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Full-Text Articles in Entire DC Network
Back From The Future: Mediation And Prediction Of Events Uncertainty Through Event-Driven Models (Edms), Samuel Ogbeibu, James Gaskin
Back From The Future: Mediation And Prediction Of Events Uncertainty Through Event-Driven Models (Edms), Samuel Ogbeibu, James Gaskin
Faculty Publications
The event-driven model (EDM) is an emerging concept in human behavioural research, and understanding how EDMs can promote theory development remains a fundamental quest of predictive science. Traditionally, researchers have heavily depended upon theory confirmation and the inclusion of mediating constructs to clarify uncertainty associated with plausible events (e.g. political, socio-economic, technological, environmental). Though this approach has pushed the field forward, it has also steered mediation research towards largely ignoring the fundamental role of prediction as a key for better understanding future events represented by EDMs. Additionally, emerging research using partial least squares structural equation modelling to execute prediction-oriented analysis …
Demystifying The Roles Of Organisational Smart Technology, Artificial Intelligence, Robotics And Algorithms Capability: A Srategy For Green Human Resource Management And Environmental Sustainability, Samuel Ogbeibu, Jude Emelifeonwu, Vijay Pereira, Raphael Oseghale, James Gaskin, Uthayasankar Sivarajah, Angappa Gunasekaran
Demystifying The Roles Of Organisational Smart Technology, Artificial Intelligence, Robotics And Algorithms Capability: A Srategy For Green Human Resource Management And Environmental Sustainability, Samuel Ogbeibu, Jude Emelifeonwu, Vijay Pereira, Raphael Oseghale, James Gaskin, Uthayasankar Sivarajah, Angappa Gunasekaran
Faculty Publications
With growing climate change concerns, and constant advancements in smart technology, artificial intelligence, robotics, and algorithms (STARA), organisations in emerging economies are becoming more compelled to go green, develop and deploy their STARA capability to boost profits more effectively, and their environmental sustainability (ES). Likewise, with governments increasingly calling for ES, organisations' human resource management (HRM) is further pressured to ensure their programmes aid realisation of environmental objectives without compromising profit maximisation. However, it remains unclear how complementary Green HRM (GHRM) programmes can be supported by organisational STARA capability (OSC) to bolster ES. Accordingly, we investigate how OSC and GHRM …
Impressions Matter More Than Privacy: The Moderating Roles Of Affordances In The Relation Between Social Anxiety And Online Safety- Seeking Behaviors, Xue-Qin Yin, Sebastian Scherr, Lin Jin, James Gaskin, Jin-Liang Wang
Impressions Matter More Than Privacy: The Moderating Roles Of Affordances In The Relation Between Social Anxiety And Online Safety- Seeking Behaviors, Xue-Qin Yin, Sebastian Scherr, Lin Jin, James Gaskin, Jin-Liang Wang
Faculty Publications
Though socially anxious individuals tend to seek safety, little is known about whether this relationship depends on context, including the affordances of social networking sites (SNSs) to provide anonymity and publicness, and whether safety-seeking can be explained by impression management, privacy calculus or both. Based on the psychobiological model of social anxiety, we conducted two studies (Study 1: N = 103, Study 2: N = 1,184) to examine the contextual dependence of safety-seeking behaviors and to disentangle which types of concerns mediate the effect of social anxiety on safety-seeking behaviors. Results indicated that socially anxious individuals tend to seek safety …
Environmental Corporate Social Responsibility And Pro-Environmental Behavior: The Effect Of Green Shared Vision And Personal Ties, Badar Latif, Nuwan Gunarathne, James Gaskin, Tze San Ong, Mohsin Ali
Environmental Corporate Social Responsibility And Pro-Environmental Behavior: The Effect Of Green Shared Vision And Personal Ties, Badar Latif, Nuwan Gunarathne, James Gaskin, Tze San Ong, Mohsin Ali
Faculty Publications
Environmental corporate social responsibility (ECSR) has recently gained traction among academics, practitioners, and policymakers as a critical driver of sustainable development. However, the impact of ECSR on actual pro-environmental behavior remains unclear in the literature, particularly in the context of developing countries. Grounded in the social exchange and social network theories, this study examines the effect of ECSR on proenvironmental behavior via the mediation of a green shared vision and the moderation of two types of personal ties (business ties and political ties). Data was collected and analyzed from 375 manufacturing sector employees in Pakistan at two time periods. The …
Determinants Of Capital Structure: An Expanded Assessment, Toshinori Fukui, Todd Mitton, Robert Schonlau
Determinants Of Capital Structure: An Expanded Assessment, Toshinori Fukui, Todd Mitton, Robert Schonlau
Faculty Publications
Using a standardized methodology, we empirically evaluate 55 proposed determinants of capital structure in terms of statistical significance, economic significance, and identification. We find that robust and economically important determinants of debt ratios are relatively few in number. Nevertheless, because each determinant relates to one of five market imperfections—taxes, distress costs, information asymmetry, agency costs, or supply frictions—we draw conclusions from the evidence as a whole regarding the explanatory power of different capital structure theories. We find greater support for pecking order theory and supply-related theories, with less support for traditional tradeoff theory and agency theory.
