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122-498: The main function of the Swiss National Supercomputing Centre is a so-called National User Lab. It is open to all Swiss researchers and their assistants, who can get free access to CSCS' supercomputers in a competitive scientific evaluation process. In addition, the centre operates dedicated computing facilities for specific research projects and national mandates, e.g. weather forecasting . It

244-478: A literary work , a musical composition , a joke ), a physical object (e.g., an invention , a dish or meal, an item of jewelry , a costume , or a painting ). Creativity may also describe the ability to find new solutions to problems , or new methods of performing a task or reaching a goal. Therefore, creativity enables people to solve problems in new or innovative ways. Most ancient cultures (including Ancient Greece , Ancient China , and Ancient India ) lacked

366-410: A research question is identified. A gap in the current literature, as identified by a researcher, then engenders a research question. The research question may be parallel to the hypothesis . The hypothesis is the supposition to be tested. The researcher(s) collects data to test the hypothesis. The researcher(s) then analyzes and interprets the data via a variety of statistical methods, engaging in what

488-412: A "four C" model of creativity. The four "C's" are the following: This model was intended to help accommodate models and theories of creativity that stressed competence as an essential component and the historical transformation of a creative domain as the highest mark of creativity. It also, the authors argued, made a useful framework for analyzing creative processes in individuals. The contrast between

610-569: A "public domain", that of "humanity". This idea gained prevalence as a result of Western colonial history and ignores alternative conceptions of knowledge circulation. For instance, most indigenous communities consider that access to certain information proper to the group should be determined by relationships. There is alleged to be a double standard in the Western knowledge system. On the one hand, "digital right management" used to restrict access to personal information on social networking platforms

732-434: A chair be used?"). Divergent thinking is sometimes used as a synonym for creativity in psychology literature or is considered the necessary precursor to creativity. However, as Runco points out, there is a clear distinction between creative thinking and divergent thinking. Creative thinking focuses on the production, combination, and assessment of ideas to formulate something new and unique, while divergent thinking focuses on

854-584: A desired outcome. Spontaneous behaviors by living creatures are thought to reflect past learned behaviors. In this way, a behaviorist may say that prior learning caused novel behaviors to be reinforced many times over, and the individual has been shaped to produce increasingly novel behaviors. A creative person, according to this definition, is someone who has been reinforced more often for novel behaviors than others. Behaviorists suggest that anyone can be creative, they just need to be reinforced to learn to produce novel behaviors. Another theory about creative people

976-498: A framework for understanding creativity in problem solving , namely the Explicit-Implicit Interaction (EII) theory of creativity. This theory attempts to provide a more unified explanation of relevant phenomena (in part by reinterpreting/integrating various fragmentary existing theories of incubation and insight ). The EII theory relies mainly on five basic principles: A computational implementation of

1098-407: A general agreement that creativity involves the production of novel , useful products." In Robert Sternberg 's words, creativity produces "something original and worthwhile". Authors have diverged dramatically in their precise definitions beyond these general commonalities: Peter Meusburger estimates that over a hundred different definitions can be found in the literature, typically elaborating on

1220-437: A neurobiological description of creative cognition. This interdisciplinary framework integrates theoretical principles and empirical results from neuroeconomics , reinforcement learning , cognitive neuroscience , and neurotransmission research on the locus coeruleus system. It describes how decision-making processes studied by neuroeconomists as well as activity in the locus coeruleus system underlie creative cognition and

1342-467: A non-empirical task is the prototyping of a new drug using a differentiated application of existing knowledge; another is the development of a business process in the form of a flow chart and texts where all the ingredients are from established knowledge. Much of cosmological research is theoretical in nature. Mathematics research does not rely on externally available data; rather, it seeks to prove theorems about mathematical objects . Research ethics

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1464-408: A novel interpretation of previous results. In analytical work, there are typically some new (for example) mathematical results produced or a new way of approaching an existing problem. In some subjects which do not typically carry out experimentation or analysis of this kind, the originality is in the particular way existing understanding is changed or re-interpreted based on the outcome of the work of

1586-480: A number of disciplines, primarily psychology , business studies , and cognitive science ; however, it is also present in education, the humanities (including philosophy and the arts ), theology , and the social sciences (such as sociology , linguistics, and economics ), as well as engineering , technology , and mathematics. Subjects of study include the relationships between creativity and general intelligence, personality, neural processes, and mental health ;

