scholarly journals Objective and bias-free measures of candidate motivation during job applications

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Mitchel Kappen ◽  
Marnix Naber

AbstractSociety suffers from biases and discrimination, a longstanding dilemma that stems from ungrounded, subjective judgments. Especially unequal opportunities in labor remain a persistent challenge, despite the recent inauguration of top-down diplomatic measures. Here we propose a solution by using an objective approach to the measurement of nonverbal behaviors of job candidates that trained for a job assessment. First, we implemented and developed artificial intelligence, computer vision, and unbiased machine learning software to automatically detect facial muscle activity and emotional expressions to predict the candidates’ self-reported motivation levels. The motivation judgments by our model outperformed recruiters’ unreliable, invalid, and sometimes biased judgments. These findings mark the necessity and usefulness of novel, bias-free, and scientific approaches to candidate and employee screening and selection procedures in recruitment and human resources.

Author(s):  
Yulia Roitblat ◽  
Sabrina Cohensedgh ◽  
Eden Frig-Levinson ◽  
Mika Cohen ◽  
Kayla Dadbin ◽  
...  

Author(s):  
David M. Sikora ◽  
Katina W. Thompson ◽  
Zachary A. Russell ◽  
Gerald R. Ferris

Purpose – Many organizations hold the traditional view that due to the potential of higher job dissatisfaction and employee turnover rates, hiring overqualified job candidates is risky. The purpose of this paper is to take an alternative perspective, using Human Capital and Resource-based theories to propose that hiring overqualified job candidates adds to a firm’s human capital depth. This additional human capital depth, in turn, enables firms to improve near term organizational effectiveness, and ultimately, build long-term competitive advantage. However, the ability of the firm to sustain this competitive advantage is dependent upon the retention of the overqualified human capital. The authors propose that job and career development opportunities made available to the overqualified will increase commitment and reduce turnover intentions, resulting in a long-term competitive advantage. Thus, the conceptual framework makes reference to deployment of the overqualified as an under used source of human capital. Finally, the implications of the proposed conceptualization and directions for future research are discussed. Design/methodology/approach – This paper reviews theory and proposes a conceptual framework for reimaging overqualified human resources. Findings – There are powerful benefits to hiring overqualified job candidates, but by not hiring overqualified job candidates, organizations are missing out on a large, easily available, and potentially lower cost source of highly skilled human capital. Practical implications – The authors propose that job and career development opportunities made available to the overqualified will increase commitment and reduce turnover intentions, resulting in a long-term competitive advantage. Thus, the conceptual framework makes reference to deployment of the overqualified as an under used source of human capital. Originality/value – This paper uses Human Capital and Resource-Based theory to propose a conceptual framework which makes four key contributions. First, the authors propose that hiring overqualified job candidates increases an organization’s human capital depth. Next, this increased human capital leads to near term improvements in employee performance and organizational effectiveness. In turn, firms using career development exercises such as job crafting, mentoring, and/or informal leadership to retain overqualified human capital are more likely to covert near term organizational effectiveness into long-term competitive advantage. Finally, the authors offer a conceptual framework that bridges the overqualification and strategic human resources management literatures.


2020 ◽  
Author(s):  
Jeffrey M. Girard ◽  
Jeffrey F Cohn ◽  
Lijun Yin ◽  
Louis-Philippe Morency

The common view of emotional expressions is that certain configurations of facial-muscle movements reliably reveal certain categories of emotion. The principal exemplar of this view is the Duchenne smile, a configuration of facial-muscle movements (i.e., smiling with eye constriction) that has been argued to reliably reveal genuine positive emotion. In this paper, we formalized a list of hypotheses that have been proposed regarding the Duchenne smile, briefly reviewed the literature weighing on these hypotheses, identified limitations and unanswered questions, and conducted two empirical studies to begin addressing these limitations and answering these questions. Both studies analyzed a database of 751 smiles observed while 136 participants completed experimental tasks designed to elicit amusement, embarrassment, fear, and physical pain. Study 1 focused on participants’ self-reported positive emotion and Study 2 focused on how third-party observers would perceive videos of these smiles. Most of the hypotheses that have been proposed about the Duchenne smile were either contradicted by or only weakly supported by our data. Eye constriction did provide some information about experienced positive emotion, but this information was lacking in specificity, already provided by other smile characteristics, and highly dependent on context. Eye constriction provided more information about perceived positive emotion, including some unique information over other smile characteristics, but context was also important here as well. Overall, our results suggest that accurately inferring positive emotion from a smile requires more sophisticated methods than simply looking for the presence/absence (or even the intensity) of eye constriction.


