4.1. Descriptive Statistics and Multicollinearity Tests
We present and explain descriptive, factual evidence for all variables in the study to highlight their characteristics, thereby further guiding the choice of estimators.
Table 1 displays the descriptive statistics for these variables. A comparison of standard deviation coefficients and mean values reveals that the average values of happiness and life satisfaction metrics
, the two measures of institutions
, and real GDP per capita
closely represent the actual dataset. In contrast, the actual data for other variables diverges from their mean values. This finding underscores the need to account for heterogeneity and outliers in empirical estimates. Except for
and
, which exhibit a negative skew, the data distribution follows a positively skewed path. Three variables—
—are leptokurtic, indicating a high probability of outliers, as suggested by their kurtosis coefficients.
In contrast, the other variables are platykurtic, showing a low probability of outliers in the data distribution. These findings underscore the importance of accounting for heterogeneous and distributional effects, which the method-of-moments quantile regression addresses. Except
and
, which follow the path of normality, Jarque–Bera statistics show that data distributions are nonnormal. This result validates the selection of fully modified ordinary least squares as an estimator to capture serial correlation. The coefficients in the correlation matrix presented in
Table 2 indicate that multicollinearity is not a threat to the study’s models and regression analyses. Additionally, the findings from the variance inflation factor (VIF) further confirm that there is no evidence of severe multicollinearity in either regression model (see
Table 3). Both the tolerance (greater than 0.1) and VIF (less than 5) coefficients meet conventional benchmarks and threshold values (
Studenmund, 2011;
Olaniyi & Odhiambo, 2025c).
4.4. The Role of Institutional Quality in the Natural Resource Endowments-Citizens’ Happiness Nexus
After completing several preliminary analyses, we shift our attention to the study’s primary objective: to explore how the quality of institutions affects the contribution of resource wealth to the happiness and life satisfaction of citizens in Africa’s resource-abundant economies.
Table 9 and
Table 10 summarise the empirical results, divided into two phases for each category. The first phase includes mean-based regressions using the robust standard-error Driscoll–Kraay regression, the mean-group variant of the dynamic common correlated effect (DCCEMG), and the fully modified ordinary least squares estimator. The second phase provides results of the moment-quantile regression method.
Table 9 provides detailed findings based on ICRG institutional quality measures, while
Table 10 presents results based on democracy institutional metrics. The study also presents graphical illustrations of the method-of-moments quantile regression in
Figure 3 and
Figure 4. This study’s main institutional quality metrics are from ICRG; the V-DEM (varieties of democracy) institutional measures serve as a robustness check. The lagged life ladder, a metric of happiness, has a significant negative coefficient (see
Table 9 and
Table 10). The statistical significance of this coefficient suggests a pattern and persistence in the citizens’ happiness and life satisfaction over time. Thus, previous happiness behaviour affects its current patterns. It suggests a behavioural trend in people’s happiness. The negative sign indicates that the citizens’ prior low levels of life satisfaction and happiness negatively affected their current subjective well-being. This finding is not surprising, as there has been a persistent record of low happiness and life satisfaction among citizens of these countries. This finding serves as a signal to governments and stakeholders to pursue deliberate, sustained policy actions and sustainable initiatives to enhance citizens’ life satisfaction and happiness. It takes time and persistence to improve citizens’ life satisfaction and overall fulfilment.
The coefficients for natural resource endowments (NREs) are negative and predominantly significant across all regression variants (see
Table 9 and
Table 10). These research outcomes indicate that resource wealth diminishes citizens’ life satisfaction and happiness in resource-rich African economies. These findings confirm the resource curse hypothesis: resource rents are associated with a dip in citizens’ happiness and life satisfaction. It supports the claim that resource endowments erode the welfare of the populace in Africa’s resource-rich countries. Hence, it establishes that the abundance of natural resource rents leads to a loss of happiness. The implications of these results are multifaceted and have several dimensions of interpretation in the situational context of RRA countries. Firstly, it implies that natural resource earnings in these countries are significantly spent on initiatives that reduce citizens’ subjective well-being, psychological and emotional well-being, mental health, and overall life satisfaction. This highlights irresponsible management and inefficient allocation of resource income, thereby distorting citizens’ perceptions of quality of life. Secondly, it suggests that the extraction of natural resources may be causing environmental disasters and posing a risk to citizens’ lives by releasing pollutants that diminish life satisfaction and threaten their overall mental health and psychological well-being. Thirdly, this finding suggests that NREs can act as a curse and an impediment, negatively affecting the life satisfaction and happiness of citizens in Africa’s resource-rich economies. Consequently, the direct benefits of natural resource earnings do not necessarily lead to increased happiness or enhanced subjective well-being for citizens. Natural resource earnings directly reduce citizens’ happiness. In RRA countries, these findings may suggest that resource wealth alone is insufficient to yield happiness gains for citizens; additional factors must accompany it. Ongoing earnings from resource endowments have contributed to a decline in citizens’ happiness across the continent. Our findings align with the research of
Mignamissi and Kuete (
2021),
Fadillah (
2025),
Slesman (
2024), and
Ali et al. (
2020). However, they contradict
Ketu’s (
2023) findings, which show that resource income enhances citizens’ life satisfaction and happiness. Additionally, our results are inconsistent with those of
Fadillah and Pieńkowski (
2024), which indicate that NRRs play an insignificant role in driving citizens’ subjective well-being.