1708-572: A painter that he makes something?" he answers, "Certainly not, he merely imitates ." It is commonly argued that the notion of "creativity" originated in Western cultures through Christianity, as a matter of divine inspiration . According to scholars, "the earliest Western conception of creativity was the Biblical story of the creation given in Genesis ." However, this is not creativity in

1830-451: A potentiality state, because how it will actualize depends on the different internally or externally generated contexts it interacts with. Honing theory is held to explain certain phenomena not dealt with by other theories of creativity—for example, how different works by the same creator exhibit a recognizable style or "voice" even in different creative outlets. This is not predicted by theories of creativity that emphasize chance processes or

1952-552: A problem may aid creative problem-solving. Early work proposed that creative solutions to problems arise mysteriously from the unconscious mind while the conscious mind is occupied on other tasks. This hypothesis is discussed in Csikszentmihalyi 's five-phase model of the creative process which describes incubation as a time when your unconscious takes over. This was supposed to allow for unique connections to be made without our consciousness trying to make logical order out of

2074-468: A research approach. Neither one is less effective than the other since they have their particular purpose in science. Typically empirical research produces observations that need to be explained; then theoretical research tries to explain them, and in so doing generates empirically testable hypotheses; these hypotheses are then tested empirically, giving more observations that may need further explanation; and so on. See Scientific method . A simple example of

2196-493: A single, all-encompassing definition that is embraced by all who engage in it. Research, in its simplest terms, is searching for knowledge and searching for truth. In a formal sense, it is a systematic study of a problem attacked by a deliberately chosen strategy, which starts with choosing an approach to preparing a blueprint (design) and acting upon it in terms of designing research hypotheses, choosing methods and techniques, selecting or developing data collection tools, processing

2318-556: A sub-stage. Wallas considered creativity to be a legacy of the evolutionary process, which allowed humans to quickly adapt to rapidly changing environments. Simonton provides an updated perspective on this view in his book, Origins of Genius: Darwinian Perspectives on creativity . In 1927, Alfred North Whitehead gave the Gifford Lectures at the University of Edinburgh, later published as Process and Reality . He

2440-517: A topic, characterized by a particular attentiveness to controlling sources of bias and error . These activities are characterized by accounting and controlling for biases. A research project may be an expansion of past work in the field. To test the validity of instruments, procedures, or experiments, research may replicate elements of prior projects or the project as a whole. The primary purposes of basic research (as opposed to applied research ) are documentation , discovery , interpretation , and

2562-447: A user lab, CSCS promotes and encourages top-notch research. Simulations created on supercomputers yield completely new insights in science. Consequently, CSCS operates cutting-edge computer systems as an essential service facility for Swiss researchers. These computers aid scientists with diverse issues and requirements - from the pure calculation of complex problems to analysis of complex data. The pool of national high-performance computers

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2684-455: A variety of approaches, such as queer theory or feminist theory. Artistic research , also seen as 'practice-based research', can take form when creative works are considered both the research and the object of research itself. It is the debatable body of thought which offers an alternative to purely scientific methods in research in its search for knowledge and truth. The controversial trend of artistic teaching becoming more academics-oriented

2806-495: A way to explain possible benefits of creativity on mental health. The theory also addresses challenges not addressed by other theories of creativity, such as the factors guiding restructuring and the evolution of creative works. A central feature of honing theory is the notion of a potential state. Honing theory posits that creative thought proceeds not by searching through and randomly "mutating" predefined possibilities but by drawing upon associations that exist due to overlap in

2928-468: A worldview to attempt to resolve dissonance and seek internal consistency amongst its components, whether they be ideas, attitudes, or bits of knowledge. Dissonance in a person's worldview is, in some cases, generated by viewing their peers' creative outputs, and so people pursue their own creative endeavors to restructure their worldviews and reduce dissonance. This shift in worldview and cognitive restructuring through creative acts has also been considered as

3050-521: Is a discipline within the study of applied ethics . Its scope ranges from general scientific integrity and misconduct to the treatment of human and animal subjects. The social responsibilities of scientists and researchers are not traditionally included and are less well defined. The discipline is most developed in medical research . Beyond the issues of falsification, fabrication, and plagiarism that arise in every scientific field, research design in human subject research and animal testing are

3172-688: Is a product of culture and that our social interactions evolve our culture in way that promotes creativity. In everyday thought, people often spontaneously imagine alternatives to reality when they think "if only...". Their counterfactual thinking is viewed as an example of everyday creative processes. It has been proposed that the creation of counterfactual alternatives to reality depends on similar cognitive processes to rational thought. Imaginative thought in everyday life can be categorized based on whether it involves perceptual/motor related mental imagery, novel combinatorial processing, or altered psychological states. This classification aids in understanding

