Reinforcement learning (RL) is an interdisciplinary area of machine learning and optimal control concerned with how an intelligent agent ought to take actions in a dynamic environment in order to maximize the cumulative reward. Reinforcement learning is one of three basic machine learning paradigms, alongside supervised learning and unsupervised learning.
Procedural justice is the idea of fairness in the processes that resolve disputes and allocate resources. One aspect of procedural justice is related to discussions of the administration of justice and legal proceedings. This sense of procedural justice is connected to due process (U.S.), fundamental justice (Canada), procedural fairness (Australia), and natural justice, but the idea of procedural justice can also be applied to nonlegal contexts in which some process is employed to resolve conflict or divide benefits or burdens. Aspects of procedural justice are an area of study in social psychology, sociology, and organizational psychology.
A mindset is an established set of attitudes of a person or group concerning culture, values, philosophy, frame of mind, outlook, and disposition. It may also arise from a person's worldview or beliefs about the meaning of life. A person can have multiple mindsets, whilst the two most common ones are often cited as the growth and fixed mindset, a person also has a money mindset which can be more deeply described as a poverty mindset or a wealth mindset. There are also: abundance mindset, positive mindset, negative mindset, victim mindset, protector mindset, poverty mindset, rich mindset, wealth mindset, losing mindset, and winning mindset among others that form the make up of a person's overall mindset based on the various values, beliefs, experiences and opinions that comprise the thinking on a conscious and unconscious level regarding these things.
Reflective equilibrium is a state of balance or coherence among a set of beliefs arrived at by a process of deliberative mutual adjustment among general principles and particular judgements. Although he did not use the term, philosopher Nelson Goodman introduced the method of reflective equilibrium as an approach to justifying the principles of inductive logic. The term reflective equilibrium was coined by John Rawls and popularized in his A Theory of Justice as a method for arriving at the content of the principles of justice.
Organization development (OD) is the study and implementation of practices, systems, and techniques that affect organizational change. The goal of which is to modify a group's/organization's performance and/or culture. The organizational changes are typically initiated by the group's stakeholders. OD emerged from human relations studies in the 1930s, during which psychologists realized that organizational structures and processes influence worker behavior and motivation.
Organizational learning is the process of creating, retaining, and transferring knowledge within an organization. An organization improves over time as it gains experience. From this experience, it is able to create knowledge. This knowledge is broad, covering any topic that could better an organization. Examples may include ways to increase production efficiency or to develop beneficial investor relations. Knowledge is created at four different units: individual, group, organizational, and inter organizational.
Action research is a philosophy and methodology of research generally applied in the social sciences. It seeks transformative change through the simultaneous process of taking action and doing research, which are linked together by critical reflection. Kurt Lewin, then a professor a MIT, first coined the term "action research" in 1944. In his 1946 paper "Action Research and Minority Problems" he described action research as "a comparative research on the conditions and effects of various forms of social action and research leading to social action" that uses "a spiral of steps, each of which is composed of a circle of planning, action and fact-finding about the result of the action".
Chris Argyris was an American business theorist and professor at Yale School of Management and Harvard Business School. Argyris, like Richard Beckhard, Edgar Schein and Warren Bennis, is known as a co-founder of organization development, and known for seminal work on learning organizations.
The OODA loop was developed by military strategist and United States Air Force Colonel John Boyd. He applied the concept to the combat operations process, often at the operational level during military campaigns. It is often applied to understand commercial operations and learning processes. The approach explains how agility can overcome raw power in dealing with human opponents. It is especially applicable to cyber security and cyberwarfare.
Adaptive management, also known as adaptive resource management or adaptive environmental assessment and management, is a structured, iterative process of robust decision making in the face of uncertainty, with an aim to reducing uncertainty over time via system monitoring. In this way, decision making simultaneously meets one or more resource management objectives and, either passively or actively, accrues information needed to improve future management. Adaptive management is a tool which should be used not only to change a system, but also to learn about the system. Because adaptive management is based on a learning process, it improves long-run management outcomes. The challenge in using the adaptive management approach lies in finding the correct balance between gaining knowledge to improve management in the future and achieving the best short-term outcome based on current knowledge. This approach has more recently been employed in implementing international development programs.
Donald Alan Schön was an American philosopher and professor in urban planning at the Massachusetts Institute of Technology. He developed the concept of reflective practice and contributed to the theory of organizational learning.
In business management, a learning organization is a company that facilitates the learning of its members and continuously transforms itself. The concept was coined through the work and research of Peter Senge and his colleagues.
A learning cycle is a concept of how people learn from experience. A learning cycle will have a number of stages or phases, the last of which can be followed by the first.
Sociocracy is a theory of governance that seeks to create psychologically safe environments and productive organizations. It draws on the use of consent, rather than majority voting, in discussion and decision-making by people who have a shared goal or work process.
Reflective practice is the ability to reflect on one's actions so as to take a critical stance or attitude towards one's own practice and that of one's peers, engaging in a process of continuous adaptation and learning. According to one definition it involves "paying critical attention to the practical values and theories which inform everyday actions, by examining practice reflectively and reflexively. This leads to developmental insight". A key rationale for reflective practice is that experience alone does not necessarily lead to learning; deliberate reflection on experience is essential.
In artificial intelligence, an intelligent agent (IA) is an agent acting in an intelligent manner; It perceives its environment, takes actions autonomously in order to achieve goals, and may improve its performance with learning or acquiring knowledge. An intelligent agent may be simple or complex: A thermostat or other control system is considered an example of an intelligent agent, as is a human being, as is any system that meets the definition, such as a firm, a state, or a biome.
Robert Kegan is an American developmental psychologist. He is a licensed psychologist and practicing therapist, lectures to professional and lay audiences, and consults in the area of professional development and organization development.
In social studies and social policy, intervention theory is the analysis of the decision making problems of intervening effectively in a situation in order to secure desired outcomes. Intervention theory addresses the question of when it is desirable not to intervene and when it is appropriate to do so. It also examines the effectiveness of different types of intervention. The term is used across a range of social and medical practices, including health care, child protection and law enforcement. It is also used in business studies.
The behavioral theory of the firm first appeared in the 1963 book A Behavioral Theory of the Firm by Richard M. Cyert and James G. March. The work on the behavioral theory started in 1952 when March, a political scientist, joined Carnegie Mellon University, where Cyert was an economist.
Organizational metacognition is knowing what an organization knows, a concept related to metacognition, organizational learning, the learning organization and sensemaking. It is used to describe how organizations and teams develop an awareness of their own thinking, learning how to learn, where awareness of ignorance can motivate learning.
Single-loop learning
Double-loop learning