Considering Thickness-Accommodation, Nesting, Grounding And Deployment In Design Of Miura-Ori Based Space Arrays, Terri Bateman, Diana Bolanos, Nathan Brown, Brooklyn Clark, Larry L. Howell, Collin Ynchausti, Hunter Pruett, Jared Hunter, Spencer P. Magleby
Considering Thickness-Accommodation, Nesting, Grounding And Deployment In Design Of Miura-Ori Based Space Arrays, Terri Bateman, Diana Bolanos, Nathan Brown, Brooklyn Clark, Larry L. Howell, Collin Ynchausti, Hunter Pruett, Jared Hunter, Spencer P. Magleby
Faculty Publications
The Miura-ori pattern exhibits favorable qualities desirable for deployable space arrays – especially achieving a large deployed area from a compact stowed volume. However, implementing the Miura-ori into a finite-thickness, engineered system poses challenges that are not manifest in a zero-thickness model. As such, it is important to understand and address the limitations of the pattern before implementing it into an engineered system. This paper presents the Miura-ori as a favorable, yet challenging, pattern in design of deployable space arrays. Challenges including thickness-accommodation, nesting, grounding and deployment are presented to introduce designers to unapparent complications associated with design of Miura-ori …
Megaliths And Monumental Architecture At Coal Bed Village, An Ancestral Pueblo Site In Southeastern Utah, James R. Allison, Fumi Arakawa, Marion Forest, Katie K. Richards, David T. Yoder
Megaliths And Monumental Architecture At Coal Bed Village, An Ancestral Pueblo Site In Southeastern Utah, James R. Allison, Fumi Arakawa, Marion Forest, Katie K. Richards, David T. Yoder
Faculty Publications
Worldwide, megaliths are a common form of monumental architecture in Neolithic and later societies. Archaeologists in western Europe, and other parts of the world where megalithic monuments occur, have often discussed the meanings of megalithic features as well as their associations with ritual, territoriality, and social organization. In the Pueblo Southwest, most monumental architecture takes the form of large, unusually tall buildings (“great houses”), oversized ritual architecture (“great kivas”), or landscape features (roads and berms), all of which are most commonly associated with the Chaco system. Ancestral Pueblo people also occasionally built with ostentatiously large rocks, but megalithic features and …
Hinterlands To Cities: The Archaeology Of Northwest Mexico And Its Vecinos, Matthew C. Pailes, Michael T. Searcy
Hinterlands To Cities: The Archaeology Of Northwest Mexico And Its Vecinos, Matthew C. Pailes, Michael T. Searcy
Faculty Publications
Tis approachable book is a comprehensive synthesis of Northwest Mexico from the US border to the Mesoamerican frontier. Filling a vital gap in the regional literature, it serves as an essential reference not only for those interested in the specific history of this area of Mexico but western North America writ large. A period-by-period review of approximately14,000 years reveals the dynamic connections that knitted together societies inhabiting the Sea of Cortez coast, the Sonoran and Chihuahuan deserts, and the Sierra Madre Occidental. Networks of interaction spanned these diverse ecological, topographical, and cultural terrains in the millennia following the demise of …
Fremont Smoke Mixtures: Botanical Analyses Of Pipes From Wolf Village, Goshen, Utah, Michael T. Searcy, Hannah Stefffensen, Scott Ure
Fremont Smoke Mixtures: Botanical Analyses Of Pipes From Wolf Village, Goshen, Utah, Michael T. Searcy, Hannah Stefffensen, Scott Ure
Faculty Publications
Over several field seasons, ceramic and stone pipes were recovered from the Fremont site of Wolf Village (AD 1000-1100). Nine of the more complete pipes included residue and burned dottle that were analyzed for macrobotanical and microbotanical remains. Three were subjected to FTIR. These analyses represent the first Fremont pipes ever analyzed for botanical remains, and the results reported in this paper provide conclusions regarding possible smoke mixtures used by the Fremont. Contents of the pipes included remains of tobacco, plants from the Amaranthaceae family, maize fragments, grasses, and various fuel woods.
