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How do accounting variables explain stock price movements? Theory and evidence

Journal of Accounting and Economics 2007 43(2-3), 219-244
This paper provides theory and evidence showing how accounting variables explain cross-sectional stock returns. Based on Zhang, G. [2000. Accounting information, capital investment decisions, and equity valuation: theory and empirical implications. Journal of Accounting Research 38, 271–295], who relates equity value to accounting measures of underlying operations, we derive returns as a function of earnings yield, equity capital investment, and changes in profitability, growth opportunities, and discount rates. Empirical results confirm the predicted roles of all identified factors. The model explains about 20% of the cross-sectional return variation, with cash-flow-related factors (as opposed to changes in discount rates) accounting for most of the explanatory power. The properties of the model are robust across various subsamples and periods.

The information role of audit opinions in debt contracting

Journal of Accounting and Economics 2016 61(1), 121-144
This study examines the relevance of modified audit opinions (MAO) in private debt contracting. We use the auditor׳s explanatory language to partition MAOs into Inconsistency opinions, resulting from an accounting change or a restatement; and Inadequacy opinions, arising from a material uncertainty or a going concern (GC) opinion. Using the loan contracts of firms with MAOs, we find that, compared with loans issued in the year after a clean opinion, loans issued in the year after an MAO are associated with higher interest spreads (17 basis points on average), fewer financial covenants, more general covenants, smaller loan sizes, and a higher likelihood of requiring collateral. We find that the effect on loan spreads (as well as on other non-price terms) varies by the type of MAO, ranging from no effect for an accounting change to an average increase of 107 basis points for a GC opinion. Additional analyses of GC opinions find that auditors communicate incremental information to lenders about clients’ credit risk. Overall, our empirical results suggest that lenders incorporate the information contained in MAOs into debt contracting.