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Consensus? An Examination of Differences in Earnings Information Across Forecast Data Providers

Journal of Accounting Research 2026 open access
We compare the earnings information produced by the five largest forecast data providers (FDPs)—Bloomberg, Capital IQ, FactSet, I/B/E/S, and Zacks—and observe substantial differences across FDPs in both forecasted and actual street earnings values, and thus the earnings surprise, for the same firm‐quarter. We provide evidence that differences in the earnings surprise across FDPs for the same firm‐quarter (i.e., “FDP differences”) have economically meaningful implications for price responsiveness and liquidity around earnings announcements. We also find that, for announcements where FDPs disagree about whether the announcing firm missed or beat earnings expectations, investors are more likely to side with higher‐quality FDPs but may not fully impound the implications of FDP quality differences during the announcement window. On average, relative to the other FDPs, I/B/E/S ranks highly in our measure of FDP quality, such that investor reactions are likely to align with I/B/E/S earnings information, validating its use as a representative FDP in academic research. Taken together, our results are consistent with FDPs pursuing differentiated information production strategies that generate capital market frictions when these strategies lead to material FDP differences.

Managers’ Strategic Use of Concurrent Disclosure: Evidence from 8-K Filings and Press Releases

The Accounting Review 2023 98(4), 345-371 open access
This study examines managers’ strategic use of concurrent disclosures around the announcement of negative material events. We predict and find that managers disclosing negative 8-K news are more likely to issue a concurrent press release about an unrelated event relative to a press release providing additional context for the 8-K–triggering event in order to increase investor information processing costs. This strategy appears distinct from the bundling of news to deter litigation. We find that managers more commonly issue concurrent unrelated press releases when they have stronger incentives to impede the pricing of negative information and that doing so is associated with a reduction in the speed with which prices reflect the news. Our findings shed light on a previously unexplored tool managers use to exploit investors’ processing capacity constraints to “hide” negative news.