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The supply of information and price formation: Evidence from Google's search engine

Contemporary Accounting Research 2023 40(3), 1999-2031 open access
Abstract This study develops several Google search‐based measures to test the relation between earnings‐week online search results and the speed of price discovery. These measures are based on searches using only a firm's ticker symbol in the search string. I collect the total number of search results (across all search result pages) as well as the type and content of search results on the first three pages of search results. I find that the quantity, quality, and content of search results have varying effects on the speed at which earnings news is impounded into stock price. I also find that effects are only observed for search results presented on the first page of a Google search. Overall, my results suggest that (1) increases in online information are associated with slower price discovery, and (2) the likely mechanism by which this association operates is through useful search results being crowded off the first page of results by more complex or irrelevant search results.

Mobile Communication and Local Information Flow: Evidence from Distracted Driving Laws

Journal of Accounting Research 2015 53(2), 275-329
ABSTRACT We examine the influence of mobile communication on local information flow and local investor activity using the enforcement of statewide distracted driving restrictions, which are exogenous events that constrain mobile communication while driving. By restricting mobile communication across a potentially sizable set of local individuals, these restrictions could inhibit local information flow and, in turn, the market activity of stocks headquartered in enforcement states. We first document a decline in Google search activity for local stocks when restrictions take effect, suggesting that constraints on mobile communication significantly affect individuals’ information search activity. We further find significant declines in local trading volume when restrictions are enforced. This drop in liquidity is (1) attenuated when laws provide substitutive means of mobile communication and (2) magnified when locals have long car commutes and when their daily commutes overlap with regular exchange hours. Moreover, trading volume suffers the most for local stocks with lower institutional ownership, less analyst coverage, and more intangible information. Additional analyses show lower intraday volume during local commute times when mobile connectivity is constrained. Together, our results suggest that local information and local investors matter in stock markets and that mobile communication is an important mechanism through which these elements operate to affect liquidity and price discovery.

The Power of Numbers: Base‐Ten Threshold Effects in Reported Revenue*

Contemporary Accounting Research 2022 39(4), 2903-2940
ABSTRACT We show that managers have a propensity to disproportionately report total revenues just above base‐ten thresholds (e.g., 10 million, 30 million, 1 billion) and examine motives for and consequences of this behavior. Focusing on base‐ten thresholds in revenues is important because, despite being unusually prevalent in revenue targets set in executive compensation contracts, analyst forecasts, and management forecasts, they have not been previously explored. We also show that pressure to beat these targets provides one explanation for the base‐ten bias in reported revenues. However, these incentive effects do not offer a complete explanation because base‐ten threshold‐beating is observed even in the absence of these explicit targets. We further find that when firms beat a base‐ten threshold for the first time, they experience increases in news coverage, institutional ownership, liquidity, and analyst following, even after controlling for whether they have beaten other common benchmarks. These results suggest that managers also beat base‐ten thresholds in order to increase their firms' overall visibility. Overall, we show that a preference for base‐ten numbers, which have no inherent economic meaning, has a measurable effect on the actions of market participants. These results open the door to a new range of managerial targets previously unexplored.

Local newspaper closures and bank loan contracts

Contemporary Accounting Research 2025 42(3), 1620-1651 open access
Abstract We examine changes in bank loan contracts after borrowers experience a nearby local newspaper closure. Compared to a sample of control firms, we find that the closure of a local newspaper leads to higher interest spreads for borrowers. This effect is more pronounced when there are fewer related lenders in the syndicate, when lenders have less prior lending experience in the local area, when the closed local newspapers are associated with increases in misconduct cases, and for institutional lenders who rely more heavily on others for monitoring. In addition, we observe that loan contract amendments become less frequent, while covenant strictness increases following newspaper closures. Our main findings are robust to various research design specifications and are not driven by deteriorating local economic conditions. Our findings suggest that local media still plays a significant role in the debt markets, even as society moves deeper into the internet era.

Stop the presses! Or wait, we might need them: Firm responses to local newspaper closures and layoffs

Journal of Corporate Finance 2021 69, 102035
Media as a whole has been shown to play an important role as an information source, information intermediary, and monitor of public firms, but much less is known about whether local newspapers play a similar role. We attempt to shed light on this issue, and we investigate if and how firms respond to changes in the local newspaper industry, where closures and layoffs have become the norm. Compared to a sample of matched control firms, we find that following newspaper closures and large industry layoffs, nearby public companies boost dividend payouts. This result follows from prior research suggesting that investors pressure managers to increase dividends in response to growing agency problems. Cross-sectional analyses confirm that our results are driven by geographically-concentrated firms that rely more heavily on local newspapers as a monitor and information source. Our findings suggest that local newspapers play an important role as an information intermediary and monitor of public firms, and that the disappearance of local newspapers exacerbates agency problems in nearby firms that tend to be remedied by higher dividends.