Contrary to Frey and Osborne's (2013) prediction that the accounting profession faces extinction, we argue that accountants can still create value in a world of big data analytics. To advance this argument, we provide a conceptual framework based on structured/unstructured data and problem...

The global shadow banking system (SBS) continues to increase in size and scope at a steady pace. The Financial Stability Board estimates that in 2014, the global SBS reached 75 trillion USD, which is equivalent to 120% of the GDP of all measured jurisdictions in the world. Advanced economies...

We demonstrate the need to view in a dynamic context any decision based on limited information. We focus on the use of product costs in selecting the product portfolio. We show how ex post data regarding the actual costs from implementing the decision leads to updating of product cost estimates...

This paper aims to advance the use of numerical experiments to investigate issues that surround the design of cost systems. As with laboratory and field experiments, researchers must decide on the independent variables and their levels, the experimental design, and the dependent variables....

A performance standard's horizon is the time given to achieve the standard. Horizons vary considerably in practice, and the goal-setting literature provides mixed evidence on whether short or long horizons are more effective at eliciting effort from workers. I predict and find that uncertainty...

Out-of-sample prediction of profitability is a critical step in fundamental analysis and yet even sophisticated regression models do not generate predictions that significantly outperform random walk predictions. We employ random forests with classification trees, a method from machine learning,...

The prominence of textual data in accounting research has increased dramatically. To assist researchers in understanding and using textual data, this monograph defines and describes common measures of textual data and then demonstrates the collection and processing of textual data using the...

Limited information about the demand for some of the resources needed to produce goods and services (e.g., incomplete and imperfect bills of materials) forces firms to use heuristics when planning resource capacity. We examine the performance of five heuristics: two drawn from practice, two that...

Small and medium size enterprises (SME's) represent a large and important part of the Canadian economy. However, little is known about the extent to which Canadian SME's utilize contemporary management accounting techniques such as costing systems, budgets, responsibility centre reporting, and...