In psychology, a dual process theory provides an account of how thought can arise in two different ways, or as a result of two different processes. Often, the two processes consist of an implicit (automatic), unconscious process and an explicit (controlled), conscious process. Verbalized explicit processes or attitudes and actions may change with persuasion or education; though implicit process or attitudes usually take a long amount of time to change with the forming of new habits. Dual process theories can be found in social, personality, cognitive, and clinical psychology. It has also been linked with economics via prospect theory and behavioral economics, and increasingly in sociology through cultural analysis.

History The foundations of dual process theory are probably ancient. Spinoza (1632-1677) distinguished between the passions and reason. William James (1842-1910) believed that there were two different kinds of thinking: associative and true reasoning. James theorized that empirical thought was used for things like art and design work. For James, images and thoughts would come to mind of past experiences, providing ideas of comparison or abstractions. He claimed that associative knowledge was only from past experiences describing it as "only reproductive". James believed that true reasoning could enable overcoming "unprecedented situations" just as a map could enable navigating past obstacles.

There are various dual process theories that were produced after William James's work. Dual process models are very common in the study of social psychological variables, such as attitude change. Examples include Petty and Cacioppo's elaboration likelihood model (explained below) and Chaiken's heuristic systematic model. According to these models, persuasion may occur after either intense scrutiny or extremely superficial thinking. In cognitive psychology, attention and working memory have also been conceptualized as relying on two distinct processes. Whether the focus be on social psychology or cognitive psychology, there are many examples of dual process theories produced throughout the past. The following just show a glimpse into the variety that can be found.

Peter Wason and Jonathan St B. T. Evans suggested dual process theory in 1974. In Evans' later theory, there are two distinct types of processes: heuristic processes and analytic processes. He suggested that during heuristic processes, an individual chooses which information is relevant to the current situation. Relevant information is then processed further whereas irrelevant information is not. Following the heuristic processes come analytic processes. During analytic processes, the relevant information that is chosen during the heuristic processes is then used to make judgments about the situation.

Richard E. Petty and John Cacioppo proposed a dual process theory focused in the field of social psychology in 1986. Their theory is called the elaboration likelihood model of persuasion. In their theory, there are two different routes to persuasion in making decisions. The first route is known as the central route and this takes place when a person is thinking carefully about a situation, elaborating on the information they are given, and creating an argument. This route occurs when an individual's motivation and ability are high. The second route is known as the peripheral route and this takes place when a person is not thinking carefully about a situation and uses shortcuts to make judgments. This route occurs when an individual's motivation or ability are low.

Steven Sloman produced another interpretation on dual processing in 1996. He believed that associative reasoning takes stimuli and divides it into logical clusters of information based on statistical regularity. He proposed that how you associate is directly proportional to the similarity of past experiences, relying on temporal and similarity relations to determine reasoning rather than an underlying mechanical structure. The other reasoning process in Sloman's opinion was of the Rule-based system. The system functioned on logical structure and variables based upon rule systems to come to conclusions different from that of the associative system. He also believed that the Rule-based system had control over the associative system, though it could only suppress it. This interpretation corresponds well to earlier work on computational models of dual processes of reasoning.Sun, R. (1994). "Integrating Rules and Connectionism for Robust Commonsense Reasoning." John Wiley and Sons, New York.

Daniel Kahneman provided further interpretation by differentiating the two styles of processing more, calling them intuition and reasoning in 2003. Intuition (or system 1), similar to associative reasoning, was determined to be fast and automatic, usually with strong emotional bonds included in the reasoning process. Kahneman said that this kind of reasoning was based on formed habits and very difficult to change or manipulate. Reasoning (or system 2) was slower and much more volatile, being subject to conscious judgments and attitudes.

Fritz Strack and Roland Deutsch proposed another dual process theory focused in the field of social psychology in 2004 called the Reflective-Impulsive Model (RIM). According to their model, there are two separate systems that control human behavior: the reflective system and the impulsive system. In the reflective system, symbolic representations and propositional reasoning are used to guide decision-making processes based on knowledge, values, and goals. On the other hand, in the impulsive system, decisions are made using associative processes that are automatic based on temporal and spatial proximity. Unlike other dual-process models, Strack and Deutsch emphasize that both systems operate in parallel and interact with each other.

