afd-development-contexts/outputs/index.html

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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
<meta charset="utf-8">
<meta name="generator" content="quarto-1.0.38">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<meta name="author" content="Marty Oehme">
<title>Drivers of Inequality</title>
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listingHrefs
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activateCategories(nearestListing);
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return (hiddenRegions) => {
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return;
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// Find the last element of the TOC
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continue;
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? toggleContainer
: toggleTitle;
const closeToggle = () => {
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toggleContents.style.height = "0px";
tocShowing = false;
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};
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toggleContainer.style.width = `${elRect.width}px`;
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"scroll",
throttle(() => {
closeToggle();
}, 50)
);
// Handle positioning of the toggle
window.addEventListener(
"resize",
throttle(() => {
positionToggle();
}, 50)
);
positionToggle();
// Process the click
clickEl.onclick = () => {
if (!tocShowing) {
toggleContainer.classList.add("expanded");
toggleContents.style.height = null;
tocShowing = true;
} else {
closeToggle();
}
};
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child.style.opacity = 1;
clone.style.display = null;
}
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placeholderDescriptor.id
);
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placeholderEl.remove();
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el.classList.remove("rollup");
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convertToMenu();
isVisible = false;
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convertToSidebar();
isVisible = true;
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isVisible = false;
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}
}
};
};
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// top to prevent overlap
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".column-margin.column-container > * "
);
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const margin = lastBottom - top;
marginChild.style.marginTop = `${margin}px`;
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const marginTop = parseFloat(styles["marginTop"]);
lastBottom = top + marginChild.getBoundingClientRect().height + marginTop;
}
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id: "quarto-toc-toggle",
titleSelector: "#toc-title",
dismissOnClick: true,
});
const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, {
id: "quarto-sidebarnav-toggle",
titleSelector: ".title",
dismissOnClick: false,
});
let tocLeftScrollVisibility;
if (leftTocEl) {
tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, {
id: "quarto-lefttoc-toggle",
titleSelector: "#toc-title",
dismissOnClick: true,
});
}
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'[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]'
);
// Filter all the possibly conflicting elements into ones
// the do conflict on the left or ride side
const arrConflictingEls = Array.from(conflictingEls);
const leftSideConflictEls = arrConflictingEls.filter((el) => {
if (el.tagName === "ASIDE") {
return false;
}
return Array.from(el.classList).find((className) => {
return (
className !== "column-body" &&
className.startsWith("column-") &&
!className.endsWith("right") &&
!className.endsWith("container") &&
className !== "column-margin"
);
});
});
const rightSideConflictEls = arrConflictingEls.filter((el) => {
if (el.tagName === "ASIDE") {
return true;
}
const hasMarginCaption = Array.from(el.classList).find((className) => {
return className == "margin-caption";
});
if (hasMarginCaption) {
return true;
}
return Array.from(el.classList).find((className) => {
return (
className !== "column-body" &&
!className.endsWith("container") &&
className.startsWith("column-") &&
!className.endsWith("left")
);
});
});
const kOverlapPaddingSize = 10;
function toRegions(els) {
return els.map((el) => {
const top =
el.getBoundingClientRect().top +
document.documentElement.scrollTop -
kOverlapPaddingSize;
return {
top,
bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize,
};
});
}
const hideOverlappedSidebars = () => {
marginScrollVisibility(toRegions(rightSideConflictEls));
sidebarScrollVisiblity(toRegions(leftSideConflictEls));
if (tocLeftScrollVisibility) {
tocLeftScrollVisibility(toRegions(leftSideConflictEls));
}
};
window.quartoToggleReader = () => {
// Applies a slow class (or removes it)
// to update the transition speed
const slowTransition = (slow) => {
const manageTransition = (id, slow) => {
const el = document.getElementById(id);
if (el) {
if (slow) {
el.classList.add("slow");
} else {
el.classList.remove("slow");
}
}
};
manageTransition("TOC", slow);
manageTransition("quarto-sidebar", slow);
};
const readerMode = !isReaderMode();
setReaderModeValue(readerMode);
// If we're entering reader mode, slow the transition
if (readerMode) {
slowTransition(readerMode);
}
highlightReaderToggle(readerMode);
hideOverlappedSidebars();
// If we're exiting reader mode, restore the non-slow transition
if (!readerMode) {
slowTransition(!readerMode);
}
};
const highlightReaderToggle = (readerMode) => {
const els = document.querySelectorAll(".quarto-reader-toggle");
if (els) {
els.forEach((el) => {
if (readerMode) {
el.classList.add("reader");
} else {
el.classList.remove("reader");
}
});
}
};
const setReaderModeValue = (val) => {
if (window.location.protocol !== "file:") {
window.localStorage.setItem("quarto-reader-mode", val);
} else {
localReaderMode = val;
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* Bootstrap v5.1.3 (https://getbootstrap.com/)
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display: inline-block;
font-family: bootstrap-icons !important;
font-style: normal;
font-weight: normal !important;
font-variant: normal;
text-transform: none;
line-height: 1;
vertical-align: -.125em;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
}
.bi-123::before { content: "\f67f"; }
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<div class="quarto-title-block"><div><h1 class="title">Drivers of Inequality</h1><button type="button" class="btn code-tools-button" id="quarto-code-tools-source"><i class="bi"></i> Code</button></div></div>
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<p>Marty Oehme </p>
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<p class="date">Invalid Date</p>
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<h2 id="toc-title">Table of contents</h2>
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<li><a href="#vietnam" id="toc-vietnam" class="nav-link active" data-scroll-target="#vietnam">Vietnam</a></li>
<li><a href="#uganda" id="toc-uganda" class="nav-link" data-scroll-target="#uganda">Uganda</a></li>
