GINC 250 / AI agents & knowledge-work automation

Trend · rank 128 of 250

AI agents & knowledge-work automation

Human CapitalTechnology & Financialsaiwork skills

AI systems carrying out multi-step professional tasks unsupervised, from assistants and recruitment to legal and compliance work, repricing knowledge work to the cost of inference.

Sensitivity and network position

Rank128 of 250
Sensitivity11.1 · rank 156
Breadth2 of 24 scenarios High or above, 1 Critical
PageRank40.7 · rank 100
Eigenvector5.0
Betweenness20.9
Links18 trends at Moderate similarity or above
Composite24.3

Relation to each scenario

A trend relates to a scenario when it changes how likely the scenario is, how hard it lands, or is itself sharply changed by it. Scores are GINC desk judgements and will be replaced by the panel.

RelationScenarioFamily
6CriticalRapid AI diffusion shock S13D Technology and infrastructure
5Very highSuperintelligence takeoff S15 ↗D Technology and infrastructure
2LowGlobal financial crisis S03A Economic and trade
2LowPolitical legitimacy crisis S07B Geopolitical and security
1Very lowBiomedical breakthrough wave S17 ↗E Health
0Not relatedGeoeconomic confrontation S01A Economic and trade
0Not relatedSingle-supplier cut-off S02A Economic and trade
0Not relatedSovereign funding crisis S04A Economic and trade
0Not relatedMaritime chokepoint closure S05B Geopolitical and security
0Not relatedHybrid campaign by a hostile state S06B Geopolitical and security
0Not relatedMass displacement shock S08B Geopolitical and security
0Not relatedEnergy supply shock S09C Energy, climate and resources
0Not relatedCatastrophic disaster in the core S10C Energy, climate and resources
0Not relatedFood and water system shock S11C Energy, climate and resources
0Not relatedCritical infrastructure collapse S12D Technology and infrastructure
0Not relatedPandemic with a novel pathogen S14E Health
0Not relatedEnergy abundance breakthrough S16 ↗C Energy, climate and resources
0Not relatedGreat-power détente and peace dividend S18 ↗B Geopolitical and security
0Not relatedCoordinated sovereign debt reset S19 ↗A Economic and trade
0Not relatedEmerging-market growth breakout S20 ↗A Economic and trade
0Not relatedMiddle East regional settlement S21 ↗B Geopolitical and security
0Not relatedAgricultural yield revolution S22 ↗C Energy, climate and resources
0Not relatedDigital public infrastructure leapfrog S23 ↗D Technology and infrastructure
0Not relatedHundred-day pandemic defence S24 ↗E Health

Similarity = 0.3 × shared tags (Jaccard) + 0.3 × likeness of scenario profiles (cosine) + 0.25 × likeness of names and descriptions (TF-IDF cosine) + 0.1 if in the same capability domain + 0.05 if in the same theme, cut into seven levels at 0.12, 0.22, 0.33, 0.45, 0.58, 0.72. Shown at Moderate and above.

SimilarityTrendParadigmRank
5Very highGraduate labour market squeezeSociety & Culture132
5Very highReskilling & education technologySociety & Culture169
4HighArtificial intelligenceTechnology & Financials27
4HighAutomated AI researchTechnology & Financials119
4HighOpen-weight AI diffusionTechnology & Financials134
4HighChanging nature of workSociety & Culture205
3ModerateCompute scaling & AI infrastructureTechnology & Financials17
3ModerateFrontier model concentrationTechnology & Financials63
3ModeratePublic-sector AI adoptionTechnology & Financials66
3ModerateCapital concentration in AIGeoeconomics & Statecraft74
3ModerateYouth unemployment & lack of opportunitySociety & Culture78
3ModerateBrain drain & talent migrationSociety & Culture92
3ModerateAI-mediated informationTechnology & Financials97
3ModerateTalent & labour shortagesSociety & Culture137
3ModerateAI safety & governanceTechnology & Financials152
3ModerateLearning loss & education qualitySociety & Culture154
3ModerateHumanoid roboticsTechnology & Financials157
3ModerateAutonomous vehiclesIndustrials, Manufacturing & Transportation183