Similarly, the coefficients for institutional quality are consistently negative and significant in nearly all regression analyses, except for the highest upper quantile of the model, where democracy is used as a measure of institutions. In this instance, the coefficient remains negative but is insignificant only in the last quantile of the citizens’ happiness model (see
Table 9). These findings reveal inherent dysfunctions and deficiencies in institutional architectures, which adversely affect citizens’ happiness and life satisfaction. Existing institutions—measured by bureaucratic quality, control of corruption, law and order, democratic accountability, government stability, and other democratic dimensions—create burdens that negatively impact citizens’ subjective well-being, including psychological and emotional wellness, mental health, life satisfaction, and overall happiness. In resource-rich African economies, institutional structures and democracy contribute to the deterioration of intangible well-being and distortion in citizens’ life perceptions. This adverse effect suggests that institutions in these countries lead to unhappiness among citizens by promoting corruption, oppression, dissatisfaction, unfairness, inequality, and a loss of self-worth. These internal factors erode citizens’ confidence in governance and contribute to declines in overall life satisfaction. This finding contradicts the theoretical proposition, but it is not entirely unexpected given the prevalence of weak institutions and large-scale corruption in resource-rich countries in Africa, which can disincentivise and diminish citizens’ life satisfaction and happiness. These research outputs align with the propositions of the resource curse theory, which support the prevalence of weak institutions in resource-rich countries, leading to the mismanagement of resources and inefficiencies that drain citizens’ happiness and erode public trust in government policies and initiatives. Thus, life satisfaction dips as the resource curse worsens. These findings align with
Ketu’s (
2023) results regarding African countries, which demonstrate a negative impact of governance on happiness. They also support the negative impact reported by
Ali et al. (
2020). However, they contradict the findings of
Li and An’s (
2020) study, which found that institutions have a positive impact on happiness. After analysing the individual effects of NRW and INST on citizens’ happiness and life satisfaction, we shift our attention to how institutional quality modifies the relationship between resource wealth and citizens’ happiness.
The interaction effects of NRW and INST on people’s happiness and life satisfaction are significant and positive across all models and estimator types (both mean-based and moment-based regression). These findings offer deep insights and interpretations because the two macroeconomic variables—resource wealth and institutions—individually have direct adverse effects on citizens’ happiness and life satisfaction. In contrast, their interaction enhances the subjective well-being of the populace. These findings highlight the need to create sustainable, strategic synergy between institutional frameworks and NRW management. Only then can efforts to enhance citizens’ life satisfaction through the efficient allocation and distribution of resource earnings produce meaningful and beneficial outcomes in resource-rich economies in Africa. It suggests that while NREs negatively impact citizens’ happiness and overall life satisfaction, the institutional structures in RRA countries mitigate these adverse effects. By curbing rent-seeking and fraudulent practices in resource management, these institutions create incentives and frameworks that effectively manage, allocate, and distribute resource income toward initiatives that enhance happiness. This institutional quality channel facilitates transforming a resource curse into a resource blessing in these countries (
Asiamah et al., 2022). The findings indicate that NREs’ ability to translate into a resource blessing and increased happiness for citizens depends on the effectiveness of existing institutional frameworks.
Africa’s economies, rich in NREs, must consciously design institutional measures to detect sharp practices, corrupt tactics, and rent-seeking activities to curtail institutional inefficiencies and structural flaws inherent in the administration of resource wealth and its distribution to initiatives that can improve life satisfaction, self-life perception, mental health, psychological wellness, emotional feelings, and the quality of life of their citizens. Governments and stakeholders should make conscious efforts to ensure complementarities between institutional development and the effective channelisation of resource wealth into initiatives and actionable policy instruments to improve the subjective well-being of the citizenry. More resource wealth allocation to enhance citizens’ happiness without a corresponding improvement in well-performing, efficient institutions may not yield the expected results. From a policy standpoint, natural resource endowments in African economies will constitute a drain on citizens’ happiness and result in welfare losses without the necessary and efficient institutions to coordinate and manage resource income for happiness-enhancing initiatives. Resource wealth in African countries without efficient institutions constitutes a curse to happiness; these countries need to improve the quality of their institutions to turn resource wealth into a blessing for citizens’ life satisfaction and happiness.
