Digital Commons Network^™

A Truly Spatial Random Forests Algorithm For Geoscience Data Analysis And Modelling, Hassan Talebi, Luk J. M. Peeters, Alex Otto, Raimon Tolosana-Delgado

Research outputs 2014 to 2021

Spatial data mining helps to find hidden but potentially informative patterns from large and high-dimensional geoscience data. Non-spatial learners generally look at the observations based on their relationships in the feature space, which means that they cannot consider spatial relationships between regionalised variables. This study introduces a novel spatial random forests technique based on higher-order spatial statistics for analysis and modelling of spatial data. Unlike the classical random forests algorithm that uses pixelwise spectral information as predictors, the proposed spatial random forests algorithm uses the local spatial-spectral information (i.e., vectorised spatial patterns) to learn intrinsic heterogeneity, spatial dependencies, and complex …

Work-Based Concerns Of Australian Frontline Healthcare Workers During The First Wave Of The Covid-19 Pandemic, Michella Hill, Erin Smith, Brennen W. Mills

Research outputs 2014 to 2021

Objective: This research sought to gauge the extent to which doctors, nurses and paramedics in Australia were concerned about contracting SARS-CoV-2 during the country's first wave of the virus in April 2020.

Methods: Australian registered doctors, nurses and paramedics (n=580) completed an online questionnaire during April 16–30, 2020 (period immediately following the highest four-week period (first wave) of SARS-CoV-2 confirmed cases in Australia).

Results: During April 2020, two-thirds of participants felt it was likely they would contract SARS-CoV-2 at work. Half the participants suggested Personal Protective Equipment (PPE) supplies were inadequate for them to safely perform their job, with two-thirds …

Passages From The Book Of Micah In The Book Of Mormon, Dana M. Pike

Faculty Publications

No abstract provided.

Mazes In Spanish-English Dual Language Learners After Language Enrichment: A Case Study, Casey L. Taliancich-Klinger, Connie Summers, Kai J. Greene

Faculty Publications

ABSTRACTThe number of Spanish-English dual language learners (DLLs) in the United States continues toincrease every year. In the absence of developmental language norms for DLLs it is importantto learn more about typical language production characteristics to distinguish typical fromatypical language characteristics. An area of language production with conflicting results inthe literature is the production of mazes. Mazes are interruptions in the forward flow oflanguage in the form of interjections, repairs or revisions of words and phrases. At elevatedrates, mazes may interrupt the communication process. A common practice in classroomsettings is to provide support for DLLs through small group activities such …

Uplifts, Respite, Stress, And Marital Quality For Parents Raising Children With Down Syndrome Or Autism, Tina M. Taylor, Jamie K. Easler, Susanne Olsen Roper, Jeremy B. Yorganson, James M, Harper

Faculty Publications

Direct, indirect, and partner effects estimated among uplifts, respite care, stress, and marital quality across mothers and fathers of children with autism spectrum disorder (n = 102) and Down syndrome (n = 111) were examined in this cross-sectional study. Parents of children with ASD who reported more uplifts and less stress individually reported better marital quality; these wives reported better marital quality as their husbands reported more uplifts and less stress. Wives with children with DS who reported more uplifts, individually along with their husbands reported less stress and better marital quality. Respite was directly associated with marital quality for …

Mountain Men Reveal Yellowstone: Observations Of Daniel Potts, Warren Ferris, And Osborne Russell In The 1820s And 1830s, Jay H. Buckley, Nathan Benavidez

Faculty Publications

As Yellowstone National Park celebrates its 150th anniversary as the first such park in the world, it is fascinating to rediscover the records of mountain men and and that the same features that enthrall modern visitors captivated them as well. “Sonder” is the realization that other people with whom we share the mortal coil have lived lives just as complex and wonderous as our own. Americans can no better appreciate this than when they stand in Yellowstone National Park today and marvel at the same grandeur mountain men witnessed two hundred years ago.

