AI
Latest articles and analysis on AI for educators, partners, and policy teams.
Mobiloitte Foundation Blogs & Journal
Mobiloitte Foundation Blogs & Journal
Ethical AI for Vulnerable Populations: Why the System Creates the Vulnerability
Learn why AI vulnerability arises from the person-system relationship and what a genuine duty of care to vulnerable users requires.
Mobiloitte Foundation Blogs & Journal
Designing for the Edge Improves the Centre - Why Inclusive AI Is Not a Trade-Off
Learn why designing AI for vulnerable users can improve quality for everyone by addressing edge cases and strengthening core experience.
Mobiloitte Foundation Blogs & Journal
Children's Digital Safety in the AI Age
Learn what good AI child safety looks like for toys, apps and assistants, including safer design, safeguards and responsible use.
Mobiloitte Foundation Blogs & Journal
How AI Chatbots Fail Children
Learn the recurring safety failures in AI chatbots for children and what good child-focused AI safety should look like in practice.
Mobiloitte Foundation Blogs & Journal
Privacy by Design for Children's AI Products
Learn how privacy by design for children’s AI goes beyond COPPA and GDPR-K to limit data collection and protect families.
AI
• May 27• By Tanishka Raina
Vulnerability Is Not a Property of the Person - It Is a Property of the Relationship
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AI
• May 27• By Tanya Singhal
The Same Four-Part Failure — Why AI Fails Every Vulnerable Group the Same Way
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AI
• May 27• By Ankur Singh
A Duty of Care Is Not a Consent Screen - What It Actually Requires of an AI System
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AI
• May 27• By Himani chaudhary
Designing for the Edge Improves the Centre - Why Inclusive AI Is Not a Trade-Off
READ MORE →
AI
• May 27• By Himani chaudhary
Vulnerability Is Situational - Why It Eventually Concerns Everyone
READ MORE →Categories
Read All Blogs & Impact Insights
Explore our comprehensive library of case studies, offline-first AI tutor playbooks, and rural community empowerment frameworks.
AI• May 27
Ethical AI for Vulnerable Populations: Why the System Creates the Vulnerability
Learn why AI vulnerability arises from the person-system relationship and what a genuine duty of care to vulnerable users requires.
READ MORE →
AI• May 27
Vulnerability Is Not a Property of the Person - It Is a Property of the Relationship
Vulnerability to an AI system is created by the relationship between a person and the system. Why that reframing changes who is responsible.
READ MORE →
AI• May 27
The Same Four-Part Failure — Why AI Fails Every Vulnerable Group the Same Way
Across populations as different as children and refugees, AI fails through the same four-part pattern. What it is and why it compounds.
READ MORE →
AI• May 27
A Duty of Care Is Not a Consent Screen - What It Actually Requires of an AI System
A duty of care toward vulnerable AI users is discharged through design, evaluation, deployment, and governance - not through disclaimers or consent screens.
READ MORE →
AI• May 27
Designing for the Edge Improves the Centre - Why Inclusive AI Is Not a Trade-Off
Learn why designing AI for vulnerable users can improve quality for everyone by addressing edge cases and strengthening core experience.
READ MORE →
AI• May 27
Vulnerability Is Situational - Why It Eventually Concerns Everyone
Vulnerability to AI systems is often temporary and situational. Illness, crisis, or shock can place anyone into a vulnerable relationship with a system.
READ MORE →
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