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Individual investors’ paid news subscriptions

Review of Accounting Studies 2026 open access
We study individual investors’ paid news subscriptions. Among individual investors, only 4% of individual-quarters include a news subscription, and 1.2% include a financial news subscription. These low rates mask substantial variation across news sources and over time. Within financial news, approximately 30% of aggregate subscription dollars are spent on crowdsourced news, with the remaining 70% spent on traditional financial news. Subscription dollars vary over time, with crowdsourced news at times matching or exceeding traditional financial news. We also find that subscriptions are correlated with capital market activity. Aggregated payments for subscriptions, particularly for crowdsourced news, are correlated with stock market valuation, trading volume, and investment. Similarly, within individuals, the association between subscriptions and investment is driven primarily by crowdsourced news: subscribing is associated with a $280 increase in quarterly investment. Overall, our findings highlight variation in individual investors’ news subscriptions and their correlated investment activities.

The asymmetric mispricing information in analysts’ target prices

Review of Accounting Studies 2024 29(1), 889-915 open access
We study the mispricing information present in the target prices of US and international analysts. We hypothesize that asymmetry in the value-relevance of the information that managers supply to analysts, combined with asymmetry in the incentives facing analysts to curry favor with managers, leads to analyst-claimed undervaluation being more predictive of future stock returns than analyst-claimed overvaluation. Our empirical tests isolate analyst-claimed mispricing by first removing analysts’ estimates of the cost of equity from the returns implied by target prices and then separating analyst-claimed undervaluation from overvaluation. We find that target prices only predict future returns (at 16 cents to 18 cents on the dollar) when analysts claim undervaluation, not when they claim overvaluation. We also observe that analyst-claimed undervaluation predicts future returns more strongly after firms experience low returns and when macro-driven valuation uncertainty is low.

Ethnic Minority Analysts’ Participation in Public Earnings Conference Calls

Journal of Accounting Research 2023 61(5), 1591-1631 open access
We investigate ethnic minority and nonminority sell‐side analysts’ participation in public earnings conference calls. We find that minority analysts are underrepresented in conference call Q&A sessions, and minority analysts who do participate on the calls experience lower levels of prioritization than do nonminority analysts. Minority analysts’ lower participation rates are partially but not fully mediated by characteristics such as experience, work environment, and stock rating favorability. Additionally, firm and conference call fixed effects mediate approximately half the magnitude of lower minority participation rates. Extroverted minority analysts participate at higher rates, but the negative association between minority status and conference call participation is exacerbated when calls are more time constrained, when executive teams are less diverse, and when analysts are from less prestigious brokerage houses. Overall, we document the underrepresentation of minority analysts on earnings conference calls and provide evidence suggesting both analysts’ and managers’ choices influence minority analysts’ participation rates.