# Bureaucracy, happiness, and satisfaction at work

## TL;DR

This study shows that bureaucratic tasks at work significantly reduce job satisfaction, comparable to low pay or workplace conflict, using millions of employee reviews.

## Contribution

The study provides causal evidence linking bureaucratic tasks to lower job satisfaction using instrumental variables and natural language processing.

## Key findings

- Mentions of bureaucracy in reviews correlate with a 0.7-point lower employer rating.
- Bureaucracy's negative impact is comparable to low pay and workplace conflict.
- Instrumental variables analysis suggests a causal link between bureaucracy and dissatisfaction.

## Abstract

Despite increasing material prosperity, industrialized nations face declining self-reported happiness and increasing workplace dissatisfaction. This study investigates bureaucratic burden as a driver of diminishing job satisfaction, analyzing 7.9 million Glassdoor reviews of more than 8,000 companies from 2008-2023 using natural language processing and instrumental variables methods. We identify reviews mentioning bureaucracy and quantify their association with 1-5 star employer ratings. Mentioning bureaucracy corresponds to around 0.7-point lower ratings (a 22% decline from the mean), comparable to the impacts of mentioning low pay (–0.8) or workplace conflict (–0.9). Two-stage least squares analysis, instrumenting with future bureaucratic mentions at the same company, implies a causal relationship. These findings support theories about the harm of “illegitimate tasks” at work and suggest revisiting conventional efficiency rationales for workplace bureaucratization. Organizational practices emphasizing employee autonomy and meaningful tasks could partly mitigate declines in satisfaction.