<li><a href="#benin" id="toc-benin" class="nav-link" data-scroll-target="#benin">Benin</a></li>
<li><a href="#djibouti" id="toc-djibouti" class="nav-link" data-scroll-target="#djibouti">Djibouti</a></li>
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* Too vague on 2 lowest quintile effects, especially as expressed through Gini impacts
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<section id="vietnam" class="level2">
<h2 class="anchored" data-anchor-id="vietnam">Vietnam</h2>
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<ul>
<li>Economic restructuring and trade liberalization further drives economy towards wage work, service work the manufacturing sectors.</li>
<li>Structural changes drove poverty down in absolute terms, but leave those in vulnerable positions consistently at-risk of slipping into or worsening existing poverty.</li>
<li>Economic inequality in Vietnam intersectional between ethnic minorities, rural populations, regional and gendered dimensions.</li>
<li>Ethnic minorities increase in economic inequality, driven by worse returns on assets (human capital and land) and worse access to endowments (land and educational infrastructure).</li>
<li>Environmental degradation and environmental shocks consistently worsen within-sector inequalities for ethnic minority and female population.</li>
<li>Vietnam in vulnerable position to increasing exogenous shocks due to climate change, building capacity against which may require focus shift on risk management and preventative measures</li>
</ul>
<hr>
<p>Vietnams economy is now firmly in the third decade of ongoing economic reform (<em>Doi Moi</em>) as a market-based economy, which lead to remarkable growth phases through opening the economy to international trade while, seen over the bulk of its population, attempting to keep inequality rates managed through policies of controlling credit and reducing subsidies to state-owned enterprises <span class="citation" data-cites="Bui2019">(<a href="#ref-Bui2019" role="doc-biblioref">Bui &amp; Imai, 2019</a>)</span>.</p>
<!-- poor/poverty <40%; mention low social mobility: different social insurances [@Bui2019] -->
<p>Poverty in Vietnam is marked by a drastic reduction in absolute terms over this time with some of the decline directly attributable to the liberalization of markets over the countrys growth more generally <span class="citation" data-cites="WorldBank2012 McCaig2011 Le2022">(<a href="#ref-Le2022" role="doc-biblioref">N. V. T. Le et al., 2022</a>; <a href="#ref-McCaig2011" role="doc-biblioref">McCaig, 2011</a>; <a href="#ref-WorldBank2012" role="doc-biblioref">World Bank, 2012</a>)</span>. While the rate of decline slowed since the mid-2000s <span class="citation" data-cites="VASS2006 VASS2011">(<a href="#ref-VASS2006" role="doc-biblioref">VASS, 2006</a>, <a href="#ref-VASS2011" role="doc-biblioref">2011</a>)</span>, it continued declining in tandem with small income inequality decreases. The overall income inequality decrease that Vietnam experienced from the early 2000s suggests that its growth has been accompanied by equity extending beyond poverty reduction <span class="citation" data-cites="Benjamin2017">(<a href="#ref-Benjamin2017" role="doc-biblioref">Benjamin et al., 2017</a>)</span>. On the other hand, Le et al. <span class="citation" data-cites="Le2021">(<a href="#ref-Le2021" role="doc-biblioref">2021</a>)</span> suggest a slight increase in overall income distribution from 2010-2018. At the same time, the ones most affected by poverty through welfare inequalities stay unaltered, as do largely the primary factors accompanying it: There is severe persistent poverty among ethnic minorities in Vietnam <span class="citation" data-cites="Baulch2012">(<a href="#ref-Baulch2012" role="doc-biblioref">Baulch et al., 2012</a>)</span>, concomitant with low education and skills, more prevalent dependency on subsistence agriculture, physical and social isolation, specific disadvantages which become linked to ethnic identities and a greater exposure to natural disasters and risks <span class="citation" data-cites="Kozel2014">(<a href="#ref-Kozel2014" role="doc-biblioref">Kozel, 2014</a>)</span>. Economic inequality and poverty in Vietnam thus underlies an intersectional focus, between ethnic minorities, regional situations, rural-urban divides and gendered lines, one which exogenous shocks can rapidly exacerbate as the example of the COVID-19 pandemic has recently shown <span class="citation" data-cites="Ebrahim2021">(<a href="#ref-Ebrahim2021" role="doc-biblioref">Ebrahim et al., 2021</a>)</span>.</p>
<ul>
<li>estimated Gini coeff, overall income distribution: <span class="citation" data-cites="Le2021">(<a href="#ref-Le2021" role="doc-biblioref">Q. H. Le et al., 2021</a>)</span>
<ul>
<li>fluctuating 0.42-0.44 (2010-2018)</li>
<li>highest in Central highlands (2016)</li>
<li>absolute income inequality may be rising, top quintile 9.2 times income lowest quintile (2010) to 9.8 times (2016) (Hung 2019)</li>
</ul></li>
</ul>
<!-- rural inequality -->
<p>In the 1990s, as the initial stages of the Doi Moi reform bore fruit with economic growth, the first amplifications of inequalities along new rural-urban boundaries became equally visible. There are two complementary views on the primary dimensions of rural inequalities. On the one hand, the urban-rural divide may be driven by structural effects: the welfare returns to education and agricultural activities changed dramatically from, and with it the requirements on policy adaptations required for stemming inequality. Nguyen et al. <span class="citation" data-cites="Nguyen2007">(<a href="#ref-Nguyen2007" role="doc-biblioref">2007</a>)</span> argue this for the period of 1993-1998, with their findings that income returns to education improved dramatically over this time and arguing through this that suggested development policies had a strictly urban bias — on the whole they would benefit both from better education and vastly benefit from the restructuring of Vietnams economy. This view was in turn confirmed when Theil Index decomposition found within-sector inequality remaining largely stable while between-sector inequality rose significantly <span class="citation" data-cites="Fesselmeyer2010">(<a href="#ref-Fesselmeyer2010" role="doc-biblioref">Fesselmeyer &amp; Le, 2010</a>)</span>. On the other, Thu Le and Booth <span class="citation" data-cites="ThuLe2014">(<a href="#ref-ThuLe2014" role="doc-biblioref">2014</a>)</span> argue that the urban-rural inequality continued to increase over the years due to both covariate effects and the returns to those covariate effects, primarily education age structures and labor market activities, but also geographic location.</p>