These results have validated our scholarly claim that institutional quality matters in how NRW contributes to citizens’ happiness and life satisfaction. The fact that institutional quality still drives NRW to improve citizens’ happiness despite its direct adverse impact on life satisfaction may indicate that, in Africa’s resource-rich economies, there is a threshold of institutional quality in this nexus. Beyond this threshold, institutions become potent to effectively curb rent-seeking behaviours and manipulative practices in the allocation and distribution of NRW. This process ensures that NRW is directed toward initiatives and projects that enhance life satisfaction and happiness. Operating above the threshold fosters efficient management of resource income, thereby supporting initiatives to enhance citizens’ happiness. Consequently, this study identifies a threshold value for institutional quality in relation to NRW and citizen satisfaction, intended to inform policymakers and governments in these nations. This fresh viewpoint and discovery have added a new level of depth to existing knowledge and to emerging African literature on the three pillars of citizens’ happiness, institutional quality, and natural resource endowments (NREs).
From a policy standpoint, these findings highlight that the life satisfaction and happiness benefits associated with NREs in RRA countries depend on the level and quality of existing institutions. The effects of NREs on citizens’ happiness are adverse unless accompanied by corresponding improvements in institutional quality. Thus, it is not NRW itself that is crucial for citizens’ happiness; rather, it is the combination of NREs with institutionally driven, efficient allocation and distribution of that wealth to initiatives that enhance citizens’ happiness and life satisfaction. Also, based on the findings, this study suggests a thorough pruning of institutional frameworks to identify built-in deficiencies and flaws. These efforts will help eliminate inherent loopholes and shortcomings in the institutional architecture and regulatory systems that administer, allocate, and distribute NRW. Such measures would facilitate the channelling of resource earnings into welfare initiatives, thereby enhancing happiness and improving life satisfaction for citizens in African economies rich in natural resources. Following the analysis and interpretation of the study’s primary variables, we turn to the control variables, which also influence citizens’ happiness and life satisfaction.
The model, using democracy as an institutional quality metric, shows that financial development significantly enhances citizens’ life satisfaction in African countries with abundant natural resources. Meanwhile, the results differ in the upper quantiles. This finding suggests that advancements in the financial sector contribute to the happiness of the populations in these nations. It implies that financial markets and institutions provide essential services, credit facilities, and technical expertise, enabling citizens to pursue investment opportunities and entrepreneurial ventures. These resources lead to higher incomes, allowing individuals to access necessities that improve their life satisfaction, including better perceptions of life, improved self-worth, better mental health, psychological and emotional well-being, a sense of security, and overall happiness. These results align with the study’s outcomes of
Omri and Kahia (
2024). Similarly, the coefficients of real GDP per capita indicate that income positively influences citizens’ happiness. This finding suggests that higher income provides citizens with more resources, better opportunities, and greater means to meet their needs. As a result, their quality of life and living standards improve, leading to increased satisfaction and a more positive outlook on life.
In contrast, inflation consistently negatively impacts happiness across all regressions. However, it is an insignificant factor influencing life satisfaction. There is no clear evidence that inflation erodes citizens’ purchasing power in RRA countries. Therefore, inflation does not pose a serious threat to the happiness and life satisfaction of these citizens.
4.5. Institutional Quality Threshold in the Relationship Between Citizens’ Happiness and Natural Resource Wealth
After analysing and interpreting how the quality of institutions moderates the contribution of NRW to citizens’ happiness and life satisfaction in Africa’s resource-rich economies, we will shift our focus to identify and discuss the threshold of institutional quality in this relationship.
Table 11 and
Table 12 present the results of the threshold analyses.
Table 11 presents the threshold analysis using the International Country Risk Guide (ICRG) data as a proxy for institutional quality. In contrast,
Table 12 presents the threshold analysis using the democracy index as a metric of institutional quality. We first establish the presence of linearities or nonlinearities to highlight evidence of a probable threshold. The bootstrapped
p-values from the linearity tests in both cases affirm nonlinearity, indicating the existence of an institutional quality threshold. The threshold estimate for the ICRG institutional quality is 5.174 on an ordinal scale of 0 to 10, while the threshold estimate for the democracy index is 0.419 on an ordinal scale of 0 to 1.
