AI-powered hyper-personalization exposes consumer privacy and ethical gaps that South Africa’s POPIA does not fully plug; compared with the EU’s GDPR, weaker specificity and enforcement risk leaving consumers vulnerable to manipulation and biased profiling.
This paper aims to examine the demand management practices implemented within public health sector institutions in Gauteng, South Africa. The study adopted a quantitative survey approach, where structured questionnaires were distributed to 235 demand management practitioners across various public health facilities in the province. A total of 207 completed questionnaires were returned, resulting in a high response rate of 88.08%, which strengthens the reliability and credibility of the findings.The results indicate that, although demand management practices are formally recognised within the public health sector, their implementation remains constrained by several significant challenges. These include weaknesses in organisational structures, ineffective demand management techniques, limited budget allocations, and poor alignment between demand planning and institutional strategic objectives. Furthermore, inconsistencies in the application and interpretation of supply chain management (SCM) policies, regulations, and specifications were identified as additional barriers affecting effective demand management. The limited and inconsistent implementation of demand management in public sector organisations highlights a concerning misalignment between strategic goals, demand planning, and operational processes. This misalignment ultimately leads to inefficiencies and a potential loss of value for public institutions, particularly in a sector as critical as public health. Strengthening coordination between strategic planning and demand management processes is therefore essential to enhance service delivery, optimise resource utilisation, and improve overall organisational performance. Since the study was confined to Gauteng Province, the findings may not fully represent the situation in other provinces. Future research should be conducted in other regions of South Africa to provide comparative insights and determine whether similar challenges exist across the broader public health sector. Such studies could contribute to the development of more standardised and effective demand management frameworks at a national level.
Summary
Paper: Navigating Artificial Intelligence Personalisation and Consumer Privacy in Digital Marketing across South Africa and Global Contexts Authors: Suraksha Moothura & Andrisha Beharry‑Ramraj Source: African And Global Issues Quarterly (AGIQ), Vol. 7(1) April 2026, p. 261 (editorial summary)
Main Finding
AI‑driven hyper‑personalization in digital marketing raises significant ethical and privacy risks—manipulation, algorithmic bias, and erosion of consumer autonomy—that South African legal frameworks (notably POPIA) currently under‑specify and under‑enforce compared with international standards such as the GDPR, leaving consumers and markets exposed to harms and regulatory gaps.
Key Points
- AI personalization delivers targeted marketing gains (engagement, conversion) but produces non‑trivial externalities: behavioral manipulation, discriminatory outcomes via biased models, and reduced consumer autonomy.
- South Africa’s privacy regime (POPIA) lacks the specificity, enforcement mechanisms, and algorithmic oversight present in GDPR‑style regimes, creating regulatory lag.
- Ethical concerns (transparency, consent quality, explainability) are inadequately addressed in practice and policy, increasing risks of consumer harm and reputational/legal risk for firms.
- There is a tension between innovation/adoption benefits for firms (better targeting, higher revenue) and social costs (privacy erosion, information asymmetry, reduced welfare).
- Comparative perspective underscores need for tailored regulatory and industry responses rather than wholesale importation of foreign rules.
Data & Methods
- Methodology: Desktop literature review and comparative policy analysis.
- Evidence base: Academic studies, policy documents, and regulatory frameworks comparing South African context with global standards (e.g., GDPR).
- Analytical focus: Ethical implications, legal/regulatory adequacy, and normative assessment of AI personalization practices in digital marketing.
Implications for AI Economics
- Market efficiency & consumer welfare: Personalization can raise firm profits and short‑term consumer surplus but may produce welfare losses through manipulation and biased targeting; welfare analyses should account for behavioral externalities and distributional effects across consumer groups.
- Market failures & information asymmetry: Lack of transparency and low consumer understanding can sustain information asymmetries, justifying regulatory interventions (disclosure, consent standards, algorithmic audits).
- Competition & entry: Firms investing in AI personalization may gain dominant data advantages, raising barriers to entry and potential market concentration; antitrust and data portability policies become economically relevant.
- Regulatory economics: Weak enforcement (POPIA) increases regulatory uncertainty and reputational risk; stronger, predictable rules (targeted obligations on explainability, fairness audits, consent metrics) can reduce negative externalities but impose compliance costs—policies should balance innovation incentives and protections.
- Measurement & research priorities: Need for empirical estimates of economic harms (consumer surplus changes, discriminatory pricing impacts), causal studies on manipulation effects, and cost‑benefit analyses of proposed regulatory remedies.
- Policy recommendations (economic framing): implement enforceable transparency and consent requirements calibrated to reduce behavioral manipulation; require algorithmic impact assessments for high‑risk personalization; promote data portability and competitive interoperability; design targeted subsidies or technical support to help smaller firms comply without stifling innovation.
Suggested next research steps: quantify welfare impacts of AI personalization in South Africa, measure distributional biases across demographics, and estimate compliance cost curves for different regulatory designs to inform policy tradeoffs.