<p>The gap between urban and rural sectors grew, a gap which would continue to widen until 2002, when within-sector rural inequalities started to become more important for inequalities than those between the sectors <span class="citation" data-cites="Fritzen2005 ThuLe2014">(<a href="#ref-Fritzen2005" role="doc-biblioref">Fritzen et al., 2005</a>; <a href="#ref-ThuLe2014" role="doc-biblioref">Thu Le &amp; Booth, 2014</a>)</span>. In the time of within-sector inequality becoming more pronounced many studies, while important contributions to continued inequality research, had a tendency to mask those inequalities in favor of continued analysis of between-sector trends — often to the detriment of the high degree of heterogeneity depending on geographic characteristics such as remoteness or cultural factors, as Cao and Akita <span class="citation" data-cites="Cao2008">(<a href="#ref-Cao2008" role="doc-biblioref">2008</a>)</span> note. In a recent study, Bui and Imai <span class="citation" data-cites="Bui2019">(<a href="#ref-Bui2019" role="doc-biblioref">2019</a>)</span> build on the insights of these viewpoints and also find access to basic education the linchpin of improving rural welfare while its lack combined with economic restructuring precluded many from equal opportunities toward human capital improvement. They found that, as within-sector became more pronounced again after 2010, the large proportion of uneducated heads of households in rural sectors and low social mobility of rural poor combine to increase within-sector inequality while the economy overall changing toward salaried work compounded within-rural and urban-rural disparities. Early income studies generally highlighted the important role of agricultural incomes in reducing, or at the very not exacerbating, income inequality <span class="citation" data-cites="Benjamin2004">(<a href="#ref-Benjamin2004" role="doc-biblioref">Benjamin &amp; Brandt, 2004</a>)</span>. Benjamin et al. <span class="citation" data-cites="Benjamin2017">(<a href="#ref-Benjamin2017" role="doc-biblioref">2017</a>)</span> expand on this over a longer time-frame by decomposing different household income sources underlying Vietnams structural economic changes. They find that, while there is an overall decrease in income inequality throughout Vietnam between 2002 and 2014 and the urban-rural divide also continued its downward trend, rural inequality indeed increased over this time. Wage income and family business income were the main drivers of overall inequality in 2002 (accounting for over 30% of income but 60% of inequality) and remittances add a small share on top, which, while decreased in effect (risen to 42% of total income), remain majorly correlated with income distributions and thus income inequality. Thus, while the study points to both more prevalent and equally distributed labor markets and wage labor opportunities, these effects apply to the overall population and not just within-rural inequalities which are driven in large part by ethnicity, education and environmental factors.</p>
<ul>
<li>estimated Gini coeff, rural and urban expenditure: <span class="citation" data-cites="Bui2019">(<a href="#ref-Bui2019" role="doc-biblioref">Bui &amp; Imai, 2019</a>)</span>
<ul>
<li>0.36-0.39 (2008-2010), 0.36 (2012)</li>
<li>Theil rural-urban between: 0.22-0.19 (2008-2012)</li>
<li>Theil rural-rural within: 0.74-0.83 (2008-2012)</li>
</ul></li>
</ul>
<!-- ethnicity inequality -->
<p>Ethnic minorities in Vietnam are distinctly over-represented in poverty in addition to often being left behind in the development process, not least due to being extreme representatives of the economic situation of Vietnams rural population. Ethnic minority households have a tenuous economic position - and it is deteriorating. In earlier studies on ethnic inequalities in Vietnam, a strong welfare gap between ethnic minorities and the majority was already visible. Van de Walle <span class="citation" data-cites="vandeWalle2001">(<a href="#ref-vandeWalle2001" role="doc-biblioref">2001</a>)</span> already views the situation of ethnic minorities inhabiting predominantly remote rural areas with lower living standards than the ethnic majority, a finding they suggest created due to environmental and structural differences (difficult terrain, poor infrastructure, less access to off-farm work and the market economy and inferior access to education) and compounded by social immobility and social isolation. Baulch et al. <span class="citation" data-cites="Baulch2012">(<a href="#ref-Baulch2012" role="doc-biblioref">2012</a>)</span> find that between 1993 and 2004, the welfare gap between the two groups had increased by 14.6%, two-fifths of which were due to endowments such as demographic structure and education while geographic variables make up less than one-fifth. They additionally suggest some drivers of the inequality being the lack of ability speaking the Vietnamese language or the distance to a commune or district center amplifying isolating effects, though a large part of the change was linked to temporal changes of unobservable factors - which the study conjectures to be due to negative ethnic stereotyping, a poor understanding of ethnic customs and culture and further (unobserved) variations in household-level endowments. While in 2002 the ethnic minority population living in rural areas was below 15%, it rose to over 18% in 2014 - both due to higher fertility among minorities and ethnic majority Kinh urbanizing at a higher rate - and the ratio of Kinh to minority incomes rose to more than 2.0 in 2014 <span class="citation" data-cites="Benjamin2017">(<a href="#ref-Benjamin2017" role="doc-biblioref">Benjamin et al., 2017</a>)</span>. The same study finds that income inequality rose even more sharply <em>within</em> ethnic minorities, while that of rural Kinh, though increasing from 2002 to 2014, fell back to 2002 levels around 2014. These findings suggest that the primary drivers of rural income inequality are a growing gap between Kinh and minorities while at the same time a similar rising inequality develops among minority rural populations themselves. <!-- TODO Find levels of population rural/urban in other sources --> In the same vein as the urban-rural divide, Nguyen et al. <span class="citation" data-cites="Nguyen2007">(<a href="#ref-Nguyen2007" role="doc-biblioref">2007</a>)</span> thus argue for structural policy failures which essentially lowered the returns on ethnicity along sectorial dividing lines of education and primary income types.</p>
<ul>
<li>estimated Gini coeff: rural ethnicities <span class="citation" data-cites="Baulch2012">(<a href="#ref-Baulch2012" role="doc-biblioref">Baulch et al., 2012</a>)</span>
<ul>
<li>per capita HH expenditure between Kinh and Hoa majority 0.27 (1993, 2004)</li>
<li>per capita HH expenditure within minority groups 0.24 (1993), 0.29 (2004) sg increase</li>
</ul></li>
</ul>
<!-- environmental inequality -->
