The research team drew on the 2022 Micro-Entrepreneurship Survey, a nationally representative instrument developed jointly by Chile’s National Institute of Statistics and the Ministry of Economy, Development, and Tourism. The survey targets owners of economic units employing fewer than ten workers and uses a sophisticated sampling framework built on the 2017 National Population and Housing Census, with geographic stratification designed to capture the spatial distribution of labor market activity across the country. From an initial pool of roughly 3,021 women entrepreneurs surveyed, the researchers constructed an analytical sample of 842 women who reported using part of their business earnings for household consumption and reported positive income, yielding a dataset well suited to studying the intersection of entrepreneurship and economic dependency.

Methodologically, the study is notable for how rigorously it handles the survey’s complex design. Rather than treating the 842 observations as independent draws, the authors incorporated stratification, clustering, and unequal selection probabilities into their regression models. Survey weights, related to the inverse of each unit’s inclusion probability, allowed sample observations to represent the broader population of Chilean women micro-entrepreneurs, while a design-based sandwich estimator produced standard errors that account for correlation among observations within the same primary sampling unit. The researchers modeled two outcomes separately: the logarithm of annual net business profit and the logarithm of gross annual entrepreneurial income. Explanatory variables included weekly hours devoted to the business, monthly expenditure on merchandise and supplies, daily hours of unpaid domestic and caregiving work, age, education, business location, region, and reported income changes during the COVID-19 pandemic. Model adequacy was verified through residual diagnostics, generalized variance inflation factors, and design-adjusted Wald tests, all of which indicated no serious violations of the statistical assumptions.

The headline finding is a negative association between unpaid work and gross entrepreneurial income. Each additional daily hour devoted to unpaid domestic and caregiving activities was associated with roughly 3.9 percent lower gross income, a result statistically significant at the ten percent level. Interestingly, the same association did not reach significance for net profit, suggesting that unpaid responsibilities may constrain women’s capacity to generate revenue, through reduced customer contact, shorter production time, and interrupted business continuity, more than they affect the income remaining after expenses. The authors interpret this through the lens of Gendered Institutions Theory, which holds that social institutions are not gender-neutral but systematically assign caregiving and domestic production to women, shaping economic outcomes long before any individual business decision is made.

By contrast, the variables that measured direct business engagement showed strong, consistent positive associations with both income measures. Each additional weekly hour dedicated to the micro-enterprise was linked to approximately 1.7 percent higher net income and 2.4 percent higher gross income. A one percent increase in expenditure on merchandise and supplies was associated with a 0.23 percent rise in net income and a 0.31 percent rise in gross income. These coefficients, the authors caution, represent conditional associations rather than causal effects; profitable businesses may also demand more hours and inputs, creating a potentially bidirectional relationship. Still, the pattern underscores that time and productive investment are the currencies of micro-enterprise success, precisely the resources that unpaid care work depletes.

Education emerged as another powerful correlate. Compared with women who had not completed basic education, those with basic education showed gross income roughly 75 percent higher, while secondary and technical education were associated with increases of about 74 and 78 percent respectively, and university education with a smaller but still notable advantage. The educational gradient likely operates through financial literacy, managerial capacity, opportunity recognition, and access to formal networks, although the authors warn that education may also proxy for unobserved advantages such as family background and accumulated assets. Age told a subtler story: women aged 25 to 34 earned significantly higher net income than those aged 65 or older, while the 45 to 54 group showed marginally higher gross income, but most age coefficients were not significant once business and socioeconomic characteristics were accounted for.

Where a business operates mattered considerably. Women running their ventures from premises outside the home earned about 88 percent higher net income and 81 percent higher gross income than those selling at customers’ premises, and street-based vendors also showed substantially higher net income. The authors suggest that a dedicated commercial location facilitates customer access, visibility, regular hours, and a clearer separation between productive and domestic spheres. Conversely, home-based businesses may suffer from space constraints and constant interruptions from household duties, a pattern that resonates with the finding on unpaid work and illustrates how women’s businesses are often adapted around caregiving obligations rather than organized around market opportunity.