3294-512: Is about transforming those ideas into tangible outcomes that have a practical application. The distinction is critical because creativity without implementation remains an idea, whereas innovation leads to real-world impact. There is also emotional creativity, which is described as a pattern of cognitive abilities and personality traits related to originality and appropriateness in emotional experience. Most ancient cultures, including Ancient Greece , Ancient China , and Ancient India , lacked

3416-462: Is an approach that involves the development of theory as opposed to using observation and experimentation. As such, non-empirical research seeks solutions to problems using existing knowledge as its source. This, however, does not mean that new ideas and innovations cannot be found within the pool of existing and established knowledge. Non-empirical research is not an absolute alternative to empirical research because they may be used together to strengthen

3538-412: Is an interaction between one's conception of the task and one's worldview. The conception of the task changes through interaction with the worldview, and the worldview changes through interaction with the task. This interaction is reiterated until the task is complete, at which point the task is conceived of differently and the worldview is subtly or drastically transformed, following the natural tendency of

3660-526: Is available to its users as a so-called user lab: all researchers in and out of Switzerland can use the supercomputer infrastructure. In addition to the computers of the User Lab, CSCS operates dedicated compute resources for strategic research projects and tasks of national interest. Since 2001, the calculations for the numerical weather prediction of the Swiss meteorological survey MeteoSwiss take place at

3782-590: Is becoming more common. This method has benefits that using one method alone cannot offer. For example, a researcher may choose to conduct a qualitative study and follow it up with a quantitative study to gain additional insights. Big data has brought big impacts on research methods so that now many researchers do not put much effort into data collection; furthermore, methods to analyze easily available huge amounts of data have also been developed. Types of Research Method 1. Observatory Research Method 2. Correlation Research Method Non-empirical ( theoretical ) research

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3904-417: Is celebrated as a protection of privacy, while simultaneously when similar functions are used by cultural groups (i.e. indigenous communities) this is denounced as "access control" and reprehended as censorship. Creativity Creativity is the ability to form novel and valuable ideas or works using one's imagination . Products of creativity may be intangible (e.g., an idea, a scientific theory ,

4026-531: Is credited with having coined the term "creativity" to serve as the ultimate category of his metaphysical scheme: "Whitehead actually coined the term—our term, still the preferred currency of exchange among literature, science, and the arts—a term that quickly became so popular, so omnipresent, that its invention within living memory, and by Alfred North Whitehead of all people, quickly became occluded". Although psychometric studies of creativity had been conducted by The London School of Psychology as early as 1927 with

4148-408: Is data collected specifically for the research, such as through interviews or questionnaires. Secondary data is data that already exists, such as census data, which can be re-used for the research. It is good ethical research practice to use secondary data wherever possible. Mixed-method research, i.e. research that includes qualitative and quantitative elements, using both primary and secondary data,

4270-488: Is divided into audience and affordance , which consider the interdependence of the creative individual with the social and material world, respectively. Although not supplanting the four Ps model in creativity research, the five As model has exerted influence over the direction of some creativity research, and has been credited with bringing coherence to studies across a number of creative domains. There has been much empirical study in psychology and cognitive science of

4392-415: Is known as empirical research . The results of the data analysis in rejecting or failing to reject the null hypothesis are then reported and evaluated. At the end, the researcher may discuss avenues for further research . However, some researchers advocate for the reverse approach: starting with articulating findings and discussion of them, moving "up" to identification of a research problem that emerges in

4514-583: Is known as meta-research . A researcher is a person who conducts research, especially in order to discover new information or to reach a new understanding. In order to be a social researcher or a social scientist , one should have enormous knowledge of subjects related to social science that they are specialized in. Similarly, in order to be a natural science researcher, the person should have knowledge of fields related to natural science ( physics , chemistry , biology , astronomy , zoology and so on). Professional associations provide one pathway to mature in

4636-454: Is leading to artistic research being accepted as the primary mode of enquiry in art as in the case of other disciplines. One of the characteristics of artistic research is that it must accept subjectivity as opposed to the classical scientific methods. As such, it is similar to the social sciences in using qualitative research and intersubjectivity as tools to apply measurement and critical analysis. Artistic research has been defined by