<p>While the effect of agriculture on inequality outcomes is an equalizing one, its future growth, and that of agricultural livelihoods, is threatened by vulnerability to risks such as natural disasters and environmental degradation, exacerbated through climate change <span class="citation" data-cites="Kozel2014">(<a href="#ref-Kozel2014" role="doc-biblioref">Kozel, 2014</a>)</span>. Kozel <span class="citation" data-cites="Kozel2014">(<a href="#ref-Kozel2014" role="doc-biblioref">2014</a>)</span> goes on to argue the continuous precarity of poor households against economy-wide shocks (such as the effect of climate change on rainfall and temperatures) but also highlights the danger of vulnerable households <em>falling</em> into poverty through generated inequalities. Looking at the particularities of flood risk management in the Ninh Binh province, Mottet and Roche <span class="citation" data-cites="Mottet2009">(<a href="#ref-Mottet2009" role="doc-biblioref">2009</a>)</span> find that most areas within the region are vulnerable. They find the strengths of current management lying in prevention with existing dykes designed to channel high waters, effective monitoring of weather conditions (rainfall or typhoons) and consolidation or elevation of existing residences, while the weaknesses are mainly centered around insufficient information given to inhabitants over flood risks, few compensation systems for flood victims and construction policies continuing to allow building in flood-endangered zones. Sen et al. <span class="citation" data-cites="Sen2021">(<a href="#ref-Sen2021" role="doc-biblioref">2021</a>)</span> estimate that the main barriers to better information are farmers lack of trust toward formal climate-related services, their lack of perceived risk from climate change itself and difficulties in balancing both climate adaptation and economic benefits of interventions. They argue that, while ethnicity itself is not a barrier to information access with all farmers receiving information through informal channels — friends neighbors and market actors instead of agricultural departments or mass media — cultural issues such as language do come into play and act as a barrier. Reactionary economic mitigation efforts by households, such as reduced healthcare spending, selling of land or livestock assets, taking children out of school due to needing assistance at home can in turn lead to longer-term adverse consequences (thus, <em>mal-adaptation</em>) <span class="citation" data-cites="Kozel2014">(<a href="#ref-Kozel2014" role="doc-biblioref">Kozel, 2014</a>)</span>.</p>
<ul>
<li>estimated Gini coeff: Ninh Binh province <span class="citation" data-cites="Kozel2014">(<a href="#ref-Kozel2014" role="doc-biblioref">Kozel, 2014</a>)</span>
<ul>
<li>0.283 (2013)</li>
<li>top 90th percentile 3.57 times income 10th percentile</li>
<li>13.63 percent in richest quintile</li>
</ul></li>
</ul>
<!-- extreme events / climate change -->
<p>The results are further intensification of inequality along existing social lines during extreme events such as flooding: The effects of inequalities mainly affecting ethnic minorities are illustrated by Son and Kingsbury <span class="citation" data-cites="Son2020">(<a href="#ref-Son2020" role="doc-biblioref">2020</a>)</span>, with droughts impacting yield losses between 50% and 100%, cold snaps leading to loss of livestock and floods damaging residential structures but even more importantly disrupting livelihoods through landslides, crop destruction and overflowing fish ponds. Locally employed coping strategies, they argue, are always conditional on the strength and foresight of institutions and implemented preventative policies along local but also regional and central levels. Similarly, Ylipaa et al. <span class="citation" data-cites="Ylipaa2019">(<a href="#ref-Ylipaa2019" role="doc-biblioref">2019</a>)</span> analyze impacts mainly across the gender dimension to find that, resulting inequalities may be exacerbated with differentiated rights and responsibilities leading to unequal opportunities and, especially, decreased female mobility in turn increasing their vulnerability to climate impacts with a reduced capacity to adapt. Hudson et al. <span class="citation" data-cites="Hudson2021">(<a href="#ref-Hudson2021" role="doc-biblioref">2021</a>)</span> along the same dimension find that, while the set of relevant variables is largely similar with age, social capital, internal and external support after the flood and the perceived severity of previous flood impacts having major impacts, women tend to show longer recovery times and psychological variables can influence recovery rates more than some adverse flood impacts.</p>
<p>While the quantitative evidence for impacts of such shock events are relatively sparse, Jafino et al. <span class="citation" data-cites="Jafino2021">(<a href="#ref-Jafino2021" role="doc-biblioref">2021</a>)</span> lament the overuse of aggregate perspectives, instead disaggregating the local and inter-sectoral effects to find out that flood protection efforts in the Mekong Delta often predominantly support large-scale farming while small-scale farmers can be harmed through them. They find that measures decrease the aggregate total output and equity indicators by disaggregating profitability indicators into inundation, sedimentation, soil fertility, nutrient dynamics, behavioral land-use in an assessment which sees within-sector policy responses often having an effect on adjacent sectors, increasing the inter-district Gini coefficient. Adaptation during these catastrophic events reinforces the asset and endowment drivers of non-shock event times, with impacts levels often depending on access to non-farm income sources, access to further arable land, knowledge of adaptive farming practices and mitigation of possible health risks such as water contamination <span class="citation" data-cites="Son2020">(<a href="#ref-Son2020" role="doc-biblioref">Son &amp; Kingsbury, 2020</a>)</span>. Karpouzoglou et al. <span class="citation" data-cites="Karpouzoglou2019">(<a href="#ref-Karpouzoglou2019" role="doc-biblioref">2019</a>)</span> make the point that, ultimately, the pure coupling of flood resilience into infrastructural or institutional interventions needs to take care not to amplify existing inequalities through unforeseen consequences (ripple effects) which cant be escaped by vulnerable people due to their existing immobility.</p>
<!-- conclusion -->
<p>Inequality in Vietnam, then, is slowly rising across the whole population distribution, runs the danger of increasing due to schisms opening within individual sectors of vulnerable groups. Rural populations experience a trend towards increasing inequality within their sector, driven primarily by the social exclusion and geographic isolation of ethnic minorities, its most precarious population. Ethnic minorities inequality is slowly increasing due to receiving worse returns to their existing assets (especially human capital and land) and generally worse access to endowments in the first place (land and educational infrastructure). The restructuring of the economy, turning the labor force toward urban areas and within them wage work in manufacturing and service industries, leaves behind immobile rural populations whose ability to be employed for non-farm shrink further. All these factors are at risk of experiencing large negative shocks as climate change exacerbates existing extreme environmental conditions, which in turn threaten to increase economic inequalities for both the rural population at large, ethnic minorities and women especially. Women in rural areas experience worse mobility and fewer economic opportunities and are thus less able to adapt to environmental degradation. While inequality as an aggregate is kept relatively low Vietnams growth rate, both ethnic minorities and the rural female population are thus at risk of being left behind economically.</p>
</section>
<section id="uganda" class="level2">