Theories

Dual process learning model Ron Sun proposed a dual-process model of learning (both implicit learning and explicit learning). The model (named CLARION) re-interpreted voluminous behavioral data in psychological studies of implicit learning and skill acquisition in general. The resulting theory is two-level and interactive, based on the idea of the interaction of one-shot explicit rule learning (i.e., explicit learning) and gradual implicit tuning through reinforcement (i.e. implicit learning), and it accounts for many previously unexplained cognitive data and phenomena based on the interaction of implicit and explicit learning.Sun, R. (2002). Duality of the Mind. Mahwah, NJ: Lawrence Erlbaum Associates.

The Dual Process Learning model can be applied to a group-learning environment. This is called The Dual Objective Model of Cooperative Learning and it requires a group practice that consists of both cognitive and affective skills among the team.VERMETTE, PAUL, and Cynthia Kline. GROUP WORK THAT WORKS: Student Collaboration for 21st Century Success. TAYLOR & FRANCIS, 2017. It involves active participation by the teacher to monitor the group throughout its entirety until the product has been successfully completed. The teacher focuses on the effectiveness of cognitive and affective practices within the group's cooperative learning environment. The instructor acts as an aide to the group by encouraging their positive affective behavior and ideas. In addition, the teacher remains, continually watching for improvement in the group's development of the product and interactions amongst the students. The teacher will interject to give feedback on ways the students can better contribute affectively or cognitively to the group as a whole. The goal is to foster a sense of community amongst the group while creating a proficient product that is a culmination of each student's unique ideas.

Dual coding Using a somewhat different approach, Allan Paivio has developed a dual-coding theory of information processing. According to this model, cognition involves the coordinated activity of two independent, but connected systems, a nonverbal system and a verbal system that is specialized to deal with language. The nonverbal system is hypothesized to have developed earlier in evolution. Both systems rely on different areas of the brain. Paivio has reported evidence that nonverbal, visual images are processed more efficiently and are approximately twice as memorable. Additionally, the verbal and nonverbal systems are additive, so one can improve memory by using both types of information during learning.Paivio, A. (2007). Mind and its evolution: A dual coding theoretical approach. Mahwah, NJ. Lawrence Erlbaum Associates. This additive dual coding claim is compatible with evidence that verbalized thinking does not necessarily overcome common faulty intuitions or heuristics, such as studies showing that thinking aloud during heuristics and biases tests did not necessarily improve performance on the test.

Dual-process accounts of reasoning

Background Dual-process accounts of reasoning postulate that there are two systems or minds in one brain. A current theory is that there are two cognitive systems underlying thinking and reasoning and that these different systems were developed through evolution. These systems are often referred to as "implicit" and "explicit" or by the more neutral "System 1" and "System 2", as coined by Keith Stanovich and Richard West.

The systems have multiple names by which they can be called, as well as many different properties.

System 1 John Bargh reconceptualized the notion of an automatic process by breaking down the term "automatic" into four components: awareness, intentionality, efficiency, and controllability. One way for a process to be labeled as automatic is for the person to be unaware of it. There are three ways in which a person may be unaware of a mental process: they can be unaware of the presence of the stimulus (subliminal), how the stimulus is categorized or interpreted (unaware of the activation of stereotype or trait constructs), or the effect the stimulus has on the person's judgments or actions (misattribution). Another way for a mental process to be labeled as automatic is for it to be unintentional. Intentionality refers to the conscious "start up" of a process. An automatic process may begin without the person consciously willing it to start. The third component of automaticity is efficiency. Efficiency refers to the amount of cognitive resources required for a process. An automatic process is efficient because it requires few resources. The fourth component is controllability, referring to the person's conscious ability to stop a process. An automatic process is uncontrollable, meaning that the process will run until completion and the person will not be able to stop it. Bargh conceptualized automaticity as a component view (any combination awareness, intention, efficiency, and control) as opposed to the historical concept of automaticity as an all-or-none dichotomy.

One takeaway from the psychological research on dual process theory is that our System 1 (intuition) is more accurate in areas where we've gathered a lot of data with reliable and fast feedback, like social dynamics, or even cognitive domains in which we've become expert or even merely familiar.

System 2 in humans System 2 is evolutionarily recent and speculated as specific to humans. It is also known as the explicit system, the rule-based system, the rational system, or the analytic system. It performs the more slow and sequential thinking. It is domain-general, performed in the central working memory system. Because of this, it has a limited capacity and is slower than System 1 which correlates it with general intelligence. It is known as the rational system because it reasons according to logical standards. Some overall properties associated with System 2 are that it is rule-based, analytic, controlled, demanding of cognitive capacity, and slow.

Social psychology