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Earnings Manipulation in Failing Firms

Contemporary Accounting Research 2003 20(2), 361-408 open access
Abstract Prior literature and anecdotal evidence, most recently provided by allegations relative to Enron, Global Crossing, and WorldCom, suggest that failing firms (defined here as prebankruptcy firms) may be motivated to engage in fraudulent financial reporting to conceal their distress. I examine two research questions: (1) Are failing firms' prebankruptcy financial statements more likely to exhibit signs of material income increasing earnings manipulation than those of nonfailing firms? (2) Do auditors detect the overstatements in firms that they perceive to be failing? I predict and find that as (ex post) bankrupt firms that do not (ex ante) appear to be distressed approach bankruptcy, their financial statements reflect significantly greater material income‐increasing accrual magnitudes in nongoing‐concern years than do control firms. The accrual behavior of these firms resembles that of bankrupt firms that the Securities and Exchange Commission (SEC) has sanctioned for fraud. Like sanctioned firms, the nonstressed bankrupt firms display significantly greater (material) increases in receivables; inventory; property, plant, and equipment; sales; net working capital, current, and discretionary accruals in prebankruptcy nongoing‐concern years than do control firms. They also display significantly more negative changes in cash flows from operations and net cash and a greater disparity between accrual‐based net income and operating cash flows than do control firms, consistent with Lee, Ingram, and Howard 1999. Finally, I predict and find that these firms' going‐concern years reflect evidence consistent with auditor‐prompted reversal of previous overstatements. These results are based on parametric and nonparametric tests for various subsample combinations drawn from a sample of 293 bankrupt firms representing approximately 2,500 observations.

Does Early Maternal Employment Harm Child Development? An Analysis of the Potential Benefits of Leave Taking

Journal of Labor Economics 2003 21(2), 409-448
More mothers engage in marketplace work today than ever before, with over 33% returning to work by the time their child is 3 months old. This article identifies the effects of maternal marketplace work in the initial months of an infant’s life on the child's cognitive development. Results suggest that such work in the first year of a child’s life has detrimental effects. Where significant, the results also indicate negative effects of maternal employment in the child’s first quarter of life. However, the negative effects of maternal marketplace work are partially offset by positive effects of increased family income.

Firm Age and Wages

Journal of Labor Economics 2003 21(3), 677-697
We analyze the relationship between how long an employer has been in business (firm age) and wages. Using data from special supplements to the Survey Research Center’s monthly Survey of Consumers, we find that firms that have been in business longer pay higher wages (as previous studies found), but when we control for worker characteristics, the relationship becomes insignificant or negative. There is some evidence that the relationship is not monotonic, with wages falling and then rising with years in business. Established employers appear to make greater use of back‐loaded compensation, consistent with their higher probability of remaining in business.

On the Impossibility of Weak-Form Efficient Markets

Journal of Financial and Quantitative Analysis 2003 38(3), 523
Recent theoretical models show that irrational expectations can generate return predictability consistent with apparent violations of weak-form market efficiency documented in the empirical literature. These behavioral models constrain rational investors' ability toexploit inter-temporal predictability by assuming that rational agents face high transactions costs, are myopic, or are non-existent. This paper presents a model in which there are two types of irrational expectations, one that causes momentum and another that creates reversals. I investigate whether these types of predictability will persist in the presence of fully rational agents who face no transactions costs, are long lived, and trade dynamically to optimally exploit any predictability due to irrational mispricings. I show that weak-form market efficiency will be violated under two very weak conditions: rational investors are risk averse and the fundamental value of the asset is risky. The paper also investigates the accumulation of wealth by trader type and shows that irrational agents will survive under a large set of parameters.

Equilibrium Investment Strategies and Output Price Behavior: A Real-Options Approach

Review of Financial Studies 2003 16(4), 1239-1272
The effects of competitive interactions on investment decisions and on the dynamics of the price of a nonstorable commodity are studied in a model of incremental investment with time to build and operating flexibility. I find that an increase in uncertainty may encourage firms to increase their capacity. Furthermore, I show that it may be optimal to invest in additional capacity during periods in which part of the operational capacity is not being utilized. The impact of competition on the properties of the endogenous output price is dramatic. For example, I find that price volatility may be increasing in the number of competitors in the industry. Copyright 2003, Oxford University Press.

Equilibrium Investment Strategies and Output Price Behavior: A Real-Options Approach

Review of Financial Studies 2003 16(4), 1239-1272
The effects of competitive interactions on investment decisions and on the dynamics of the price of a nonstorable commodity are studied in a model of incremental investment with time to build and operating flexibility. I find that an increase in uncertainty may encourage firms to increase their capacity. Furthermore, I show that it may be optimal to invest in additional capacity during periods in which part of the operational capacity is not being utilized. The impact of competition on the properties of the endogenous output price is dramatic. For example, I find that price volatility may be increasing in the number of competitors in the industry.

Arbitraging a Discriminatory Labor Market: Black Workers at the Ford Motor Company, 1918–1947

Journal of Labor Economics 2003 21(3), 493-532
The 1918–47 employee records of the Ford Motor Company provide a rare opportunity to study a firm willing to hire black workers when similar firms would not. The evidence suggests that Ford did profit from discrimination elsewhere, but not by paying blacks less than whites. An apparent “wage‐equity constraint” prevailed, resulting in virtually no racial variation in wages inside Ford. An implication was that blacks quit Ford jobs less often than whites, holding working conditions constant. Arbitrage profit came from exploiting this nonwage margin, as Ford placed blacks in hot, dangerous foundry jobs where quit rates were generally high.

Market microstructure and corporate finance

Journal of Corporate Finance 2003 9(4), 377-384
This article provides a brief overview of the importance of market microstructure research and identifies existing areas of research that focus on links between microstructure and corporate finance. Each of the special issue articles is then summarized with particular attention given to the research contribution of the article and to the links explored between microstructure and corporate finance.

Nonparametric Estimation of Nonadditive Random Functions

Econometrica 2003 71(5), 1339-1375 open access
We present estimators for nonparametric functions that are nonadditive in unobservable random terms. The distributions of the unobservable random terms are assumed to be unknown. We show that when a nonadditive, nonparametric function is strictly monotone in an unobservable random term, and it satisfies some other properties that may be implied by economic theory, such as homogeneity of degree one or separability, the function and the distribution of the unobservable random term are identified. We also present convenient normalizations, to use when the properties of the function, other than strict monotonicity in the unobservable random term, are unknown. The estimators for the nonparametric function and for the distribution of the unobservable random term are shown to be consistent and asymptotically normal. We extend the results to functions that depend on a multivariate random term. The results of a limited simulation study are presented.