<h2 class="anchored" data-anchor-id="uganda">Uganda</h2>
<hr>
<ul>
<li>Poverty and inequality in Uganda are at a fluctuating level in Uganda, with relative poverty staying roughly stable and inequality slowly trending upward.</li>
<li>National poverty line set very low, potentially hiding additional households in states of deprivation and those in danger of reverting to poverty.</li>
<li>Inequality, poverty and informal economy in close circular relation in Uganda, presenting a vicious circle for those captive within.</li>
<li>Education levels of poor people are consistently low, with those of rural population more so.</li>
<li>Inadequate access to clean water can exacerbate these inequalities, directly influencing food security, rural child education and gender inequalities.</li>
<li>The district of Isingiro especially is dramatically below national average of clean water access, and in danger of exacerbation through climate change.</li>
</ul>
<hr>
<!-- intro/overall -->
<p>Uganda generally has a degree of inequality that fluctuates but over time seems largely unchanged, as does the share of people below its poverty line in recent years. The overall level of welfare inequality in the country had a slight upward trend, with a Gini coefficient of 0.36 calculated for the 1992/93 census and a World Bank calculation of 0.43 for the year 2019, with the coefficient rising significantly in the years 2002/03 and 2009/10 during its fluctuation <span class="citation" data-cites="Lwanga-Ntale2014 Atamanov2022">(<a href="#ref-Lwanga-Ntale2014" role="doc-biblioref">Lwanga-Ntale, 2014</a>; <a href="#ref-Atamanov2022" role="doc-biblioref">World Bank, 2022b</a>)</span>. However, the overall aggregation masks several important distinctions: Rural inequality on the whole is lower than urban inequality, with <span class="citation" data-cites="Lwanga-Ntale2014">Lwanga-Ntale (<a href="#ref-Lwanga-Ntale2014" role="doc-biblioref">2014</a>)</span> finding coefficients of 0.35 and 0.41 for 2012/13 respectively. Additionally, he sees quintile inequalities primarily driven by the highest quintile (0.25) with the middle-incomes less affected (0.05-0.07), also finding a significantly higher coefficient for the first quintile (0.14), however. These inequality levels remain mostly unchanged from 2012/13 to 2019/20 but hide qualitative dimensions such as the shift out of a lower-income agricultural livelihood predominantly taking place among older men who have at least some level of formal education and are from already more well-off households <span class="citation" data-cites="Atamanov2022">(<a href="#ref-Atamanov2022" role="doc-biblioref">World Bank, 2022b</a>)</span>.</p>
<!-- poverty -->
<p>The World Bank <span class="citation" data-cites="Atamanov2022">(<a href="#ref-Atamanov2022" role="doc-biblioref">2022b</a>)</span> report goes on to examine the share of people below the poverty line in Uganda: around 30% of households are in a state of poverty in 2019/20, which once again fluctuated but roughly reflects the share of 30.7% households in poverty in 2012/13. Two surges in rural household poverty in 2012/2013 and 2016/17 can be linked to droughts in the country, with an improvement in 2019/20 conversely being linked to favorable weather conditions. <!-- TODO find citation or put Atamanov --> <span class="citation" data-cites="Ssewanyana2012">Ssewanyana &amp; Kasirye (<a href="#ref-Ssewanyana2012" role="doc-biblioref">2012</a>)</span> find that in absolute terms poverty fell significantly (from 28.5% in 2005/06 to 23.9% in 2009/10) but there are clear relative regional differences emerging, with Western Ugandan households increasing in poverty while Northern and Eastern households reduced their share of households below the poverty line. Additionally they find, while transient poverty is more common than chronic poverty in Uganda, nearly 10% of households continue to live in persistent or chronic poverty. Lastly, for a long time it has been seen as an issue that Uganda puts its national poverty line too low with the line being put between 0.94 USD PPP and 1.07 USD PPP depending on the province (lower than the international live of 1.90 USD PPP), while <span class="citation" data-cites="vandeVen2021">van de Ven et al. (<a href="#ref-vandeVen2021" role="doc-biblioref">2021</a>)</span> estimate a living income of around 3.82 USD PPP would be required for a national poverty line that meets basic human rights for a decent living. <!-- TODO find a source for the national poverty line being too low (quant data is already in vandeVen2021) --></p>
<!-- endowment/assets: education, ..? -->
<p>Esaku <span class="citation" data-cites="Esaku2021 Esaku2021a">(<a href="#ref-Esaku2021" role="doc-biblioref">2021</a>, <a href="#ref-Esaku2021a" role="doc-biblioref">2021</a>)</span> finds a somewhat circular driving relationship between Ugandan inequality, poverty and working in what calls the shadow economy: inequality increases the size of the informal economy, as a large subsistence sector creates revenue tax shortfalls, undermines the governments efforts to attain equitable income distributions in the economy and the creation of social safety nets for the poort, who, in turn, have to turn to the informal economy to secure their livelihoods, increasing its size both short- and long-term and feeding back into the cycle. <span class="citation" data-cites="Cali2014">Cali (<a href="#ref-Cali2014" role="doc-biblioref">2014</a>)</span> finds that, already, one of the primary determinants of income disparity in more trade-exposed markets of Uganda in the 1990s were the increasing education differences leading to more disparate wage premiums. Additionally, slow structural change — further impeded by the onset of the COVID-19 pandemic, which pushed both urban and rural residents back into poverty — leaves a low-productivity agricultural sector which becomes, in combination with a lack of education, the strongest predictor of poverty: the poverty rate in households with an uneducated household head (17% of all households) is 48% (2019/20), while already households with a household head possessing primary education (also 17% of all) nearly cuts this in half with 25% poverty rate (2019/20) <span class="citation" data-cites="Atamanov2022">(<a href="#ref-Atamanov2022" role="doc-biblioref">World Bank, 2022b</a>)</span>. The World Bank <span class="citation" data-cites="WorldBank2022">(<a href="#ref-WorldBank2022" role="doc-biblioref">2022</a>)</span> calculated a Learning Poverty Indicator for Uganda which finds that 82% of children at late primary age are not proficient in reading, 81% of children do not achieve minimum proficiency level in reading at the end of primary schooling, and 4% of primary school-aged children are not enrolled in school at all. <span class="citation" data-cites="Datzberger2018">Datzberger (<a href="#ref-Datzberger2018" role="doc-biblioref">2018</a>)</span> argues these problems primarily exist in Uganda due to choosing an approach to education that is primarily assimilation-based, that is, intended to effect change at the individual-level through fostering grassroots education throughout society at large, instead of looking into more transformative policy approaches which would operate on a more systemic level, removing oppressive structures of inequality in tandem with government institutions at multiple levels.</p>