Representation Of Race And Ethnicity In Counseling And Counseling Psychology Journals, Jared M. Hawkins, Roy A. Bean, Timothy B. Smith, Jonathan G. Sandberg

Faculty Publications

Whereas previous literature reviews have concluded that people of color are underrepresented in psychological literature, the fields of counseling and counseling psychology have taken a clear affirmative stance with respect to human diversity. This study sought to evaluate the representation of people of color in four key journals across the 2000-2019 timespan: The Counseling Psychologist, Journal of Counseling Psychology, Journal of Counseling & Development, and Counselling Psychology Quarterly. Journal articles were coded for several variables, including focus on racial/ethnic minority (REM) groups and article content topics. Results indicated that 757 (26.3%) of the articles were coded REM-focused. Of …

Foundations Of Online Learning: Challenges And Opportunities, Christine Greenhow, Charles R. Graham, Matthew J. Koehler

Faculty Publications

Online learning—learning that involves interactions that are mediated through using digital, typically internet-based, technology—is pervasive, multi-faceted, and evolving, creating opportunities and challenges for educational research in the wake of the COVID-19 pandemic. In this special issue, we advance an interdisciplinary agenda for online learning research at the intersection of educational technology, educational psychology, and the learning sciences. In this first article in the issue, we define online learning including its variants, review historical and current contexts, explore its multidimensionality, and assert key issues shaping contemporary online learning. We propose five important lenses: community, engagement, pedagogy, equity, and design-based research, through …

The Innovation And Reporting Consequences Of Financial Regulation For Young Life-Cycle Firms, Abigail Allen, Melissa F. Lewis-Western, Kristen Valentine

Faculty Publications

Firm life-cycle stage reflects a firm’s current strategic direction toward exploration independent of age or size. We provide evidence that young life-cycle firms are particularly vulnerable to negative innovation consequences from financial regulation but do not appear to experience any compensating financial reporting quality (FRQ) benefits. Using a generalized difference-indifferences design around Sarbanes Oxley Act of 2002 (SOX), we document a significant reduction in both research and development (R&D) spending and innovation outputs for young life-cycle stage firms after regulation. Declines in innovation manifest both from the diversion of scarce resources and from the imposition of an organizational culture mismatched …

Preparer Opposition And Strategic Implementation Of Governmental Accounting Standards: Evidence From Public Pension Accounting Reform, Abigail Allen, Reining C. Petacchi

Faculty Publications

Widely acknowledged as one of the most controversial standards in governmental accounting, GASB 67/68 radically altered both the recognition and measurement for defined benefit public pensions. The standards require the recognition of previously only disclosed unfunded pension liabilities and increase the magnitude of reported pension liabilities by requiring the partial incorporation of a market-based discount rate. While the recognition proposal was unaltered from its initial conception to the final standards, the discount rate proposal was significantly attenuated after the initial proposal met with unanimous preparer opposition. Accordingly, we examine what incentives drive preparer lobbying positions, whether such lobbying is aligned …

The Effects Of A Second-Chance Exam Policy In A Large-Enrollment Introductory Accounting Course, Melissa Larson, William B. Tayler, Jared R. Stark

Faculty Publications

Using a quasi-experimental design, we compare two semesters of an introductory accounting course to evaluate the impact of a second-chance exam policy (SCEP) on student performance and anxiety, analyzing data from 1,986 students. The SCEP, allowing two additional attempts at exams capped at 80 percent credit, significantly improved academic outcomes and decreased perceived test anxiety. Specifically, students during the SCEP semester experienced an average increase of 4.46 percent in exam scores (p < 0.01), a 3.37 percent increase in course percentage points (p < 0.01), and a GPA increase of 0.21 (p < 0.01). Notably, women experienced greater improvements than men in measured academic outcomes. Our findings suggest that SCEPs can be an effective intervention to increase academic performance and reduce anxiety. We also examine an SCEP’s effect on preparation for exam first attempts and find that students perform better on a first attempt with an SCEP.