4758-460: Is not feasible, the researcher may collect data on participant and situational characteristics to statistically control for their influence on the dependent, or outcome, variable. If the intent is to generalize from the research participants to a larger population, the researcher will employ probability sampling to select participants. In either qualitative or quantitative research, the researcher(s) may collect primary or secondary data. Primary data

4880-1012: Is often biased in the languages that are preferred ( linguicism ) and the geographic locations where research occurs. Periphery scholars face the challenges of exclusion and linguicism in research and academic publication. As the great majority of mainstream academic journals are written in English, multilingual periphery scholars often must translate their work to be accepted to elite Western-dominated journals. Multilingual scholars' influences from their native communicative styles can be assumed to be incompetence instead of difference. For comparative politics, Western countries are over-represented in single-country studies, with heavy emphasis on Western Europe, Canada, Australia, and New Zealand. Since 2000, Latin American countries have become more popular in single-country studies. In contrast, countries in Oceania and

5002-515: Is only when a range of tests are consistent over many kinds of data, researchers, and methods can one have confidence in the results." Plato in Meno talks about an inherent difficulty, if not a paradox, of doing research that can be paraphrased in the following way, "If you know what you're searching for, why do you search for it?! [i.e., you have already found it] If you don't know what you're searching for, what are you searching for?!" The goal of

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5124-513: Is the investment theory of creativity . This approach suggests that many individual and environmental factors must exist in precise ways for extremely high levels of creativity opposed to average levels of creativity to result. In the investment sense, a person with their particular characteristics in their particular environment may see an opportunity to devote their time and energy into something that has been overlooked by others. The creative person develops an undervalued or under-recognized idea to

5246-609: Is the national competence centre for high-performance computing and serves as a technology platform for Swiss research in computational science . CSCS is an autonomous unit of the Swiss Federal Institute of Technology in Zurich ( ETH Zurich ) and closely collaborates with the local University of Lugano (USI). The building at the new location Lugano-Cornaredo has a pillar-free machine hall of 2,000 m and can be powered with up to 20 MW electricity. Water for cooling

5368-736: Is very powerful strategy for demonstrating methodology to health professions education as well as best suited for exploring challenging problems in health professions educations. In addition, PMP researcher Mandy Sha argued that a project management approach is necessary to control the scope, schedule, and cost related to qualitative research design, participant recruitment, data collection, reporting, as well as stakeholder engagement . The quantitative data collection methods rely on random sampling and structured data collection instruments that fit diverse experiences into predetermined response categories. These methods produce results that can be summarized, compared, and generalized to larger populations if

5490-540: The Caribbean are the focus of very few studies. Patterns of geographic bias also show a relationship with linguicism: countries whose official languages are French or Arabic are far less likely to be the focus of single-country studies than countries with different official languages. Within Africa, English-speaking countries are more represented than other countries. Generalization is the process of more broadly applying

5612-911: The European League of Institutes of the Arts launched The Florence Principles' on the Doctorate in the Arts . The Florence Principles relating to the Salzburg Principles and the Salzburg Recommendations of the European University Association name seven points of attention to specify the Doctorate / PhD in the Arts compared to a scientific doctorate / PhD. The Florence Principles have been endorsed and are supported also by AEC , CILECT , CUMULUS and SAR . The historical method comprises

5734-665: The Latin terms creare (meaning 'to create') and facere (meaning 'to make'). Its derivational suffixes also comes from Latin. The word "create" appeared in English as early as the 14th century—notably in Chaucer's The Parson's Tale to indicate divine creation. The modern meaning of creativity in reference to human creation did not emerge until after the Enlightenment . In a summary of scientific research into creativity, Michael Mumford suggests, "We seem to have reached

5856-510: The School of Dance and Circus (Dans och Cirkushögskolan, DOCH), Stockholm in the following manner – "Artistic research is to investigate and test with the purpose of gaining knowledge within and for our artistic disciplines. It is based on artistic practices, methods, and criticality. Through presented documentation, the insights gained shall be placed in a context." Artistic research aims to enhance knowledge and understanding with presentation of

5978-487: The large-scale brain network dynamics associated with creativity. It suggests that creativity is an optimization and utility-maximization problem that requires individuals to determine the optimal way to exploit and explore ideas (the multi-armed bandit problem ). This utility maximization process is thought to be mediated by the locus coeruleus system, and this creativity framework describes how tonic and phasic locus coeruleus activity work in conjunction to facilitate