<!-- water access -->
<p>Such personal circumstances as access to a timely education play decisive role in life and human capital development — circumstances to which decent housing as well as access to clean water are equally fundamental building blocks <span class="citation" data-cites="Atamanov2022">(<a href="#ref-Atamanov2022" role="doc-biblioref">World Bank, 2022b</a>)</span>. In 1990 a policy initiative to shift from a supply-driven to a demand-driven model for rural drinking water provision was enacted which, over time, improved rural safe water coverage slightly but also made operation and maintenance of improved water sources pose a challenge that could impede long-term access to safe water. In the country, access to improved water sources rose from 44% in 1990 to 60% in 2004 and 66% in 2010 <span class="citation" data-cites="Naiga2015">(<a href="#ref-Naiga2015" role="doc-biblioref">Naiga et al., 2015</a>)</span>. In 2019, access to improved sources of drinking water in the country is at a level of 87% in urban areas and 74% in rural areas, with relatively little inequality in rural regions between poor and non-poor households <span class="citation" data-cites="Atamanov2022">(<a href="#ref-Atamanov2022" role="doc-biblioref">World Bank, 2022b</a>)</span>. Health care facilities in rural areas are generally well connected to improved sources with 94% of facilities having access to public stand posts, protected spring technology, deep boreholes and some to rain harvesting tanks, gravity flow schemes or groundwater-based pumped piped water supplies <span class="citation" data-cites="Mulogo2018">(<a href="#ref-Mulogo2018" role="doc-biblioref">Mulogo et al., 2018</a>)</span>. Thus, individual households are generally less well connected than health care facilities, and rural households in turn less well than urban households.</p>
<!-- Isingiro district -->
<p>The same study found for the Isingiro district in Western Uganda on the other hand, in 2010, only 28% of households had access to improved water <span class="citation" data-cites="Mulogo2018">(<a href="#ref-Mulogo2018" role="doc-biblioref">Mulogo et al., 2018</a>)</span>. <!-- TODO check validity --> <span class="citation" data-cites="Naiga2015">Naiga et al. (<a href="#ref-Naiga2015" role="doc-biblioref">2015</a>)</span> investigated the characteristics of improved water access in the Isingiro district, finding that whereas the national average distance to travel for a water source is 0.2km in urban and 0.8km in rural locations, in Isingiro it is 1.5km, and of the fewer existing improved water sources, only 53% were fully functional, with 24% being only partly functional (having only low or intermittent yield) and 18% not being functional at all. Additionally, they found blocked drainage channels in some of the sources which could in turn lead to a possible health risk due to contamination of the source. <span class="citation" data-cites="Naiga2018">Naiga (<a href="#ref-Naiga2018" role="doc-biblioref">2018</a>)</span> sees some reasons for the low access to working improved water sources in the absence of many of the organizational characteristics prescribed by the design principles of its community-managed water infrastructure management — unclear social boundaries, missing collective-choice arrangements and a lack of sanctions or conflict resolution mechanisms — in other words, a policy failure resulting in lack of sufficient self-governance arrangements.</p>
<p>Such inequalities in water access often stand in direct relationship with other inequalities such as along gender, geographic or income dimensions, with fetching water traditionally being a female care role, the cost of user fees to gain access to improved water being prohibitive to poorer households, while the remoteness of many households location makes the trekk to the source more time-consuming and replacement parts for repairs difficult to source in an adequate time <span class="citation" data-cites="Naiga2015">(<a href="#ref-Naiga2015" role="doc-biblioref">Naiga et al., 2015</a>)</span>.</p>
<!-- water access during extreme events -->
<p>Looking into the effects of climate change and its accompanying increase in climate shock events, especially droughts, on such gender roles, <span class="citation" data-cites="Nagasha2019">Nagasha et al. (<a href="#ref-Nagasha2019" role="doc-biblioref">2019</a>)</span> find that it gender roles adapt while gender inequalities tend to increase, with men participating more in firewood collection and water fetching but generally focused on assuming a single reproductive role while women played multiple roles simultaneously. Two effects they found of this exacerbation were the women often being forced to engage their children in work activities to manage the simultaneous workload, and women, due to their exclusion from landownership in the region, being brought further into a state of dependence and thus made even more vulnerable to future climate change effects. Water supply use seems to experience little change during emergency situations, and peoples willingness (or ability) to pay for water is also too small to maintain water revenue without addressing the disparity in socio-economic attributes of households <span class="citation" data-cites="Sempewo2021 Sempewo2021a">(<a href="#ref-Sempewo2021" role="doc-biblioref">Sempewo, Kisaakye, et al., 2021</a>; <a href="#ref-Sempewo2021a" role="doc-biblioref">Sempewo, Mushomi, et al., 2021</a>)</span>. Taken together, this hints at one possibility of subsequent health disparity increases due to prior income inequalities and poverty during emergency situations such as climate shocks.</p>
<p>Access to water is also one of the primary reasons for both real and perceived food insecurity vulnerabilities, even more so during climate shocks. In Uganda, <span class="citation" data-cites="Cooper2016">Cooper &amp; Wheeler (<a href="#ref-Cooper2016" role="doc-biblioref">2016</a>)</span> investigate the vulnerability of rural farmers to climate events and find that, while most farmers implement anticipatory and livelihood coping responses (54.7%), many responses only protect against very specific events (45.4%) and most had no response at all to coping with rainfall variability: while farmers with more land, education, access to government extensions and non-farm livelihoods have more capacity to buffer the shock, both wealthier farmers (droughts as highest perceived risk) and poor farmers (extreme rainfall as highest) perceive themselves most vulnerable to rainfall-based events. In the Isingiro district, <span class="citation" data-cites="Twongyirwe2019">Twongyirwe et al. (<a href="#ref-Twongyirwe2019" role="doc-biblioref">2019</a>)</span> find that most farmers (68.6%) perceive food insecurity as a problem with the overwhelming majority seeing droughts as the major contributory issue to this food insecurity (95.6%). They also find that mainly higher-income and larger farms see it as less of a problem, while 13% of all farmers report that they did not, or could not, do anything to respond to the drought effects. Lastly, even for inhabitants of wetland areas, droughts can pose problems. <span class="citation" data-cites="Yikii2017">Yikii et al. (<a href="#ref-Yikii2017" role="doc-biblioref">2017</a>)</span>, looking at the prevalence and determining factors of food insecurity in wetland adjacent areas in the district, find that 93% of households within wetlands are already food insecure due to poverty, low levels of labor productivity and low levels of education, which they argue would worsen in droughts unless the government finds ways of promoting food and nutrition education, alternative income generating activities, drought resistant crop varieties and ways of water conservation.</p>
