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Implemented in 2018, MiFID II changed sell-side analyst incentives in Europe, forcing analysts to justify the value they add. While the number of analysts decreases, the average stock return synchronicity with the market also decreases, implying an improvement in price informativeness. The decrease in synchronicity is larger for firms that are more important for the analysts and brokers covering them. It is also asymmetric and substantially larger for downside market movements. Our results suggest that, by changing incentives, MiFID II not only improves the quality of individual analyst work, but also achieves an improvement in the aggregate stock price informativeness.

This paper reports findings from a survey of 1,008 Finnish small-and-medium-sized enterprises (SMEs) on their business outlook and financing alternatives during the COVID-19 crisis as of June 2020. Sales have dropped by an average of 25%. The decline in revenues is generally uncorrelated with the number of coronavirus cases in a municipality, except in the hospitality industry and the arts, entertainment and recreation industry. 54% of respondents have applied for public subsidies, while only 16% have applied for a new loan from the bank. Across the cross-section of firms, firms reporting a larger loss of revenues and with a more precarious financial position at the end of 2019 (high debt and/or low cash) were more likely to apply for both direct grants as well as loans.

We study the role of statistical literacy in interpreting COVID-19-related information, assessments of infection risk, and compliance with mobility restrictions. Using a large-scale panel survey of about 4,000 Dutch households, we find that more statistically literate people adjust their risk estimates more strongly to the actual infection risk, measured by the current number of confirmed COVID-19 cases in their home province. They are also generally more likely to socially distance, less concerned about their own infection risk, and more concerned about infecting others, especially vulnerable populations such as the elderly. We also find that more statistically literate people generally consider a flu shot more important, potentially suggesting a more positive attitude toward vaccines.

We document a novel pattern that campaign goal amounts set by entrepreneurs on Kickstarter exhibit clear clustering at round numbers. We propose that the round number heuristic, a tendency to adopt round numbers as cognitive shortcuts when facing complicated and uncertain situations, may explain the clustering pattern and predict campaign outcomes. Based on 162,863 campaigns between 2009 and 2017, we find a negative relation between the use of round goal amounts and the likelihood of campaign success. Our findings suggest that setting a round number goal conveys useful information about entrepreneur quality that could be used by campaign backers or platforms.

We document a novel pattern that campaign goal amounts set by entrepreneurs on Kickstarter exhibit clear clustering at round numbers. We propose that the round number heuristic, a tendency to adopt round numbers as cognitive shortcuts when facing complicated and uncertain situations, may explain the clustering pattern and predict campaign outcomes. Based on 162,863 campaigns between 2009 and 2017, we find a negative relation between the use of round goal amounts and the likelihood of campaign success. Our findings suggest that setting a round number goal conveys useful information about entrepreneur quality that could be used by campaign backers or platforms.