scholarly journals What Counts?The Critical Role of Qualitative Data in Teachers’ Decision Making

2022 ◽  
pp. 102046
Author(s):  
Jennifer E. Ho
Keyword(s):  
Decision Making ◽  
Qualitative Data ◽  
Critical Role

Big Data Myth

2019 ◽  
pp. 223-237
Author(s):  
Agata Mardosz-Grabowska
Keyword(s):  
Decision Making ◽  
Big Data ◽  
Data Analysis ◽  
Qualitative Data ◽  
New Technologies ◽  
Marketing Management ◽  
Individual Experience ◽  
Decision Making Process

Organizations are expected to act rationally; however, mythical thinking is often present among their members. It refers also to myths related to technology. New inventions and technologies are often mythologized in organizations. People do not understand how new technologies work and usually overestimate their possibilities. Also, myths are useful in dealing with ambivalent feelings, such as fears and hopes. The text focuses on the so-called “big data myth” and its impact on the decision-making process in modern marketing management. Mythical thinking related to big data in organizations has been observed both by scholars and practitioners. The aim of the chapter is to discuss the foundation of the myth, its components, and its impact on the decision-making process. Among others, a presence of a “big data myth” may be manifested by over-reliance on data, neglecting biases in the process of data analysis, and undermining the role of other factors, including intuition and individual experience of marketing professionals or qualitative data.

Investigating the Role of Data-Driven Decision-Making Within School Improvement Processes

2021 ◽  
pp. 1707-1725
Author(s):  
Venesser Fernandes
Keyword(s):  
Decision Making ◽  
Organizational Change ◽  
School Improvement ◽  
Critical Role ◽  
Data Driven ◽  
Evidence Based ◽  
Data Driven Decision Making ◽  
Continuous School Improvement ◽  
Decision Making Processes

This chapter provides a detailed literature review exploring the importance of data-driven decision-making processes in current Australian school improvement processes within a context of evidence-based organizational change and development. An investigation into the concept of decision-making and its effect on organizational culture is conducted as change and development are considered to be the new constants in the current discourse around continuous school improvement in schools. In a close examination of literature, this chapter investigates how key factors such as collaboration, communication, and organizational trust are achieved through data-driven decision-making within continuous school improvement processes. The critical role of leadership in sustaining data cultures is also examined for its direct impact on continuous school improvement processes based on evidence-based organizational change and development practices. Future implications of data-driven decision-making to sustain continuous school improvement and accountability processes in Australian schools are discussed.

Reducing overuse by recognising the unintended harms of good intentions

2019 ◽  
pp. bmjebm-2019-111247
Author(s):  
David Slawson ◽  
Allen F Shaughnessy
Keyword(s):  
Decision Making ◽  
Medical Decision Making ◽  
Clinical Care ◽  
Critical Role ◽  
Medical Decision ◽  
Wide Acceptance ◽  
Hierarchy Of Evidence ◽  
Healthcare Interventions

Overdiagnosis and overtreatment—overuse—is gaining wide acceptance as a leading nosocomial intervention in medicine. Not only does overuse create anxiety and diminish patients’ quality of life, in some cases it causes harm to both patients and others not directly involved in clinical care. Reducing overuse begins with the recognition and acceptance of the potential for unintended harm of our best intentions. In this paper, we introduce five cases to illustrate where harm can occur as the result of well-intended healthcare interventions. With this insight, clinicians can learn to appreciate the critical role of probability-based, evidence-informed decision-making in medicine and the need to consider the outcomes for all who may be affected by their actions. Likewise, educators need to evolve medical education and medical decision-making so that it focuses on the hierarchy of evidence and that what ‘ought to work’, based on traditional pathophysiological, disease-focused reasoning, should be subordinate to what ‘does work’.

Roots of Restraint in War: The Capacities and Limits of Law and the Critical Role of Social Agency in Ameliorating Violence in Armed Conflict

2019 ◽  
Vol 10 (1) ◽  
pp. 58-75
Author(s):  
Dale Stephens
Keyword(s):  
Decision Making ◽  
Armed Conflict ◽  
Critical Role ◽  
Humanitarian Law ◽  
Self Identity ◽  
Applicable Law ◽  
Decision Making Processes ◽  
Professional Self ◽  
Training Strategies

