scholarly journals The imperative of interpretable machines

2019 ◽  
Author(s):  
Julia Stoyanovich ◽  
Jay Joseph Van Bavel ◽  
Tessa West
Keyword(s):  
Decision Making ◽  
Social Identity ◽  
Behavioral Science ◽  
Moral Cognition ◽  
Future Research ◽  
Ethical Decisions ◽  
Road Map ◽  
Or Groups ◽  
Trust In Institutions

Fairness in machine-assisted decision making is critical to consider, since a lack of fairness can harm individuals or groups, erode trust in institutions and systems, and reinforce structural discrimination. To avoid making ethical mistakes, or amplifying them, it is important to ensure that the algorithms we develop are fair and promote trust. We argue that the marriage of techniques from behavioral science and computer science is essential to develop algorithms that make ethical decisions and ensure the welfare of society. Specifically, we focus on the role of procedural justice, moral cognition, and social identity in promoting trust in algorithms and offer a road map for future research on the topic.

scholarly journals Decision Making from the Experience of Orthognathic Surgery Patients: A Grounded Theory Approach

2021 ◽  
pp. 238008442110144
Author(s):  
N.R. Paul ◽  
S.R. Baker ◽  
B.J. Gibson
Keyword(s):  
Decision Making ◽  
Grounded Theory ◽  
Treatment Options ◽  
Study Data ◽  
Primary Objective ◽  
Major Surgery ◽  
Future Research ◽  
Decision Making Process ◽  
Theory Approach

Introduction: Patients’ decisions to undergo major surgery such as orthognathic treatment are not just about how the decision is made but what influences the decision. Objectives: The primary objective of the study was to identify the key processes involved in patients’ experience of decision making for orthognathic treatment. Methods: This study reports some of the findings of a larger grounded theory study. Data were collected through face-to-face interviews of patients who were seen for orthognathic treatment at a teaching hospital in the United Kingdom. Twenty-two participants were recruited (age range 18–66 y), of whom 12 (male = 2, female = 10) were 6 to 8 wk postsurgery, 6 (male = 2, female = 4) were in the decision-making stage, and 4 (male = 0, female = 4) were 1 to 2 y postsurgery. Additional data were also collected from online blogs and forums on jaw surgery. The data analysis stages of grounded theory methodology were undertaken, including open and selective coding. Results: The study identified the central role of dental care professionals (DCPs) in several underlying processes associated with decision making, including legitimating, mediating, scheduling, projecting, and supporting patients’ decisions. Six categories were related to key aspects of decision making. These were awareness about their underlying dentofacial problems and treatment options available, the information available about the treatment, the temporality of when surgery would be undertaken, the motivations and expectation of patients, social support, and fear of the surgery, hospitalization, and potentially disliking their new face. Conclusion: The decision-making process for orthognathic treatment is complex, multifactorial, and heavily influenced by the role of DCPs in patient care. Understanding the magnitude of this role will enable DCPs to more clearly participate in improving patients’ decision-making process. The findings of this study can inform future quantitative studies. Knowledge Transfer Statement: The results of this study can be used both for informing clinical practice around enabling decision making for orthognathic treatment and also for designing future research. The findings can better inform clinicians about the importance of their role in the patients’ decision-making process for orthognathic treatment and the means to improve the patient experience. It is suggested that further research could be conducted to measure some of the key constructs identified within our grounded theory and assess how these change during the treatment process.

scholarly journals AI-Enabled Sensing and Decision-Making for IoT Systems

Complexity ◽  
2021 ◽  
Vol 2021 ◽  
pp. 1-9
Author(s):  
Hao Qinxia ◽  
Shah Nazir ◽  
Ma Li ◽  
Habib Ullah ◽  
Wang Lianlian ◽  
...  
Keyword(s):  
Decision Making ◽  
Real Life ◽  
Research Community ◽  
Smart Sensors ◽  
Future Research ◽  
New Paradigm ◽  
Exclusion Criteria ◽  
Intelligent Devices ◽  
Research Questions