Book Review Of Early Farming And Warfare In Northwest Mexico (Robert Jarratt Hard And John R. Roney), Michael T. Searcy
Book Review Of Early Farming And Warfare In Northwest Mexico (Robert Jarratt Hard And John R. Roney), Michael T. Searcy
Faculty Publications
Like many archaeologists working in northern Mexico and the US Southwest, I have eagerly anticipated this volume and its reporting of the Early Agricultural (Middle-Late Archaic) occupation in northwestern Chihuahua. Primarily, it documents the research conducted by the coauthors over several years at sites known as cerros de trincheras, or terraced hills. These were massive construction projects resulting in habitational terraces built by early maize farmers who began to settle in the Casas Grandes River Valley and surrounding areas more than 3,000 years ago.
Redating Paquimé And The Convento Site Sixty Years After The Joint Casas Grandes Expedition In Northwestern Mexico, Samuel Jensen, Michael T. Searcy, Meradeth Snow
Redating Paquimé And The Convento Site Sixty Years After The Joint Casas Grandes Expedition In Northwestern Mexico, Samuel Jensen, Michael T. Searcy, Meradeth Snow
Faculty Publications
Debates continue regarding the rise of the Late Prehistoric (post-AD 1200) city of Paquimé in northwestern Chihuahua, Mexico. Unfortunately, the established chronology of the site was flawed due to incorrect interpretations of dendrochronological samples that lacked cutting dates (i.e., outer rings). While Dean and Ravesloot (1993) were able to determine this mistake through a reanalysis of the original chronological sequence, no attempts have been made to revise the chronology using new dates. This poster reports the results of new radiocarbon dates analyzed from samples of human remains found at Paquimé during the Joint Casas Grandes Expedition from 1958 to 1961. …
A Reanalysis Of Population Dynamics In The Casas Grandes Region Of Northern Mexico Using Mitochondrial Dna, Meradeth Snow, Michael T. Searcy
A Reanalysis Of Population Dynamics In The Casas Grandes Region Of Northern Mexico Using Mitochondrial Dna, Meradeth Snow, Michael T. Searcy
Faculty Publications
The Casas Grades region in northwest Chihuahua, Mexico, is ideally situated to explore the notion of contact between the Southwest/Northwest and Mesoamerica, as it lies geographically in the borderlands where traditions of both culture areas were practiced. In order to explain these ties, past researchers have suggested the flourishing Casas Grandes population in the thirteenth century AD was caused by migrants from Mesoamerica, as first suggested by Di Peso in his pochteca hypothesis. Others, such as Lekson and his Chaco Meridian hypothesis, suggest migration from the north. Mitochondrial genetic data from earlier and later time periods provides the ability to …
Psycholinguistic Profiling Of Children With Sluggish Cognitive Tempo, Kirsten M. Russell, Sean M. Redmond, Andrea C. Ash
Psycholinguistic Profiling Of Children With Sluggish Cognitive Tempo, Kirsten M. Russell, Sean M. Redmond, Andrea C. Ash
Faculty Publications