<!-- conclusion -->
<p>Thus, while Ugandas poverty and inequality are trending towards drastically worsening over the last years, hidden disparities bring its issues in focus once disaggregated: Nationally, poverty is a looming transient affair for many households, more if increasing the countrys very low national line of poverty. Inequality derives itself partly from this poverty, making it necessary for many to accept informal work which, taken at large, in turn fosters further national inequality. The role education plays in Ugandas allocation of poverty cannot be overstated, with especially many rural children not having adequate opportunity to access timely education. This disparity could be exacerbated by poor quality access to clean water through improved water sources, which in turn worsens food securities, retrenches gender role inequalities and precludes more children from their education. In the district of Isingiro in West Uganda access to water is considerably below the national average, with policy failures during implementation now leading to partly or non-functional water sources. The problem runs danger of deteriorating with an increased amount of climate shocks such as droughts threatening to exacerbate existing inequalities and drive further households into poverty.</p>
</section>
<section id="benin" class="level2">
<h2 class="anchored" data-anchor-id="benin">Benin</h2>
<hr>
<ul>
<li>A stable and increasing real GDP growth rates but slow decrease in relative poverty levels.</li>
<li>Poverty affects households in poorly educated households in rural areas to much higher levels than urban areas.</li>
<li>Education disparities happen mainly along community-level dimensions through high socio-economic segregation of schools and different access to resources.</li>
<li>Large disparity of access to electricity between urban and rural households, which directly negatively affects the environmental conditions of individual rural households.</li>
<li>No access to electricity due to both lacking rural infrastructure and electrical grid connection costs being too high.</li>
<li>Rapid electrification will require both infrastructure expansion and policy commitment to finding ways of lowering grid connection costs.</li>
</ul>
<hr>
<!-- intro/overall -->
<p>Benin in recent years has seen fairly stable real GDP growth rates and downward trending poverty levels in absolute terms. Its growth rate averaged 6.4% for the years 2017 to 2019 and, with a decrease during the intermittent years due to the Covid-19 pandemic, has recovered to a rate of 6.6% in 2021 <span class="citation" data-cites="WorldBank2022b">(<a href="#ref-WorldBank2022b" role="doc-biblioref">World Bank, 2022a</a>)</span>. There only exists sporadic and highly fluctuating data on the countrys overall inequality, with the World Bank Development Index noting a Gini coefficient of 38.6 for the year (2003) before rising to 43.4 (2011) and up to 47.8 (2015), though decreasing below the 2003 level to 37.8 (2018) in its most recent calculation. At the same time, the countrys poverty rate, even measured based on the international line, only decreased at a very slow rate in its most recent years, from a relative rate of households in poverty at 18.8% in 2019, to 18.7% in 2020 and 18.3% at the end of 2021, with the reduction threatened to be slowed further through increased prices on food and energy <span class="citation" data-cites="WorldBank2022b">(<a href="#ref-WorldBank2022b" role="doc-biblioref">World Bank, 2022a</a>)</span>.</p>
<!-- poverty -->
<p>Based on its national poverty line, Benins overall poverty rate is 38.5%, though it hides a strong spatial disparity between rural and urban households with 44.2% to 31.4% households in poverty respectively <span class="citation" data-cites="WorldBank2022b">(<a href="#ref-WorldBank2022b" role="doc-biblioref">World Bank, 2022a</a>)</span>. Looking at the effect of income growth on the time to exit poverty, <span class="citation" data-cites="Alia2017">Alia (<a href="#ref-Alia2017" role="doc-biblioref">2017</a>)</span> finds a general negative correlation with stronger growth indeed leading to shorter average exit times (7-10 years for a household at a per capita growth rate of 4.2%), though this aggregate also hides a large heterogeneity primarily determined by a households size, its available human capital and whether it is located rurally. So while the study does conclude for an overall equitable pro-poor growth in Benin, rural households, beside already being relatively more poverty stricken, are in danger of being left further behind during periods of overall growth. <span class="citation" data-cites="Djossou2017">Djossou et al. (<a href="#ref-Djossou2017" role="doc-biblioref">2017</a>)</span> find similar pro-poor growth with spatial disparities but surprisingly see urban households potentially benefiting less than rural households from additional growth, with efforts to open up communities to harness the benefits of growth often primarily targeted at rural communities.</p>
<!-- drivers: endowment/assets: education, ..? -->
<p>For the household-level factor of education for this disparity, the Learning Poverty index shows that in Benin 56% of children at late primary age are not proficient in reading, 55% do not achieve minimum proficiency levels at the end of primary school and 3% of primary school-aged children are not enrolled in school at all. <!-- TODO These levels are higher than in Uganda, though, since ... gender dimension? --> Looking purely at attendance rates, <span class="citation" data-cites="McNabb2018">McNabb (<a href="#ref-McNabb2018" role="doc-biblioref">2018</a>)</span> finds that the primary household-level determinants of attendance are the wealth of a household, its religion, as well as the education level of its household head. Here, gender disparities persist, however, with girls continuously less likely to attend and adopted girls being at the greatest disadvantage, while boy tend to face higher opportunity costs than girls due to often working in the fields in which case the distance to a school begins to play an important role. While the household-level variables do play a role — through the availability of educational resources at home, differences in schooling quality and overall health and well-being — <span class="citation" data-cites="Gruijters2020">Gruijters &amp; Behrman (<a href="#ref-Gruijters2020" role="doc-biblioref">2020</a>)</span> find that most of the disparity stems from the community-level: the difference in school quality is large, marked by high socio-economic segregation between schools, and primarily determined through an unequal distribution of teaching resources including teachers and textbooks.</p>