The study also documented stark territorial and pandemic-related disparities. Relative to businesses in northern Chile, net income was significantly lower in every other macro-region, with adjusted differences ranging from about 26 percent in the central zone to 46 percent in the north-central regions. For gross income, the penalties concentrated in the Metropolitan and Southern regions. Businesses whose owners reported income declines during the COVID-19 pandemic earned roughly 33 percent less in net terms and 43 percent less in gross terms than those reporting increases, consistent with evidence that small and informal firms across Latin America lacked the financial reserves and digital capacity to weather the crisis. Notably, neither being a secondary household provider nor founding a business in response to the pandemic showed a significant association with income, leading the authors to argue that economic dependency is too multidimensional, involving control over resources, income stability, and decision-making power, to be captured by a single binary indicator.

The policy implications are far-reaching. The authors argue that conventional entrepreneurship training and microcredit, while valuable, will remain insufficient if women continue to shoulder a disproportionate share of unpaid care. They point to complementary measures such as affordable childcare, support for caring for dependent family members, redistribution of unpaid labor within households, and access to dedicated business premises. Evidence from the region supports this integrated approach: experimental programs in Chile combining financing with support have raised entrepreneurial profits and business continuity, while training and technical assistance for women entrepreneurs in Peru produced growth rates exceeding 15 percent two years after implementation. Because the study is cross-sectional and observational, its coefficients describe associations rather than proven causes, and the authors call for longitudinal data incorporating household finances, caregiving arrangements, business formality, and access to credit. But the core message is difficult to ignore: in Chile’s micro-enterprise economy, the gender profit gap is not simply a story of ambition or skill. It is a story of hours, who spends them building a business, and who spends them, invisibly and uncompensated, holding a household together.

Subject of Research: Econometric analysis of how unpaid domestic work, education, business location, and regional factors relate to income among women micro-entrepreneurs in Chile

Article Title: Econometric analysis of the micro-entrepreneurship, gender and economic dependency in Chile

Article References: Lay-Raby, N., de la Fuente-Mella, H., & Ríos-Vásquez, G. (2026). Econometric analysis of the micro-entrepreneurship, gender and economic dependency in Chile. Heliyon, 12(15), Article e45570. https://doi.org/10.1016/j.heliyon.2026.e45570

Image Credits: AI Generated

DOI: 10.1016/j.heliyon.2026.e45570

Keywords: micro-entrepreneurship, Chile, gender inequality, unpaid work, caregiving, economic dependency, survey-weighted regression, women entrepreneurs, informal economy, COVID-19, Latin America, Heliyon

The research, led by Martha Akulume of the School of Public Health at Makerere University in Kampala together with colleagues from Madiro, the University of Toronto, and Vrije Universiteit Amsterdam, investigated what the team calls a CHW+ approach. The model combines three elements: pragmatic micro-entrepreneurship, a sustainable supply chain, and telehealth support. It is implemented by a not-for-profit organization, Healthy Entrepreneurs, using a revolving fund to facilitate access to health commodities. In practice, each community health worker, designated a CHW+, remains a recognized part of Uganda’s public health structure, typically as a member of the Village Health Team system, while also operating as a micro-entrepreneur who purchases essential health products at a subsidized rate and sells them to neighbors at an affordable markup. The margin becomes income; the revolving fund recycles proceeds into fresh stock; and the telehealth component connects workers to clinical advice when cases exceed their training.

The appeal of the design is that it attacks three persistent failure points simultaneously. Unreliable access to essential supplies, one of the most cited grievances of community health workers, is addressed by a distribution chain that does not depend on government procurement cycles. Insufficient remuneration is addressed by the sales margin, which rewards activity and availability rather than depending on donor budgets. Limited supervision is partially offset by telehealth support and organizational follow-up. But the researchers were careful not to assume that a clever design guarantees success on the ground. Their central question was empirical: what factors actually determine whether the CHW+ model functions, and functions durably, in the varied social, economic, and political landscapes of rural Uganda?

To answer it, the team deployed a mixed-methods design with two complementary strands. The first was qualitative: 31 key-informant interviews with people positioned to observe the model from different angles, including health officials, organizational staff, and other stakeholders. The second was quantitative: a descriptive analysis of order volume, order frequency, and persistence among 1,003 CHW+ workers operating across four districts. Order data served as a proxy for the economic pulse of each worker’s micro-enterprise. A community health worker who places regular, sustained orders is likely reaching customers, earning income, and staying engaged; one whose orders spike and then vanish may have hit a barrier, lost motivation, or been pulled away by other obligations. Ethics approval was obtained from the Makerere University Institutional Review Board and the Uganda National Council of Science and Technology, and all key informants provided written informed consent.