Abstract International humanitarian law (ihl) primarily applies to govern the conduct of individuals in the most desperate time of human endeavour, namely armed conflict, in order to ameliorate violence. However, understanding how ihl is disseminated, trained and actually applied in the battlespace is, remarkably, a relatively underexplored area. There are countless volumes dedicated to analyzing and parsing the myriad of words and formulas that comprise this burgeoning body of law. However, there is very little empirical analysis undertaken on effective training strategies and even less on tracking nuanced compliance and decision-making processes in actual armed conflict. Against this background, the 2018 icrc study ‘The Roots of Restraint in War’ offers an insightful account of how to best frame training strategies and how to optimize compliance in the battlespace. It consciously adopts an inter-disciplinary approach. It accepts fully the role of social, ethical and moral factors that can orientate decision making in a manner that combines with the applicable law. The goal is restraint in war, of a type that comes not from clinical compliance with complex legal formulas and interpretative rectitude but is derived from a deeper sense of professional self-identity. It acknowledges the risks inherent in its approach and yet, compellingly, offers a blueprint for melding principles of ihl with a sense of personal commitment. Such an approach is to be celebrated for the audacity and courage that it exhibits.

scholarly journals Chronic Pain and Chronic Stress: Two Sides of the Same Coin?

2017 ◽  
Vol 1 ◽  
pp. 247054701770476 ◽  
Author(s):  
Chadi G Abdallah ◽  
Paul Geha
Keyword(s):  
Decision Making ◽  
Posttraumatic Stress Disorder ◽  
Chronic Pain ◽  
Posttraumatic Stress ◽  
Chronic Stress ◽  
Stress Disorder ◽  
Internal State ◽  
Critical Role ◽  
Well Being

Pain and stress share significant conceptual and physiological overlaps. Both phenomena challenge the body’s homeostasis and necessitate decision-making to help animals adapt to their environment. In addition, chronic stress and chronic pain share a common behavioral model of failure to extinguish negative memories. Yet, they also have discrepancies such that the final brain endophenotype of posttraumatic stress disorder, depression, and chronic pain appears to be different among the three conditions, and the role of the hypothalamic-pituitary-adrenal axis remains unclear in the physiology of pain. Persistence of either stress or pain is maladaptive and could lead to compromised well-being. In this brief review, we highlight the commonalities and differences between chronic stress and chronic pain, while focusing particularly on the central role of the limbic brain. We assess the current attempts in the field to conceptualize and understand chronic pain, within the context of knowledge gained from the stress literature. The limbic brain—including hippocampus, amygdala, and ventromedial prefrontal cortex—plays a critical role in learning. These brain areas integrate incoming nociceptive or stress signals with internal state, and generate learning signals necessary for decision-making. Therefore, the physiological and structural remodeling of this learning circuitry is observed in conditions such as chronic pain, depression, and posttraumatic stress disorder, and is also linked to the risk of onset of these conditions.

scholarly journals The Role of ERP Information to Support Decision Making Process: Field Study on Panda Retail Company (Mobile Inventory Management System)

2020 ◽  
Vol 14 (16) ◽  
pp. 133
Author(s):  
Ahmed M. Alghazali ◽  
Uthman M. Ageeli
Keyword(s):  
Decision Making ◽  
Inventory Management ◽  
Management System ◽  
Critical Role ◽  
Theoretical Data ◽  
Decision Making Process ◽  
Inventory Management System ◽  
Retail Company ◽  
Support Decision Making

The ERP is the main source of business data while store mobile inventory management is one of very important modules in ERP that cover a critical role for retail organizations such as Panda retail company. The goal of this study is to show the high correlation between information and effective decision-making process. Descriptive analysis research method was used in this study where theoretical data collected from published papers, in Jeddah city (60) employees of mobile inventory management system users participated the survey and statistical techniques such as frequency tables, Percentages, Average value, standard deviation, etc. This used survey consists of 3 companies namely the effectiveness of information to support decision making, the effectiveness of store mobile inventory management at Panda retail company, the effectiveness of ERP for organizations. The key results of this study clarifies that it’s very important to have as much as possible data and the relationships between data at any point of time to identify problems, analyze them in order to make the most effective decisions and role of ERP in providing such information at any point of time. Recommendations had been provided such as the importunacy of ERP, modern business applications, and technology to improve business outcomes and provide continues learning and development culture for employees to increase their competencies to use these digital tools.

Gender, Poverty Reduction and Social Work: A View from Burundi

2020 ◽  
Vol 32 (2) ◽  
Author(s):  
Susan Wanjiku Muchiri ◽  
Serges Claver Nzisabira
Keyword(s):  
Decision Making ◽  
Social Work ◽  
Social Workers ◽  
Poverty Reduction ◽  
Critical Role ◽  
Gender Disparities ◽  
Human Beings ◽  
Primary Caretakers ◽  
Education Business

Gender affects the kind of opportunities and constraints faced in life; human beings are constantly divided into hierarchies. In looking at poverty reduction in Burundi, we can see the critical role that gender plays. In Burundi, among the poor are many women as a result of being primary caretakers. The focus of this paper is to examine the interconnection between gender and poverty reduction as well as the role of social work, if there is to be any reduction in poverty. Social workers need to work with women who are at the forefront of poverty through encouragement of more opportunities for women in education, business and in areas of decision-making. In many areas women are regarded as unable to participate with men in decision-making as they are considered not to be on the same level with men, intellectually, socially, economically or politically. When a woman is educated, she is better able to provide for her children. This means that the future generations are also protected against poverty. Social workers have the role of educating women and men in Burundi about the importance of women in poverty reduction. This paper presents a brief review of literature on gender disparities and poverty as well as the role of social work in poverty reduction in Burundi.