Updated Perceptions Of Accounting Academics On The Review And Publication Process, F. Greg Burton, William G. Heninger, Scott L. Summers, David A. Wood

Faculty Publications

We update the Wood (2016) survey that gathered perceptions of academics regarding the review and publication process at the top academic journals to measure changes in perceptions over the last five years. We find that accounting academics generally perceive the overall process has not improved at top journals or has become worse since 2015. More specifically, we find that respondents think acceptance rates in top journals should nearly double. Respondents believe that reviewers and editors underweight practice relevance. They also believe reviewers overweight the criteria of incremental contribution, method, and rigor. Respondents believe that their institutions focus too much on …

Accounting Academics Perceptions Of 12 Research Journals, F. Greg Burton, William G. Heninger, Scott L. Summers, David A. Wood

Faculty Publications

This paper reports perceptions of over 1,000 accounting faculty regarding 12 accounting journals (including the traditional Top 3/6), specifically in: (1) how open they are to diverse topic areas, (2) how open they are to diverse research methodologies, (3) how effectively they produce new and useful knowledge for academics, and (4) how effectively they produce new and useful knowledge for non-academic stakeholders. We find that the traditional Top 3/6 journals do not lead the academy along these four dimensions; in fact, some are viewed as the worst performers in these areas. Furthermore, we find that academics have a relatively poor …

Perceptions Of Robotic Process Automation In Big 4 Public Accounting Firms: Do Firm Leaders And Lower-Level Employees Agree?, Lauren A. Cooper, D. Kip Holderness, Trevor L. Sorensen, David A. Wood

Faculty Publications

The use of Robotic Process Automation (RPA) is a recent innovation in the public accounting industry, and the Big 4 firms are at the forefront of its implementation. This paper examines how the adoption and use of RPA is affecting the perceived work experience of firm leaders and lower-level employees at Big 4 accounting firms. We interview 14 RPA leaders, survey 139 lower-level employees, and compare and contrast their responses. We find that the two groups generally agree that RPA is having a positive influence on the profession. Both groups believe that RPA is positively changing the work employees perform …

The Influence Of Management’S Internal Audit Experience On Earnings Management, Matthew Ege, Timothy Seidel, Mikhail Sterin, David A. Wood

Faculty Publications

We examine whether firms with managers that have prior internal audit experience are less likely to manage earnings. This examination is important because the internal audit function is uniquely positioned to provide experiences that could influence future managerial behavior, including limiting the potential negative repercussions of earnings management. We find that firms with managers that have internal audit experience are associated with lower real earnings management but not accruals-based earnings management. Effects are strongest when managers with internal audit experience have greater power or currently hold financial roles, or when there are a greater number of managers with internal audit …

Evidence On Internal Audit Quality From Transitioning To Remote Audits Because Of Covid-19, Marc Eulerich, Martin Wagener, David A. Wood

Faculty Publications

As in-person audits were banned by governments and by company policies due to the COVID-19 pandemic, internal auditors had to transition to remote audits to perform their work. Based on survey responses of internal auditors who have conducted both remote and in-person audits, we find that internal auditors perceive no difference in the efficiency and effectiveness of and stakeholders’ reliance on results from remote and in-person audits when considering all responses. However, we also find that perceived efficiency and effectiveness increase the more experience internal auditors have with remote audits. Supplemental analyses show that support from the auditee, but not …

Publication Benchmarking Data Based On Faculty Promoted At The Top 200 Worldwide Accounting Research Institutions, Jared S. Moon, Scott L. Summers, Nathan J. Waddoups, David A. Wood

Faculty Publications

The primary purpose of this paper is to update and extend past promotion benchmarking studies. We update prior benchmarking studies by providing publication benchmarking data for faculty promoted between 2013 and 2019, inclusive. We extend prior benchmarking studies by evaluating a larger number of institutions (the top 200 worldwide accounting institutions), using a more global journal list, and providing sensitivity analyses between journal lists. We group institutions based on rankings and report a possible minimum publication hurdle for each group in each journal category. In addition, we provide data on the mix, or percentage, of publications in each journal category …

The Status Of Robotic Process Automation, Steven A. Harrast, David A. Wood

Faculty Publications

Modern information technology (IT) has greatly expanded the capability of companies to coordinate activities and process large numbers of transactions. Unfortunately, large companies often support thousands of individual applications, and the data necessary for financial reporting is scattered across these applications. As applications and data proliferate, companies must link together the applications and systems, often using spreadsheets and expending significant amounts of time in manual data entry and manipulation. This manual work is slow, expensive, and error prone and lacks useful business insights. Also, the employees who must perform these tasks are often overwhelmed and unsatisfied with the mundane work. …