From the triangulation of interviews and order data, five domains emerged as the forces shaping the model’s functioning: demand for CHW+ services, national and district policies, community influences, organizational dynamics, and individual CHW+ characteristics. The demand domain proved especially consequential. Community health workers were most valuable in areas where the public health system suffered frequent stock-outs of essential medicines, because in those settings the CHW+ became the only reliable local source of items such as oral rehydration salts and basic treatments. Where government supply chains functioned well, or where proximity to a health facility gave residents easy alternatives, the commercial channel mattered less. Most strikingly, the presence of other non-governmental organizations distributing free medicines could actively undermine the model, since free products outcompete even affordable ones in poor communities.

The policy domain operated at two levels. National policies set the formal status of community health workers and the boundaries of what they may legitimately do and sell, while district-level leadership determined how much practical room the model had to operate. The study found that local leadership changes could be destabilizing: in some districts, an initial surge of activity was followed by decline after a supportive official was replaced by one who was indifferent or hostile. Conversely, districts with engaged local leaders and supportive structures saw sustained success. This sensitivity to administrative turnover is a sobering finding for program designers, because it means the durability of a health financing innovation can hinge on personnel decisions far above the village level.

Community influences formed the third domain, and they were largely economic. Population density, household purchasing power, and local market dynamics all shaped how much a CHW+ could realistically sell. In densely settled, economically active areas, a worker could build a viable customer base; in sparsely populated or impoverished areas, the same effort yielded far less. Competition from private drug shops and other commercial outlets also mattered, positioning the CHW+ within a real marketplace rather than a protected niche. The fourth domain, organizational dynamics, captured how the implementing NGO’s own performance, including the reliability of its supply chain, the attractiveness of its product portfolio, and the quality of its support, translated into worker activity. A model that depends on workers buying and reselling products is only as strong as the pipeline behind them.

The fifth domain was individual. Financial literacy, entrepreneurial skill, and confidence in handling money and stock distinguished thriving CHW+ workers from struggling ones. Equally important was the presence or absence of alternative income sources: workers who relied entirely on the micro-enterprise faced pressure that could push them out of health work altogether, while those with diversified livelihoods could persist through lean periods. This finding cuts against the intuition that the model works best for those who need it most. The workers most able to sustain a micro-enterprise may be those least dependent on it, which raises equity questions about who ends up serving the poorest communities.

Taken together, the district-level variation tells the most important story of the study. Some districts sustained success, supported by strong demand and local backing. Others followed a boom-and-bust trajectory, with an initial surge of enthusiasm and orders followed by decline, often triggered by leadership changes or the arrival of an NGO distributing free products. The authors conclude that a pragmatic micro-entrepreneurship approach can support community health workers, but only under specific conditions, and that implementation must be context-sensitive and continuously monitored rather than rolled out as a uniform template. The model is not a self-sustaining machine; it is a fragile ecosystem whose health depends on demand, policy goodwill, community economics, organizational competence, and individual capacity all aligning at once.

The implications reach well beyond Uganda. As governments and donors search for ways to finance community health programs that donor fatigue has left chronically underfunded, hybrid models that blend public service with earned income are increasingly attractive. This study offers both a proof of concept and a caution. It demonstrates that community health workers can remain embedded in the public system while operating micro-enterprises, and that order data can serve as a real-time monitor of program vitality. But it also shows that such models can be wounded by forces no training curriculum can control: a change of district official, a rival NGO’s free medicine distribution, or a local economy too thin to support retail. Sustainable community health, the research suggests, is less a business plan than an ongoing negotiation between a program and its context, one that demands vigilance long after the launch celebration ends.

Subject of Research: Factors shaping a micro-entrepreneurship model for community health workers in rural Uganda

Article Title: Towards a sustainable approach: understanding the factors shaping a micro-entrepreneurship approach for community health workers in rural Uganda

Article References: Akulume, M., van Lettow, M., Rutebemberwa, E., van Leth, F., Hoekstra, T., & Kok, M. O. (2026). Towards a sustainable approach: understanding the factors shaping a micro-entrepreneurship approach for community health workers in rural Uganda. BMC Health Services Research. https://doi.org/10.1186/s12913-026-15765-8

Image Credits: AI Generated

DOI: 10.1186/s12913-026-15765-8

Keywords: community health workers, micro-entrepreneurship, rural Uganda, health systems, supply chain, telehealth, universal health coverage, mixed methods, NGO, sustainability, attrition, revolving fund