An interpretable system that models the future of work as an equilibrium under AI-driven forces. Instead of predicting job loss, it decomposes workforce disruption into automation pressure, adaptability, skill transferability, demand, and AI augmentation to explain stability, tension, and transition paths by 2030.
automationdata-visualizationartificial-intelligencepolicy-analysiskaggle-datasetexplainable-aifuture-of-worksystems-thinkingeconomic-modelingreskillinginterpretable-modelsstreamlitlabor-economicsworkforce-analyticsscenario-simulationai-augmentationequilibrium-modelingforce-based-modelsjob-disruptionai-impact
-
Updated
Dec 13, 2025 - Python