Internal Auditors’ Role In Organizational Innovation: A Social Network Perspective, Margaret H. Christ, Anna Eulerich, Marc Eulerich, David A. Wood

Faculty Publications

Organizations use innovations to adapt, grow their business, and differentiate themselves from their competitors. However, innovations can introduce new risks to the organization that the internal audit function (IAF) should address. We interview and survey internal auditors about how they respond to innovations, such as the use of emerging technologies, adopted by their organizations. We find that social network theory provides a useful lens through which to interpret our interview results and to guide our survey development and analysis. In particular, we find that the embeddedness of the internal auditors with management, but not with the audit committee, is a …

Earnings Virality*, Brett Campbell, Michael S. Drake, Jacob Thornock, Brady Twedt

Faculty Publications

We examine the determinants and market consequences associated with earnings announcements going viral on social media, a phenomenon we label “earnings virality.” Using a comprehensive panel of historical Twitter data, we find that the typical earnings announcement receives relatively little social media coverage, but others go viral on social media, quickly reaching the feeds of millions of people. We find that viral earnings announcements generally have Twitter content that is more extreme in tone and contains less unique content. Further, earnings virality is positively associated with revenue surprises, investor recognition, retail investor ownership, and retail investor trading around the announcement. …

Personalized Priority Policies In Call Centers Using Past Customer Interaction Information, Brett A. Hathaway, Seyed Morteza Emadi, Vinayak Deshpande

Faculty Publications

Companies are increasingly personalizing their product or service offerings based on their customers' history of interactions to increase revenue or improve customer service. In this paper we show how call centers can improve customer service by implementing personalized priority policies. Under personalized priority policies, managers use customer contact history to predict individual-level caller abandonment and redialing behavior and prioritize them based on these predictions to improve operational performance. We provide a framework for how companies can use individual-level customer history data to capture the idiosyncratic preferences and beliefs that impact caller abandonment and redialing behavior, and quantify the improvements to …

Social Media Analysts And Sell‑Side Analyst Research, Michael S. Drake, James R. Moon Jr., Brady J. Twedt, James D. Warren

Faculty Publications

We examine how research posted by “social media analysts” (SMAs)—individuals posting equity research online via social media investment platforms—is related to research subsequently produced by professional sell-side equity analysts. Using data from Seeking Alpha, we find that the market reaction to sell-side analyst research is substantially reduced when the analyst research is preceded by the report of an SMA, and that this is particularly true of sell-side analysts’ earnings forecasts. We further find that this effect is more pronounced when SMA reports contain more decision-useful language, are produced by SMAs with greater expertise, and relate to firms with greater retail …

Brokerage House Ipos And Analyst Forecast Quality, Mark Bradshaw, Michael S. Drake, Joseph Pacelli, Brady Twedt

Faculty Publications

We examine how brokerage firm IPOs influence the research quality of sell-side analysts employed by the brokerage. Our main results focus on earnings forecast bias and absolute forecast errors as proxies for research quality. Using a staggered difference-in-differences analysis, we document significant decreases in forecast bias and absolute forecast error during the two-year period centered on the analysts’ brokerage house IPO. In additional analyses, we explore several potential explanations for the short-term benefits of brokerage house IPOs. We find some evidence that IPOs delay the departure of more talented analysts and that the effects are more concentrated among analysts and …

The Relevance Of Non-Income Tax Relief*, Michael S. Drake, Ryan V. Hess, Jaron H. Wilde, Braden M. Williams

Faculty Publications

Governments regularly offer non-income tax relief to attract business investment. However, it is unclear whether or how markets impound information about the relief into security prices. We use novel data from retrospective public records to examine the information content of non-income tax relief. We predict and find that the receipt and magnitude of this relief are both strongly associated with recipients’ future accounting performance and future abnormal returns. We further find that abnormal returns associated with the relief cluster around future earnings information events. In combination, this evidence suggests that non-income tax relief is value-relevant but is incorporated into prices …