Language disorders are frequently comorbid with attention deficit/hyperactivity disorder (ADHD). Sluggish cognitive tempo (SCT),a second attention disorder, may potentially explain some of the links between language disorders and ADHD. In this study we examined the psycholinguistic abilities of 207 children (mean age 7;10) with and without clinically significant levels of SCT symptoms to determine the degree to which symptoms of language disorder co-occur in cases of SCT. Analyses of children’s tense-marking, nonword repetition, and sentence recall indicated that deficits in these areas were not associated with SCT. Instead, SCT appears to be more closely aligned with features of social (pragmatic) …
Mazes In Spanish-English Dual Language Learners After Language Enrichment: A Case Study, Casey L. Taliancich-Klinger, Connie Summers, Kai J. Greene
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 …
Personalized Priority Policies In Call Centers Using Past Customer Interaction Information, Brett A. Hathaway, Seyed Morteza Emadi, Vinayak Deshpande
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
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
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 …
Earnings Virality*, Brett Campbell, Michael S. Drake, Jacob Thornock, Brady Twedt
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. …
A Review Of Sensory Imagery For Consumer Psychology, Ryan S. Elder, Aradhna Krishna
A Review Of Sensory Imagery For Consumer Psychology, Ryan S. Elder, Aradhna Krishna
Faculty Publications
his review of mental imagery research has the core objective of fostering more research on the topic of sensory imagery. The review is organized around a conceptual framework highlighting (a) how mental imagery is formed, (b) the elicitation and elaboration of mental imagery, (c) the multi-modal nature of sensory imagery, and (d) the consumer behavior consequences of mental imagery. This conceptual framework provides many new lenses through which researchers can view prior findings, and thereby motivates innovative new research ideas. Future research directions are provided in each section of the review, with additional unexplored opportunities presented in a final section
The Effect Of Wearable Activity Monitor Presence On Step Counts, William B. Tayler, James D. Lecheminant, Jospeh Price, Christian P. Tadje
The Effect Of Wearable Activity Monitor Presence On Step Counts, William B. Tayler, James D. Lecheminant, Jospeh Price, Christian P. Tadje
Faculty Publications
Objective: In this study, we tested the effect of wearable activity monitors and tracking on physical activity over 2 weeks.
Methods: Ninety young adults participated. Prior to initiation of the study, each participant was asked to download an iPhone app that tracked physical activity level (step counts) but were not told the app’s purpose. Each participant was then randomly assigned to one of 3 groups (N=30/group): (1) measurement awareness, (2) measurement awareness+track/record, or (3) control. Participants in the measurement awareness and the measurement awareness+track/record groups were given a pedometer to wear for 2 weeks. Additionally, participants in the measurement awareness+track/ …
The Effects Of A Second-Chance Exam Policy In A Large-Enrollment Introductory Accounting Course, Melissa Larson, William B. Tayler, Jared R. Stark
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.