1975 ◽  
Vol 28 (2) ◽  
pp. 175-180 ◽  
Author(s):  
RICHARD D. ARVEY ◽  
MICHAEL E. GORDON ◽  
DOUGLAS P. MASSENGILL ◽  
STEPHEN J. MUSSIO

Author(s):  
Yulia Roitblat ◽  
Sabrina Cohensedgh ◽  
Eden Frig-Levinson ◽  
Ethan Suman ◽  
Michael Shterenshis

2009 ◽  
Vol 20 (8) ◽  
pp. 974-980 ◽  
Author(s):  
Francesco Foroni ◽  
Gün R. Semin

Observing and producing a smile activate the very same facial muscles. In Experiment 1, we predicted and found that verbal stimuli (action verbs) that refer to emotional expressions elicit the same facial muscle activity (facial electromyography) as visual stimuli do. These results are evidence that language referring to facial muscular activity is not amodal, as traditionally assumed, but is instead bodily grounded. These findings were extended in Experiment 2, in which subliminally presented verbal stimuli were shown to drive muscle activation and to shape judgments, but not when muscle activation was blocked. These experiments provide an important bridge between research on the neurobiological basis of language and related behavioral research. The implications of these findings for theories of language and other domains of cognitive psychology (e.g., priming) are discussed.


Author(s):  
Alexandru Tudosoiu ◽  
Valentina Mihaela Ghinea ◽  
Ramona Elena Cantaragiu

Abstract The study of psychopathy in organizational settings is still in its incipient stage, but scholars have already proven that the prevalence of psychopathic features in the corporate environment, especially in senior positions, is higher than in the general population (3% compared with 1% in general population) and that employees with psychopathic tendencies have a negative impact on the sustainability of organizations. It has been argued that human resources specialists have to become astute at identifying employees with psychopathic features in order to be able to manage their careers in a way that would not affect the organization’s wellbeing. However, research has also proved that there are several psychopathic traits which make job candidates likelier to obtain a job, due to the positive impression that they create during the job interview. The study tested the desirability of psychopathic traits in job candidates from the perspective of human resources specialists and, based on a survey of a sample of 68 Romanian human resources specialists, found that candidates displaying an ability to remain calm under pressure, self-confidence and persuasiveness are more likely to be hired. Moreover, the study concluded that Romanian human resources professionals are somewhat aware of the threat posed by psychopathic employees and that most of the employers they represent use selection methods able to filter out potential psychopaths. The findings open up new avenues of research on the ways in which selection strategies can be employed in order to enable human resources specialists to effectively identify candidates with psychopathic tendencies.


Author(s):  
Roberta Bevilacqua ◽  
Elisa Felici ◽  
Filippo Cavallo ◽  
Giulio Amabili ◽  
Elvira Maranesi

The aim of this paper was to explore the psychosocial determinants that lead to acceptability and willingness to interact with a service robot, starting with an analysis of older users’ behaviors toward the Robot-Era platform, in order to provide strategies for the promotion of social assistive robotics. A mixed-method approach was used to collect information on acceptability, usability, and human–robot interaction, by analyzing nonverbal behaviors, emotional expressions, and verbal communication. The study involved 35 older adults. Twenty-two were women and thirteen were men, aged 73.8 (±6) years old. Video interaction analysis was conducted to capture the users’ gestures, statements, and expressions. A coded scheme was designed on the basis of the literature in the field. Percentages of time and frequency of the selected events are reported. The statements of the users were collected and analyzed. The results of the behavioral analysis reveal a largely positive attitude, inferred from nonverbal clues and nonverbal emotional expressions. The results highlight the need to provide robotic solutions that respect the tasks they offer to the users It is necessary to give older consumers dedicated training in technological literacy to guarantee proper, long-lasting, and successful use.


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