<!-- electricity access -->
<p>Thus, while growth is generally pro-poor in Benin, its primary determinants do not cluster only at the household level, but are comprised of partly household-level but especially community-level differences. One of the foremost examples of the effects of inequal endowments can have is brought by <span class="citation" data-cites="VanDePoel2009">Van De Poel et al. (<a href="#ref-VanDePoel2009" role="doc-biblioref">2009</a>)</span> when they look at the determinants of rural infant death rates in Benin among others and find that environmental factors — such as access to a safe water source, quality housing materials and electricity — are the primary determinants, ahead even of access to a health facility in the community. Access to electricity in the country especially underlies a large heterogeneity based on location. The overall level of electrification of Benin has been rising slowly — though outpacing population growth — from 22% in 2000 to 26% in 2005, 34% in 2010, a regression to 30% in 2015 and a faster increase to 40% in 2019, however, there is a broad difference of electrification levels between urban (65%) and rural (17%) regions remaining <span class="citation" data-cites="WorldBank2021">(<a href="#ref-WorldBank2021" role="doc-biblioref">World Bank, 2021</a>)</span>. In rural areas there are generally three approaches to electrification that work outside of a connection to the main grid, individual installation of solar panels or generators for smaller electric appliances, collective solutions like kiosks offering electric charging for some cost, or autonomous mini-grids powering a portion of a more densely populated rural area (though often requiring permits or licenses if above certain sizes) <span class="citation" data-cites="Jaglin2019">(<a href="#ref-Jaglin2019" role="doc-biblioref">Jaglin, 2019</a>)</span>.</p>
<p><span class="citation" data-cites="Rateau2022">Rateau &amp; Choplin (<a href="#ref-Rateau2022" role="doc-biblioref">2022</a>)</span> see one of the primary reasons for off-grid electrification in either physical unavailability in rural areas or a prohibitively high cost for connection to the grid. However, these more individualized solutions are often only targeted at credit-worthy customers and can lead to a further increase in inequalities between income percentiles, leaving behind households which are already neglected within the field of energy access <span class="citation" data-cites="Barry2020">(<a href="#ref-Barry2020" role="doc-biblioref">Barry &amp; Creti, 2020</a>)</span>. The former, physical access, is argued by <span class="citation" data-cites="Djossou2017">Djossou et al. (<a href="#ref-Djossou2017" role="doc-biblioref">2017</a>)</span> as well, emphasizing the need for continued infrastructure expansion to more households, in order to provide access to more durable goods (fridges, mobile phones and internet) which can help decrease the inequality gap. The latter, prohibitively high costs, should not be disregarded in such an infrastructure expansion as well, however. One of the major obstacles to main grid connection remains the high charge a customer is expected to pay with solutions requiring continued political commitment to identify, examine and implement more low-cost electrification processes as well as financing solutions. <span class="citation" data-cites="Golumbeanu2013">Golumbeanu &amp; Barnes (<a href="#ref-Golumbeanu2013" role="doc-biblioref">2013</a>)</span> point out the main obstacles that need to be addressed here: the lack of incentives to increase electrical affordability, a weak utilities commitment toward providing broad electricity access with focus often lying more on high-consumption urban markets, often overrated technical specifications for low loads, too great distances between households and distribution poles in an area, and an overall lack of affordable financing solutions.</p>
<!-- conclusion -->
<p>Thus, though having a relatively stable and growing real GDP, Benin suffers from slow decreases in its relative poverty rates coupled with a relative stagnation in the inequality of its wealth dispersion. Additionally, the countrys poverty rates have a high heterogeneity with relatively more rural households and households with poor education in poverty. A large part of education disparities happens at the community-level, with schools marked by high socio-economic segregation, but household-level disparities, especially environmental ones, playing a role. One of those determinants is a households access to electricity, of which there is an enormous disparity between urban and rural households. The primary reasons for not having access to electricity are simple physical non-availability with no infrastructure being available in rural areas, as well as connection costs to the main electrical grid being too high. To decrease the effects of this driving force of inequality, both infrastructural expansion as well as policy commitments toward affordable connections to electrical grids are thus of vital importance.</p>
</section>
<section id="djibouti" class="level2">
<h2 class="anchored" data-anchor-id="djibouti">Djibouti</h2>
<p>-&gt; intro &amp; growth/gdp -&gt; general poverty -&gt; inequality -&gt; trade growth and missing social inclusion</p>
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<p><span class="citation" data-cites="Brass2008">(<a href="#ref-Brass2008" role="doc-biblioref">Brass, 2008</a>)</span> argues leaders policy decision, first of all - matter (often more than presence or absence of resources), secondly, lead country down path of increased economic dependence and not toward development pathway. Catch22 (REPHRASE) -</p>
<!-- trade and inclusion -->
<!-- conclusion -->
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</section>
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World Bank. (2022b). <em>Uganda <span>Poverty Assessment</span>: <span>Strengthening Resilience</span> to <span>Accelerate Poverty Reduction</span></em>. <span>World Bank</span>. <a href="http://documents.worldbank.org/curated/en/099135006292235162/P17761605286900b10899b0798dcd703d85">http://documents.worldbank.org/curated/en/099135006292235162/P17761605286900b10899b0798dcd703d85</a>
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Yikii, F., Turyahabwe, N., &amp; Bashaasha, B. (2017). Prevalence of household food insecurity in wetland adjacent areas of <span>Uganda</span>. <em>Agriculture &amp; Food Security</em>, <em>6</em>(1), 112.
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Ylipaa, J., Gabrielsson, S., &amp; Jerneck, A. (2019). Climate change adaptation and gender inequality: <span>Insights</span> from rural vietnam. <em>Sustainability (Basel, Switzerland)</em>, <em>11</em>(10), 28052805. <a href="https://doi.org/10.3390/su11102805">https://doi.org/10.3390/su11102805</a>
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