Revealio Labs scrapes 105M US professional profiles, primarily from LinkedIn. To correct for biases (e.g., overrepresentation of tech workers), they reweight the data using BLS industry and occupation statistics. A Bayesian model then adjusts for the typical 3-month lag in users updating their job status, enabling a real-time 'nowcast'.
The current labor market is in a state of paralysis, described as a "deer in the headlights" moment. Businesses, facing extreme uncertainty from tariffs and policy shifts, have frozen both hiring and layoffs. This creates a stagnant, low-dynamism environment where both employers and employees are cautiously waiting.
Despite providing real-time labor market data, firms like Revealio Labs depend on foundational government statistics to reweight their datasets for accuracy. This calibration process is only needed about once a year, allowing their models to function for a considerable time during government data blackouts without significant degradation.
A government shutdown lasting several weeks poses a greater threat than just delayed reports. Data collection for time-sensitive indicators like the Consumer Price Index becomes impossible or unreliable, as prices can't be collected retroactively and people's recall fades, potentially forcing agencies to skip a month of data entirely.
The long-held belief that companies are "hoarding" labor due to post-pandemic hiring scars is becoming a weaker argument. As economic pessimism grows, the pressure to cut costs should eventually force layoffs, making the continued low layoff rate increasingly puzzling and harder to explain solely by this factor.
AI is a key factor in the current labor market stagnation. Companies are reluctant to hire as they assess AI's long-term impact on staffing needs. At the same time, they are holding onto experienced employees who are crucial for implementing and integrating the new AI technologies, thus suppressing layoffs.
The US economy's perceived strength is fragile because it rests on a dangerously narrow foundation. Job growth is concentrated in healthcare, stock market gains are driven by a handful of AI giants, and business investment is similarly focused. This lack of diversification makes the economy vulnerable and fuels public anxiety.
Companies have already pulled all available levers to manage costs short of layoffs, including halting hiring, cutting hours, and reducing temporary staff. Therefore, the persistently low layoff rate is the last defense holding the economy back from a recession. Any significant increase in layoffs would signal this firewall has broken.