Do Auditors’ Incentives Affect Materiality Assessments Of Prior-Period Misstatements?*, Brant E. Christensen, Roy Schmardebeck, Timothy Seidel
Do Auditors’ Incentives Affect Materiality Assessments Of Prior-Period Misstatements?*, Brant E. Christensen, Roy Schmardebeck, Timothy Seidel
Faculty Publications
We examine whether auditors' incentives affect materiality assessments of prior-period misstatements. Interviews with global network firm partners reveal consistency across firms in the process used to assess prior-period misstatements and highlight points in the process where judgments are most susceptible to auditors’ conscious or subconscious biases. In related empirical tests, we find that auditors assess misstatements as less material (i.e., misstatements are disclosed less prominently) when auditors face greater engagement risk (comprised of the risk of litigation and reputation loss) or have greater incentives to please important clients. These effects only occur when auditor incentives to avoid further litigation or …
A Framework For Using Robotic Process Automation For Audit Tasks, Marc Eulerich, Justin Pawlowski, Nathan J. Waddoups, David A. Wood
A Framework For Using Robotic Process Automation For Audit Tasks, Marc Eulerich, Justin Pawlowski, Nathan J. Waddoups, David A. Wood
Faculty Publications
The ability to automate tasks and processes using robotic process automation (RPA)—or the development of bots—is receiving significant attention in accounting. Auditors often struggle to know what tasks to automate and how to prioritize bot development. Drawing upon sociotechnical systems theory and using a design science methodology, we develop and validate a three-step evaluation framework to assist auditors as they decide what activities to automate. We validate this framework using interviews, surveys of experienced internal and external auditors, and two case studies. By developing and validating our framework through the lens of sociotechnical systems theory, we also provide several insights …
Evidence On Internal Audit Quality From Transitioning To Remote Audits Because Of Covid-19, Marc Eulerich, Martin Wagener, David A. Wood
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 …
The Innovation And Reporting Consequences Of Financial Regulation For Young Life-Cycle Firms, Abigail Allen, Melissa F. Lewis-Western, Kristen Valentine
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 …
Foundations Of Online Learning: Challenges And Opportunities, Christine Greenhow, Charles R. Graham, Matthew J. Koehler
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 …
Using Eeg To Measure L2 Word Learning, Jeffrey Jack Green, Ellen Knell, Rachel Yu Liu
Using Eeg To Measure L2 Word Learning, Jeffrey Jack Green, Ellen Knell, Rachel Yu Liu
Faculty Publications
No abstract provided.
Order Of Operations In Sociophonetic Analysis, Joseph A. Stanley
Order Of Operations In Sociophonetic Analysis, Joseph A. Stanley
Faculty Publications
In modern sociophonetic data analysis, a researcher makes numerous decisions when processing their data. Many of the “big” decisions include how data is collected, how audio is transcribed, how these transcriptions are aligned to the audio, and how acoustic measurements are extracted. Once a spreadsheet of numbers has been generated, further decisions must be made regarding normalization, detecting and handling outliers, and excluding tokens irrelevant to the research question. This paper takes a closer look at this second group of decisions—those made after acoustic measurements have been extracted—and shows that the order in which they are applied can have significant …
Multidimensional Signals And Analytic Flexibility: Estimating Degrees Of Freedom In Human-Speech Analyses, Stefano Coretta, Joseph V. Casillas, Joseph A. Stanley, Timo B. Roettger
Multidimensional Signals And Analytic Flexibility: Estimating Degrees Of Freedom In Human-Speech Analyses, Stefano Coretta, Joseph V. Casillas, Joseph A. Stanley, Timo B. Roettger
Faculty Publications
Recent empirical studies have highlighted the large degree of analytic flexibility in data analysis that can lead to substantially different conclusions based on the same data set. Thus, researchers have expressed their concerns that these researcher degrees of freedom might facilitate bias and can lead to claims that do not stand the test of time. Even greater flexibility is to be expected in fields in which the primary data lend themselves to a variety of possible operationalizations. The multidimensional, temporally extended nature of speech constitutes an ideal testing ground for assessing the variability in analytic approaches, which derives not only …
How Sample Size Impacts Pillai Scores: And What Sociophoneticians Should Do About It, Joseph A. Stanley, Betsy Sneller
How Sample Size Impacts Pillai Scores: And What Sociophoneticians Should Do About It, Joseph A. Stanley, Betsy Sneller
Faculty Publications
Pillai scores in Sociolinguistics
- A way to quantify overlap in multiple dimensions (e.g., F1, F2, duration) (Hay et al., 2006; Nycz & Hall-Lew 2013)
- Some concern about unequal vowel categories sizes (Johnson 2015; convo on Twitter June 2, 2021)
- Our solution: a big simulation to show exactly what impact sample size has on Pillai scores
The Simulation
1. Start with a single bivariate normal distribution.
2. Sample two “vowel classes” from this distribution. – Ground Truth is they’re merged.
3. Calculate the Pillai score – Should be close to 0 because they’re merged!
4. Repeat many, many times.