Brokerage Relationships And Analyst Forecasts: Evidence From The Protocol For Broker Recruiting, Braiden Coleman, Michael S. Drake, Joseph Pacelli, Brady Twedt

Faculty Publications

We offer novel evidence on how the nature of brokerage-client relationships can influence the quality of equity research. We exploit a unique setting provided by the Protocol for Broker Recruiting to examine whether relaxed broker noncompete agreement enforcement generates spillover effects on sell-side analysts. Entry into this agreement reassigns ownership of the client relationship from the brokerage to individual brokers, potentially generating a greater standard of care. Using a generalized difference-in-differences research design, we provide evidence consistent with brokers reducing pressure on analysts to produce optimistic research following protocol entry. This effect is concentrated among less experienced and non-All Star …

A Tale Of Two Index Funds: Full Replication Vs. Representative Sampling*, Travis Dyer, Nicholas Guest

Faculty Publications

We examine the two approaches used by equity index funds to track their benchmark index. The first, full replication, mimics the index with exactness. The second, representative sampling, holds a subset of the index. We find that samplers trade 3-4 times more, have 30-50% higher expenses and fees, and earn 50-70 basis points lower annual returns, which is substantial given index funds’ mandate to limit tracking error to a few basis points. Besides higher expenses and transaction costs, poor stock picking also seems to contribute to samplers’ return underperformance. Overall, our analyses suggest representative sampling is associated with underperformance.

A Simple Approach To Better Distinguish Real Earnings Manipulation From Strategy Changes, Theodore E. Christensen, Adrienna Huffman, Melissa F. Lewis-Western, Kristen Valentine

Faculty Publications

Researchers typically infer real earnings management when a firm’s operating and investing activities differ from industry norms. A significant problem with classifying deviations from industry averages as myopic earnings management is that companies can change their operating and investing decisions for strategic business reasons rather than to mislead stakeholders. Using principal components analysis, we systematically evaluate existing measures and develop a comprehensive real activities measure to better capture earnings manipulation. Our measure reflects (i) deviations from industry averages across multiple activities and (ii) other signals of manipulation. This approach is promising because, although there are many sources of abnormal activities, …

Students Coming Prepared To Class? A Review Of The Literature With A Call To Research, Melissa P. Larson, Jace Linnell

Faculty Publications

In this literature review, we show that little attention has been given to pre-class learning in a flipped classroom setting. To support learning, a flipped classroom shifts the learning of basic content from a classroom setting to a pre-class setting, thereby freeing up time within class for more active learning activities. Active learning activities support student-centered learning as peers collaborate with deep application of pre-class learning concepts. Thus, higher-order skills of critical thinking and lifelong learning, which are valued in the accounting education curriculum and profession, can be developed through a flipped classroom pedagogy. However, if pre-class learning is not …

Double Trouble? Irs’S Attention To Financial Accounting Restatements, Zackery D. Fox, Ryan Wilson

Faculty Publications

We examine whether the Internal Revenue Service (IRS) uses public information to obtain qualitative signals regarding the quality of firms’ financial information or management integrity. Using the procurement of public information as a proxy for IRS attention, we test whether public signals of poor information quality (restatements) lead to an increase in IRS attention. To begin, we document that the IRS is both more likely and quicker to acquire public filings announcing a restatement than any other filing of the firm. Furthermore, we examine instances in which the IRS is more likely to learn of a restatement and find an …

Sending Children To Camp: An Analysis Of Decision-Making By Family Income, Dan Richmond, Camilla Hodge, Jim Sibthorp

Faculty Publications

Objectives: This study sought to (a) identify the factors most salient to parents when sending their child to summer camp, (b) examine family members’ roles in the camp decision-making process, and (c) compare both by income and other family contextual factors in a sample of parents with a child who enrolled and participated in a summer camp experience.

Methods: Survey data were collected from a total of 354 families that included families from high, middle, and lower incomes. Surveys collected data on parental developmental goals for their child, factors related to camp–child and camp–family fit, and the level of involvement …