Hannah Farkas
hannah-farkas.bsky.social
Hannah Farkas
@hannah-farkas.bsky.social
PhD Candidate in Sustainable Development at Columbia University
On the 2025-2026 job market
Labor & Environmental Economist
https://hannahfarkas.github.io/
Contributions: I show that service-sector schedules are highly unpredictable and that firms pass risk onto workers through this margin. Predictability declines after minimum wage hikes, and rising extreme weather will increase not only lost hours but also their uncertainty.

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Hannah Amy Farkas
hannahfarkas.github.io
November 14, 2025 at 4:17 PM
Responsiveness to extreme weather days also increases following an increase in the minimum wage. When it becomes costlier for a business to keep workers on a shift when their productivity is not maximized, like on a slow-business day, schedules are more frequently adjusted at the last-minute.
November 14, 2025 at 4:14 PM
Most workers in this setting earn near the minimum wage. I next show that a large wage hike increases schedule unpredictability: schedule inaccuracy rises about 45 min per week, and weekly hours become about 4 hours more variable, indicating firms adjust along this margin to offset higher wages.
November 14, 2025 at 4:14 PM
Second, I show that business uncertainty contributes to schedule unpredictability. Using weather shocks that are known to reduce demand, I find schedule inaccuracy rises on very hot, cold, or rainy days, indicating firms shift the risk of slow days onto workers.
November 14, 2025 at 4:12 PM
I also take advantage of the fact that I can follow workers across businesses in my data to show that the observed scheduling unpredictability is a business-specific characteristic and does not appear to be largely driven by worker preferences.
November 14, 2025 at 4:11 PM
I use a large administrative dataset with workers’ planned schedules, hours worked, and wages. I first show that schedule unpredictability is widespread: last-minute changes are common, weekly hours fluctuate, and the lowest-wage, least-tenured workers face the most instability.
November 14, 2025 at 4:09 PM