1、Levelling the Playing Field:AI as a Social-Mobility Engine for the Next Generation.AI for Humanity Uchenna Victor Moses?.Because history warns us-and the numbers dont lie.ITU data shows that only 25-56%of people have basic digital skills meaning nearly half to three-quarters of the world still lack
2、them.Over multiple waves(agriculture manufacturing digital),each wave must be accompanied by a pipeline,else people are left behind.(McKinsey)Nations are racing to launch AI strategies,but are we building systems for the few,or opportunities for the many?From writing the AI Global Manual to shaping
3、advocacy that resonated with 11,000+UK students,Ive seen AIs potential as civic infrastructure.AI touches every part of our lives,but the real question is whether it will widen inequality or act as a social equaliser.The Problem.70%of digital transformations fail,not tech,people.(Whatfix).Tech adopt
4、ion is rising skills arent keeping up.(MeriTalk).Every wave required reskilling and civic infrastructure to avoid social gaps(McKinsey).Innovation without civic responsibility leaves society behind.(CSIS)?Tools alone dont transform-people and pipelines do.Building Civics Concepts into STEM and the T
5、ech Sector It means that the“product”side must be matched by the“people&institutional”side.Demonstrates that even in civic tech,without inclusive pipeline and design,the“platform modality”can reproduce exclusion.What would you do differently?Demography,Money and Privilege Voice and Choice.Academic-I
6、ndustry-Govt-Society PartnershipStrengthen systems People and Products Framework for Inclusion Access Access Acceleration Agency Which of these dimensions do you see most clearly in your own work?The AI Literacy Compass How AI applies to individualsShape policies and question products.ChoiceEthics,f