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AI Economic Indicators
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AI Economic Indicators

A continuously updated public dashboard platform from Stanford's Digital Economy Lab tracking AI's labour-market impact.

Last refreshed: 1 July 2026 · Appears in 1 active topic

Key Question

Stanford built a live dashboard for AI job impact, so what does it actually measure?

Timeline for AI Economic Indicators

#151 Jun
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Common Questions
What is the AI Economic Indicators dashboard?
A continuously updated public platform from Stanford's Digital Economy Lab tracking AI's economic and labour-market impact via three dashboards.Source: Stanford Digital Economy Lab
When did Stanford launch the AI Economic Indicators platform?
What does the Canaries Dashboard track?
It uses anonymised ADP payroll data to track labour-market outcomes for AI-exposed occupations as Early Warning signals.Source: ADP Research

Background

Stanford's Digital Economy Lab launched the AI Economic Indicators platform on 10 June 2026, a free public dashboard replacing the lab's prior one-off working papers on AI's labour-market effects . It launched with three components: the Canaries Dashboard, built with ADP Research on anonymised payroll data to flag early shifts in AI-exposed occupations; the Takeoff Tracker, which measures productivity and investment signals of a broader AI-driven economic shift; and the Adoption Monitor, which tracks how fast firms and workers are actually adopting AI tools.

The lab describes the platform as a continuously growing resource rather than a one-off report, with further dashboards and datasets planned. It sits alongside a wave of 2026 data efforts, including BAT's and Oracle's own AI-linked job-cut disclosures, trying to establish an authoritative, regularly updated read on how much of the current wave of corporate restructuring is genuinely AI-driven versus routine cost-cutting relabelled as such.

More questions
How can people access the AI Economic Indicators dashboard?
It is freely accessible to the public on Stanford Digital Economy Lab's website.
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