The influential stage of Internet of Things (IoT) has reformed all fields of life in general but specifically with the emergence of artificial intelligence (AI) has drawn the attention of researchers into a new paradigm of life standard. This revolution has been accepted around the globe for making life easier with the use of intelligent devices such as smart sensors, actuators, and many other devices. AI-enabled devices are more intelligent and capable of doing a specific task which saves a lot of resources and time. Different approaches are available in the existing literature to tackle diverse issues of real life based on AI and IoT systems. The role of decision-making has its own importance in the AI-enabled and IoT systems. In-depth knowledge of the existing literature is dire need of the research community to summarize the literature in effective way by which practitioners and researchers can benefit from the prevailing proofs and suggest new solutions for solving a particular problem of AI-enabled sensing and decision-making for the IoT system. To facilitate research community, the proposed study presents a systematic literature review of the existing literature, organizes the evidences in a systematic way, and then analyzes it for future research. The study reported the literature of the last 5 years based on the research questions, inclusion and exclusion criteria, and quality assessment of the selected study. Finally, derivations are drawn from the included paper for future research.

The Role of GIS in City Competitiveness

2013 ◽  
pp. 1476-1501 ◽  
Author(s):  
Khan R. Rahaman ◽  
Júlia M. Lourenço
Keyword(s):  
Decision Making ◽  
Information System ◽  
Spatial Data ◽  
Information Access ◽  
Information Storage ◽  
Future Research ◽  
Gis Technology ◽  
Global Competitiveness ◽  
The World

Virtually every city and region is engaged in activities to improve their relative global competitiveness. The Geographic Information System (GIS) is one of the powerful tools of information storage and information access, providing spatial data to different stakeholders and cities across the world. This chapter will highlight the role of GIS technology in empirical assessment of the competition among cities or regions, using a variety of data assembled by many different individuals, businesses, and institutions. This valuable information can be used in decision-making by stakeholders who are taking part in the competition and can be disseminated, accessed, and updated in a dynamic way. This chapter discusses the origins of urban competitiveness, dynamics and functions of competition, and current and future research possibilities made possible by GIS.

The role of mobile devices in 21st-century family communication

2018 ◽  
Vol 7 (2) ◽  
pp. 248-264 ◽  
Author(s):  
Sharon L. Storch ◽  
Anna V. Ortiz Juarez-Paz
Keyword(s):  
Decision Making ◽  
Mobile Devices ◽  
Family Communication ◽  
Extended Family ◽  
Emotional Responses ◽  
Future Research ◽  
Structured Interviews ◽  
Theory Analysis ◽  
The Past

Use of media devices has evolved over the past 10–15 years and the resulting effects on family communication are of interest for this study. Through 26 semi-structured interviews, the authors sought to understand the role mobile devices play in family communication. Qualitative grounded theory analysis was used to find themes and interpret results (Creswell, 2013). One overarching paradoxical theme emerged from these data, family connect–family disconnect. In family connect, categories of across distance, reassurances, and boundaries are shared. Within family disconnect, distractions, misunderstandings, and negative emotional responses are conveyed. Future research avenues recommended are decision making related to mobile devices based on values and morals, in-depth social media and app usage, emoji emotional responses, individuals under 18 and between 18 and 30 years old, and a network analysis of one extended family.

scholarly journals How to SHIFT Consumer Behaviors to be More Sustainable: A Literature Review and Guiding Framework

2019 ◽  
Vol 83 (3) ◽  
pp. 22-49 ◽  
Author(s):  
Katherine White ◽  
Rishad Habib ◽  
David J. Hardisty
Keyword(s):  
Psychological Factors ◽  
Behavioral Science ◽  
Sustainable Consumption ◽  
Future Research ◽  
Consumer Behaviors ◽  
Environmental Behaviors ◽  
Academic Literature ◽  
Comprehensive Framework ◽  
Individual Self