scholarly journals The Role of Vidura Chatbot in the Diffusion of KnowCOVID-19 Gateway

2021 ◽  
Vol 3 ◽  
pp. 47-64
Author(s):  
Kerk Kee ◽  
Prasad Calyam ◽  
Hariharan Regunath
Keyword(s):  
Decision Making ◽  
Diffusion Of Innovations ◽  
Critical Role ◽  
High Learning ◽  
Science Gateway ◽  
Wide Range ◽  
Medical Researchers ◽  
Machine Communication ◽  
Scientific Questions

The COVID-19 pandemic is an unprecedented global emergency. Clinicians and medical researchers are suddenly thrown into a situation where they need to keep up with the latest and best evidence for decision-making at work in order to save lives and develop solutions for COVID-19 treatments and preventions. However, a challenge is the overwhelming numbers of online publications with a wide range of quality. We explain a science gateway platform designed to help users to filter the overwhelming amount of literature efficiently (with speed) and effectively (with quality), to find answers to their scientific questions. It is equipped with a chatbot to assist users to overcome infodemic, low usability, and high learning curve. We argue that human-machine communication via a chatbot play a critical role in enabling the diffusion of innovations.

scholarly journals The Critical Role of the Construction Industry in Achieving the Sustainable Development Goals (SDGs): Delivering Projects for the Common Good

2021 ◽  
Vol 13 (16) ◽  
pp. 9112
Author(s):  
Wenmei Fei ◽  
Alex Opoku ◽  
Kofi Agyekum ◽  
James Anthony Oppon ◽  
Vian Ahmed ◽  
...  
Keyword(s):  
Sustainable Development ◽  
Construction Industry ◽  
Qualitative Data ◽  
Sustainable Development Goals ◽  
Critical Role ◽  
Clean Energy ◽  
Comparative Review ◽  
Responsible Consumption ◽  
Development Goals

In 2015, the United Nations (UN) adopted the 2030 agenda for Sustainable Development, which set out 17 Sustainable Development Goals (SDGs), 169 targets and 231 unique indicators as a significant initiative towards socio-economic development. The SDGs provide the construction industry with a new lens through which global needs and desires can be translated into business solutions. This paper explores the role of the construction industry in achieving the 2030 Sustainable Development Goals. The paper uses an explanatory sequential design with an initial quantitative instrument phase, followed by a qualitative data collection phase. Following a comparative review of the literature on the 17 SDGs, a questionnaire was designed and administered among 130 respondents, and 105 responses were received. These data were then validated through semi-structured interviews with 16 sustainable construction experts. Data obtained from the semi-structured validation interviews were analysed through side-by-side comparisons of the qualitative data with the quantitative data. The findings show that the construction industry has a critical role in achieving almost all the 17 SDGs. The roles were, however, prevalent in 10 key SDGs, namely: sustainable cities and communities (SDG 11); climate action (SDG 13); clean water and sanitation (SDG 6); responsible consumption and production (SDG 12); industry, innovation and infrastructure (SDG 9); life on land (biodiversity) (SDG 15); gender equality (SDG 5); good health and well-being (SDG 3); affordable and clean energy (SDG 7); decent work and economic growth (SDG 8). The study confirmed the role played by the construction industry in achieving these SDGs. The findings from this study provide further insights into the ever-increasing state-of-the-art regarding the construction industry’s role in achieving Sustainable Development Goals.

Administrative Flexibility and Knowledge in Policy Delivery

2013 ◽  
pp. 260-276
Author(s):  
Nick Letch
Keyword(s):  
Public Policy ◽  
Decision Making ◽  
Public Sector ◽  
Policy Development ◽  
Critical Role ◽  
Information And Communications Technologies ◽  
The Public ◽  
Communications Technologies

Information and communications technologies are emerging as important drivers of reform in the public sector. This chapter explores both enabling and constraining aspects of the role that ICTs can play in transforming the development and delivery of public policy. Two issues are explored: the reduction in flexibility of decision making that frequently accompanies ICT-based initiatives, and the critical role of knowledge embedded in networks of stakeholders in policy development and delivery. A case study, which traces the knowledge embedded in networks of relationships of actors involved in developing and implementing operational policy in an Australian public sector agency, is presented to illustrate the unintended constraints on knowledge activities. A framework for analyzing socio-technical networks involved in integrating ICTs into the cycle of public policy is presented.

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