We use LASSO methods to shrink, select and estimate the high-dimensional network linking the publicly-traded subset of the world's top 150 banks, 2003-2014. We characterize static network connectedness using full-sample estimation and dynamic network connectedness using rolling-window...

We document evidence that firms systematically increase specialized, locally targeted advertising following the firm being taken to trial in that given location - precisely following initiation of the suit. In particular, we use legal actions brought against publicly traded firms over the 20...

We estimate institutional investor preferences based on their proxy voting records in publicly listed Russell 3000 firms. We employ a spatial model of proxy voting, the W-NOMINATE method for scaling legislatures, and map institutional investors onto a left-right dimension based on their votes...

We track firms at birth and compare the growth pattern of IPO firms and their birth-matched counterparts. Firms that are larger at birth with faster initial growth are more likely to attain a larger size later in life and go public. Firms in the top percentile of predicted propensity to go...

This paper provides evidence on the investment behavior of 27 state pension plans that manage their own equity portfolios. Even though these state plans typically hold broadly diversified portfolios, they substantially over-weight the equity of companies that are headquartered in-state. The...

Large shareholders may play an important role for firm performance and policies, but identifying this empirically presents a challenge due to the endogeneity of ownership structures. We develop and test an empirical framework which allows us to separate selection from treatment effects of large...

When competing firms possess overlapping sets of investors, maximizing shareholder value may provide incentives that distort competitive behavior, affecting pricing, entry, contracting, and virtually all strategic interactions among firms. We propose a structurally consistent and scaleable...

This paper examines the relationship between innovation and firms' dependence on external capital by analyzing the innovation activities of privately-held and publicly-traded firms. We find that public firms in external finance dependent industries generate patents of higher quantity, quality,...

Using a survey of 800 CEOs in 22 emerging economies we show that CEOs' management styles and philosophy vary with the control rights and involvement of the owning family and founder: CEOs of firms with greater family involvement have more hierarchical management, and feel more accountable to...

Using the firm-level data of 33 countries over 10 years (from 2008-2017), we find that the listed firms, on average, have lower marginal products of capital (measured by return on assets) than the unlisted firms in many countries. This implies that the listed firms face less financial...