Qiao Peng, Yassine Bakkar, Liangpeng Wu, Weilong Liu, Ruibing Kou, Kailong Liu
Transportation systems are critical lifelines and vulnerable to various disruptions, including unforeseen social events such as public health crises, and have far-reaching social impacts such as economic instability. This paper aims to determine the key factors influencing the severity of traffic accidents in four different stages during the pre- and the post Covid-19 pandemic in Illinois, USA. For this purpose, a Random Forest-based model is developed, which is combined with techniques of explainable machine learning. The results reveal that during the pandemic, human perceptual factors, notably increased air pressure, humidity and temperature, play an important role in accident severity. This suggests that alleviating driver anxiety, caused by these factors, may be more effective in curbing crash severity than conventional road condition improvements. Further analysis shows that the pandemic leads notable shifts in residents' daily travel time and accident-prone spatial segments, indicating the need for increased regulatory measures. Our findings provide new insights for policy makers seeking to improve transportation resilience during disruptive events.
Tripti Sharma, Declan French, Donal McKillop
This study investigates the factors constraining the development of the UK equity release market. The results of a thematic review of interviews with industry stakeholders (product providers, advice providers and regulators) suggest that the attractiveness of the equity market for insurance companies (the main funders of the market), has diminished following a decline in annuity business and complications around the capital maturity matching requirements under Solvency II. Product costs (interest charges, and the cost of financial advice) are high. Trust in the market has improved, but remains fragile. Increased entry into the market by recognised brand names, (such as the traditional mortgage providers) would increase competition, reduce costs and promote trust. The risk of reputational damage limits the appeal of the market to new entrants. The no negative equity guarantee, a cost in terms of lower than otherwise loan-to-value ratios, promotes demand by way of the protection it affords to customers and their beneficiaries. Equity release is unsuitable for funding long-term care and policymakers advocating it as such damage the market.
Dominik Jockers, Sarah Langlotz, Declan French, Till Barnighausen
Over the past decade, large-scale HIV antiretroviral therapy (ART) programs have proven hugely successful in improving life expectancy for people living with HIV. However, the extent to which treatment allows patients to maintain a productive work life remains an open question. We apply an instrumental variable method based on individual CD4 counts and exogenously changing treatment guidelines to identify the causal effect size of ART on health-related absenteeism rates among workers living with HIV. We use monthly data from the occupational health program of one of the world’s largest mining companies in South Africa (128,052 observations among 1,924 workers, from 2009 to 2017). Eighteen months after HIV treatment initiation, antiretroviral therapy significantly reduces absenteeism by 1.033 days per worker and month. Using publicly available wage and treatment cost data, we find that the cost savings due to the absenteeism effect of ART alone outweigh treatment costs in the mining sector in several Sub-Saharan African countries.