This finding indicates that 5.17 is the level of institutional quality that must be attained in Africa’s resource-abundant economies before institutions become potent enough to correct institutional flaws by preventing sharp practices, rent-seeking, and manipulative tendencies in the management of resource income. This finding implies that institutions with a quality below 5.17 constitute a drag, leaking out the happiness- and life-satisfaction-enhancing benefits of resource wealth. Institutional quality levels below 5.17 may be too weak. It may give rent grabbers and seekers room to circumvent regulatory structures and engage in unethical practices to swindle and divert resource income away from initiatives and policy actions that could enhance citizens’ happiness and life satisfaction. This explains the situation in Africa’s resource-abundant economies, where the average institutional quality is 4.64 on an ordinal scale of 0 to 10. This average value falls short of the computed threshold value (5.17). These findings reveal that the quality of institutional frameworks in these economies is too poor and unable to facilitate the efficient management of resource wealth and guarantee its effective distribution, thereby hindering improvements in citizens’ life satisfaction and happiness. It appears that the existing institutional frameworks allow for corrupt practices and opportunistic behaviours that disadvantage citizens by lowering their happiness and overall subjective well-being. These findings may explain why institutional quality has a direct negative impact on citizens’ life satisfaction and happiness in these countries.
According to
Figure 2, only five nations—Namibia, Ghana, Botswana, South Africa, and Tanzania—have average institutional quality performance above the threshold. The remaining 15 countries have average values that are below the threshold of 5.17. Also, four of the five countries consistently exceed the threshold value, while Tanzania appears inconsistent around it. This indicates that institutional development in Tanzania may be unable to facilitate efficient management and distribution of resource wealth to foster higher levels of happiness and life satisfaction for citizens. These findings have significant implications for these economies. It demonstrates that institutional frameworks have inherent defects that could erode public confidence in the government and its regulatory structures. It is also self-evident that institutions in most of these countries are below the threshold required to support the efficient and effective management and distribution of resource wealth to policy actions, projects, and initiatives that may enhance citizens’ life satisfaction and happiness. It implies that institutional quality must persistently exceed the threshold of 5.17 before it becomes a significant factor that can stimulate resource income to enhance citizens’ happiness and life satisfaction.
The threshold value for the democracy index is 0.419 on an ordinal scale from 0 to 1 (see
Table 12). In contrast, the average for resource-wealthy economies in Africa is only 0.327 (see
Table 1). These findings indicate that the current quality of institutions in these countries falls short of the level needed to curb corrupt practices and manipulative tendencies in administration, thereby ensuring the efficient distribution of resource income to support initiatives and policy actions that can enhance citizens’ life satisfaction and happiness. This result further underscores the inherent inadequacies and flaws in the regulatory frameworks governing the allocation of resource wealth to programmes and projects that could improve citizens’ subjective well-being and self-fulfilment. The average performance shows that only five countries (South Africa, Ghana, Botswana, Burkina Faso, and Namibia) exceed the estimated threshold, while the remaining 15 countries fall short. Notably, the economies that surpass the threshold tend to exhibit inconsistent institutional development.
A critical review of these two sources of institutional quality metrics (ICRG and V-DEM) indicates that Africa’s resource-wealthy economies generally possess weak institutional frameworks that do not ensure the efficient channelling of resource wealth to projects and initiatives aimed at enhancing citizens’ life satisfaction and happiness. These weak institutional architectures may explain the adverse direct effects of institutional quality on citizens’ happiness and overall life satisfaction. Consequently, governments and stakeholders in these countries must develop mechanisms and stringent measures to detect, prevent, rectify, and penalise institutional failures that divert resource wealth away from initiatives and projects that could improve citizens’ happiness. This policy suggestion is necessary because, as the study’s findings indicate, institutional quality stimulates the NRW to enhance citizens’ happiness.
These findings imply that harnessing natural resource wealth to finance initiatives that can improve citizens’ happiness and life satisfaction depends on the availability of efficient, well-performing institutions. Institutional development must persistently exceed the established threshold in resource-rich African countries before it can turn the resource curse associated with resource endowments into a blessing that improves citizens’ happiness. Thus, continuous improvement in institutional quality should be a top priority for the government and stakeholders, as it is a sine qua non for these economies to translate their natural resource endowments into greater happiness for their citizens. Hence, these countries must develop regulatory frameworks and institutional structures to guide the administration of natural resource wealth beyond the established threshold as prerequisites for resource wealth to enhance citizens’ life satisfaction. Similarly, a critical evaluation of these findings indicates weak institutions below the threshold, which aid sharp practices and cause these countries to misallocate resource wealth to happiness-impeding initiatives, culminating in deteriorating life satisfaction.