine may have altered the destinies of hundreds of thousands of children in the region, setting them on paths to limited prosperity. Food insecurity imposes challenges to a region where the state of child nutrition and health were inadequate before the shocks from the COVID-19 pandemic. The report discusses policy options and highlights the need for data to guide effective decision making.