Highlighting the important role of marketing in encouraging sustainable consumption, the current research presents a review of the academic literature from marketing and behavioral science that examines the most effective ways to shift consumer behaviors to be more sustainable. In the process of the review, the authors develop a comprehensive framework for conceptualizing and encouraging sustainable consumer behavior change. The framework is represented by the acronym SHIFT, and it proposes that consumers are more inclined to engage in pro-environmental behaviors when the message or context leverages the following psychological factors: Social influence, Habit formation, Individual self, Feelings and cognition, and Tangibility. The authors also identify five broad challenges to encouraging sustainable behaviors and use these to develop novel theoretical propositions and directions for future research. Finally, the authors outline how practitioners aiming to encourage sustainable consumer behaviors can use this framework.

scholarly journals How do clinical psychologists make ethical decisions? A systematic review of empirical research

2020 ◽  
Vol 15 (4) ◽  
pp. 213-224
Author(s):  
Becky Grace ◽  
Tony Wainwright ◽  
Wendy Solomons ◽  
Jenna Camden ◽  
Helen Ellis-Caird
Keyword(s):  
Systematic Review ◽  
Decision Making ◽  
Empirical Research ◽  
Clinical Psychology ◽  
Ethical Decision ◽  
Ethical Decision Making ◽  
Theoretical Models ◽  
Future Research ◽  
Original Research ◽  
Ethical Decisions

Given the nature of the discipline, it might be assumed that clinical psychology is an ethical profession, within which effective ethical decision-making is integral. How then, does this ethical decision-making occur? This paper describes a systematic review of empirical research addressing this question. The paucity of evidence related to this question meant that the scope was broadened to include other professions who deliver talking therapies. This review could support reflective practice about what may be taken into account when making ethical decisions and highlight areas for future research. Using academic search databases, original research articles were identified from peer-reviewed journals. Articles using qualitative ( n = 3), quantitative ( n = 8) and mixed methods ( n = 2) were included. Two theoretical models of aspects of ethical decision-making were identified. Areas of agreement and debate are described in relation to factors linked to the professional, which impacted ethical decision-making. Factors relating to ethical dilemmas, which impacted ethical decision-making, are discussed. Articles were appraised by two independent raters, using quality assessment criteria, which suggested areas of methodological strengths and weaknesses. Comparison and synthesis of results revealed that the research did not generally pertain to current clinical practice of talking therapies or the particular socio-political context of the UK healthcare system. There was limited research into ethical decision-making amongst specific professions, including clinical psychology. Generalisability was limited due to methodological issues, indicating avenues for future research.

How does familiarity shape destination image and loyalty for visitors and residents?

2020 ◽  
pp. 135676672096974
Author(s):  
Gian Luca Casali ◽  
Yulin Liu ◽  
Angelo Presenza ◽  
Char-Lee Moyle
Keyword(s):  
Decision Making ◽  
Destination Image ◽  
Future Research ◽  
Tourism Destination ◽  
Holistic Model ◽  
Behavioural Intentions ◽  
Place Image ◽  
Decision Making Processes

Destination familiarity is thought to critically influence tourists’ decision-making processes. Yet the role of familiarity in shaping tourists’ and residents’ image of, and loyalty to, a destination remains uncertain. This research tests a complex and holistic model of familiarity, affective, cognitive and overall images, and the conative behavioural intentions of visiting and recommending the destination for both residents and visitors in the context of the emerging tourism destination of Molise, Italy. The results reveal that residents and visitors differ in terms of their familiarity and intention to visit a place, with familiarity being less likely to influence residents’ intentions. There is heterogeneity between residents and visitors’ affective image and intention to visit, as well as between their overall image and intention to recommend Molise. Hence, unlike visitors, residents are more likely to respond to factual cognitive imaging, rather than emotional messaging, suggesting that shifting residents’ perceptions of place image requires a different approach to that of visitors. Future research should seek to confirm the relationships in a multi-destination study.