Assessment
Claims (21)
| Claim | Direction | Confidence | Outcome | Details |
|---|---|---|---|---|
| Indigenous Knowledge Systems (IKS) represent a dynamic body of wisdom encompassing sustainable agriculture, natural resource management, and community resilience, and offer proven, contextually grounded solutions to modern challenges like climate change and food insecurity. Innovation Output | positive | high | role of IKS in addressing climate change and food insecurity |
0.24
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| Despite strict AML and anti-corruption laws, South African banks may profit from, handle, or ineffectively stop the flow of monies associated with corruption. Regulatory Compliance | negative | high | handling/profit from proceeds of crime and AML compliance effectiveness |
0.24
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| Enterprise and Supplier Development (ESD) adoption in South Africa remains limited. Adoption Rate | negative | high | ESD adoption rate |
0.24
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| Digitalization significantly enhances market access and supplier diversity for SMMEs. Adoption Rate | positive | high | market access and supplier diversity for SMMEs |
0.24
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| Infrastructure and skills gaps persist and limit the benefits of ESD digitalization for SMMEs. Adoption Rate | negative | high | constraints to digitalization benefits (infrastructure, skills) |
0.24
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| Competition from domestic and foreign retail companies contributed to Shoprite's disinvestment (exit) from the Nigerian market. Market Structure | negative | high | disinvestment/market exit drivers |
0.24
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| Teacher unions function as a counter-hegemonic force challenging neoliberal geopolitics and political norms and are repositioning as intellectual activists rather than compliant officials. Governance And Regulation | positive | high | role/ideology of teacher unions in political emancipation |
0.24
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| Youth disengagement from agriculture in Sub-Saharan Africa is not uniform but context-specific; key determinants include land scarcity, education, labor market structures, gender norms, and limited access to finance and technology. Employment | mixed | high | youth engagement/disengagement with agriculture |
0.24
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| In an international religious NGO in Eswatini, unconscious bias, gaps in policy implementation, and organizational culture are primary obstacles to achieving gender equality in the workplace. Inequality | negative | high | obstacles to workplace gender equality |
n=20
0.24
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| Individuals in Thohoyandou used traditional healing practices (e.g., steam inhalation with stones and salt; herbal concoctions including various named plants and mixtures) to survive COVID-19 without hospitalization, underscoring the significance of traditional healing practices during the pandemic. Other | positive | high | use and perceived role of traditional healing practices during COVID-19 |
n=3
0.12
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| Demand management practices in Gauteng public health sector are substantially impeded by organizational structure, demand management techniques, budget constraints, misalignment between demand planning and strategic goals, and supply chain management rules and specifications, producing a misalignment that results in loss of value for public sector organizations. Organizational Efficiency | negative | high | implementation/effectiveness of demand management and resultant value loss |
0.24
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| ICT can enhance indigenous knowledge preservation, improve youth engagement, facilitate intergenerational learning, and broaden global visibility of African knowledge systems when implemented with community participation; however, challenges remain regarding digital access, cultural sensitivity, intellectual property rights, and sustainability. Adoption Rate | mixed | high | effectiveness and barriers of ICT for indigenous knowledge dissemination and education |
0.24
|
| President Donald Trump's use of Twitter constituted a significant departure from institutional diplomacy and contributed to broader challenges facing the post-World War II international order by bypassing institutional constraints, undermining multilateral consensus-building, and creating new vulnerabilities in international relations. Governance And Regulation | negative | high | impact on diplomatic norms and international order |
0.24
|
| Households engaged in small-scale livestock production in Malawi earned, on average, an additional MWK 36,405.76 compared to non-producing households. Other | positive | high | household income effect of livestock production |
n=8795
an additional MWK 36,405.76
0.4
|
| Determinants that significantly increase the likelihood of participation in small-scale livestock production in Malawi include household size, access to credit, access to extension services, landholding size, distance to the market, and location in the Northern region. Other | positive | high | likelihood of participation in livestock production |
n=8795
0.4
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| AI-driven hyper-personalization in digital marketing raises ethical concerns (manipulation, algorithmic bias, reduced consumer autonomy) that are inadequately addressed in South Africa, where POPIA lacks the specificity and enforcement capacity evident in global standards like the GDPR. Regulatory Compliance | negative | high | adequacy of privacy/ethical regulatory frameworks addressing AI personalization |
0.24
|
| Public–Private Partnerships (PPPs) in South African energy development have attracted substantial private investment and benefited the economy through job creation and community development, but institutional and systemic barriers (Eskom monopoly, regulatory uncertainty, grid integration constraints, dependency on coal) impede full implementation. Employment | mixed | high | investment attraction and employment/community benefits vs. barriers to PPP effectiveness |
0.24
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| Weak institutions, corruption, bureaucratic inefficiencies, low accountability, and marginalization in policymaking bedevil Nigeria’s sustainable development, distorting policy implementation and weakening effective service delivery. Governance And Regulation | negative | high | factors undermining sustainable development and service delivery |
0.04
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| If higher-quality information is available, voters' reliance on ethnic cues should decrease. Governance And Regulation | negative | high | voter reliance on ethnic cues |
0.04
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| Resource scarcity (leadership skills, financial institutional barriers, entrepreneurial experience, regulatory constraints, access to financial resources, technological limitations, limited training opportunities) has statistically significant relationships with entrepreneurial performance among rural women in KwaZulu-Natal. Firm Productivity | negative | high | entrepreneurial performance |
n=273
0.24
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| Repositioning informal systems as co-creators in urban governance (relational public administration) enables transformative governance and effective localization of SDGs in sustainable cities in South Africa. Governance And Regulation | positive | high | governance inclusivity and localization of SDGs |
0.04
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