ABSTRACT Policies aimed at increasing employment among older people often focus on the statutory retirement age. Taking into account the characteristics of workers and work-related factors, we examine the impact of reaching the statutory retirement age on continuing employment. In addition to the use of survival trees, we propose a novel method to predict the probability of staying in employment based on an ensemble of survival trees. We focus on Poland as an example of a European country with a particularly low share of older workers in the labor force. Moreover, reform was carried out in Poland in 2017, lowering the previously raised pension eligibility age. Like other EU countries, pension eligibility in Poland starts after reaching the statutory retirement age. Our results suggest that the timing of retirement is determined by the statutory retirement age to a limited extent compared to other factors. In the case of women, a match of education and occupation, the employment sector, and holding a managerial position had a greater impact on continuing employment than reaching retirement age. In the case of men, the type of job contract had the greatest impact on continuing employment. Our findings indicate that the policies and initiatives aimed at extending working life should pay more attention to work-related factors and gender differences in employment.
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