Our Future in a Changing Society

1990 ◽  
Vol 7 (1) ◽  
pp. 35-41
Author(s):  
Don Tustin
Keyword(s):  
Decision Making ◽  
Social Responsibility ◽  
Small Groups ◽  
Objective Analysis ◽  
Objective Measures ◽  
Individual Choice ◽  
Social Situations ◽  
Or Groups ◽  
Behavioural Theories

The address examines qualities of behavioural therapists since the inception of ABMA. Attention is also given to current issues that require objective analysis; especially issues of individual and social responsibility, the role of families, and adult relationships. There is a need to identify frameworks that assist objective analyses of social situations. A behavioural decision-making approach appears useful for analysing responsibility, as the approach includes concepts to describe both individual choice and social pressures, allowing an assessment of the extent to which individuals or groups should change. There is also a need to find objective measures of values, both of individuals and of small groups. We can expect to see further changes in behavioural theories as more concepts and principles are introduced by behavioural practitioners who address current social problems.

Cabinet Decision-making in Parliamentary Systems

2020 ◽  
pp. 437-459
Author(s):  
Michelangelo Vercesi
Keyword(s):  
Decision Making ◽  
Power Distribution ◽  
Future Research ◽  
Decision Making Process ◽  
Prime Ministers ◽  
Main Research ◽  
Collective Decisions ◽  
Parliamentary Systems ◽  
Research Questions

This chapter deals with the internal decision-making process of political executives in parliamentary systems, that is, how executives take their own collective decisions. The focus is on the cabinet system as a whole, including both cabinet members and other involved party-political and bureaucratic actors. In particular, the chapter reviews literature’s debates about the nature of cabinet government, the role of prime ministers, and variations of decision-making. A special attention is payed to factors explaining intra-cabinet power distribution and the choice of different decision-making arenas. After introducing the topic, an overview of conceptual issues and main research questions is provided. Subsequently, the work discusses the way in which scholars have addressed these issues and the findings they have reached. The final part stresses existing deficits and seeks to set the agenda for future research.

More than money: exploring the role of investment advisors for sustainable investing

2015 ◽  
Vol 1 (1) ◽  
pp. 195-223 ◽  
Author(s):  
Falko Paetzold ◽  
Timo Busch ◽  
Marc Chesney
Keyword(s):  
Decision Making ◽  
Social Responsibility ◽  
Financial Markets ◽  
Ordinary Least Squares ◽  
Capital Allocation ◽  
Future Research ◽  
Financial Return ◽  
Content Type ◽  
Private Investors

Purpose – Investment advisors play a significant role in financial markets, yet the determinants of their behavior have not been explored in detail. The purpose of this paper is to explore the determinants of how actively advisors communicate about sustainable investing with their clients, and differences in the preferences of advisors compared to investors. Design/methodology/approach – Based on a survey with 296 retail and private banking investment advisors, this study employs an ordinary least squares regression model to explore the determinants of advisors activity in communicating about sustainable investing (SI) with their clients, differences in the aspects that matter to advisors and investors, and the role of the complexity of sustainability. Findings – Advisors activity in communicating about SI relates to their expectation of SI regarding financial return, real-world impact, and the fuzziness and trustworthiness of SI. Advisors appear not to be influenced by expected risk and their personal values, which runs against prior research findings and the interest of investors. Research limitations/implications – Future research should assess cultural differences and explore asymmetries between advisors and investors in regard to the role of volatility, values, impact measurement, and complexity. Practical implications – Investment advisors underweighting aspects related to risk and self-transcendent values relative to their clients might limit the suitability of clients ' portfolios, skew capital allocation, and depress the role of SI in financial markets. Generalized to salespeople this behavior might depress the market success of products related to sustainability at large. Social implications – The findings and their generalization indicate that salespeople might systematically deviate from their clients’ interests in regard to social responsibility. Advisors and salespeople in their mediating role might be an important barrier to sustainable development. Originality/value – This is the first quantitative study that explores the decision-making by investment advisors in the context of SI, and as such answers to specific calls in literature to explore the micro-foundations of decision making in regard to SI and social responsibility, and on the relationship between private investors and investment advisors. This study is based on unique and original empirical data on advisors that work with retail and wealthy private investors.

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