6100-443: The research and development (R&D) of methods and systems for the advancement of human knowledge. Approaches to research depend on epistemologies , which vary considerably both within and between humanities and sciences. There are several forms of research: scientific , humanities , artistic , economic, social , business, marketing , practitioner research , life, technological , etc. The scientific study of research practices

6222-451: The researcher . The degree of originality of the research is among the major criteria for articles to be published in academic journals and usually established by means of peer review . Graduate students are commonly required to perform original research as part of a dissertation . Scientific research is a systematic way of gathering data and harnessing curiosity . This research provides scientific information and theories for

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6344-642: The scientific lacuna in culturally sensitive methods of data collection. Western methods of data collection may not be the most accurate or relevant for research on non-Western societies. For example, " Hua Oranga " was created as a criterion for psychological evaluation in Māori populations, and is based on dimensions of mental health important to the Māori people – "taha wairua (the spiritual dimension), taha hinengaro (the mental dimension), taha tinana (the physical dimension), and taha whanau (the family dimension)". Research

6466-594: The "Geneplore" model, in which creativity takes place in two phases: a generative phase, where an individual constructs mental representations called "preinventive" structures, and an exploratory phase where those structures are used to come up with creative ideas. Some evidence shows that when people use their imagination to develop new ideas, those ideas are structured in predictable ways by the properties of existing categories and concepts. Weisberg argued, by contrast, that creativity involves ordinary cognitive processes yielding extraordinary results. Helie and Sun proposed

6588-528: The 1978 Belmont Report . Today, research ethics committees , such as those of the US , UK , and EU , govern and oversee the responsible conduct of research. Meta-research is the study of research through the use of research methods. Also known as "research on research", it aims to reduce waste and increase the quality of research in all fields. Meta-research concerns itself with the detection of bias, methodological flaws, and other errors and inefficiencies. Among

6710-632: The Four P model as individualistic, static, and decontextualized, Vlad Petre Glăveanu proposed a "five A's" model consisting of actor, action, artifact, audience, and affordance. In this model, the actor is the person with attributes but also located within social networks; action is the process of creativity not only in internal cognitive terms but also external, bridging the gap between ideation and implementation; artifacts emphasize how creative products typically represent cumulative innovations over time rather than abrupt discontinuities; and "press/place"

6832-525: The Renaissance that creativity was first observed, not as a conduit for the divine, but from the abilities of " great men ". The development of the modern concept of creativity began in the Renaissance, when creation began to be perceived as having originated from the abilities of the individual and not God. This could be attributed to the leading intellectual movement of the time, aptly named humanism , which developed an intensely human-centric outlook on

6954-525: The Swiss systems biology initiative SystemsX and the Centre for Climate Systems Modelling C2SM at ETH Zurich . For supporting the further development of its supercomputing services, CSCS regularly evaluates relevant new technologies ( technology scouting ) and publishes the results as white papers on its website. In 2009, CSCS and the University of Lugano jointly launched the platform HP2C with

7076-587: The Swiss National Supercomputing Centre. In January 2008, the first operational high-resolution weather forecasting suite in Europe was taken in production on a massively-parallel supercomputer at CSCS. Another dedicated computer resource operated by CSCS is the Swiss tier-2 computer cluster for the Computing Grid of the CERN LHC accelerator. CSCS also provides storage services for massive data sets of

7198-410: The accumulation of expertise, but it is predicted by honing theory, according to which personal style reflects the creator's uniquely structured worldview. Another example is the environmental stimulus for creativity. Creativity is commonly considered to be fostered by a supportive, nurturing, and trustworthy environment conducive to self-actualization. In line with this idea, Gabora posits that creativity

7320-458: The accuracy of observation of the time, the prediction will be verified. As the accuracy of observation improves with time, the hypothesis may no longer provide an accurate prediction. In this case, a new hypothesis will arise to challenge the old, and to the extent that the new hypothesis makes more accurate predictions than the old, the new will supplant it. Researchers can also use a null hypothesis, which states no relationship or difference between

7442-477: The act of conceiving of a variety of ideas that are not necessarily new or unique. Other researchers have occasionally used the terms flexible thinking or fluid intelligence , which are also roughly similar to (but not synonymous with) creativity. While convergent and divergent thinking differ greatly in terms of approach to problem solving, it is believed that both are employed to some degree when solving most real-world problems. In 1992, Finke et al. proposed

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7564-470: The areas that raise ethical questions most often. The list of historic cases includes many large-scale violations and crimes against humanity such as Nazi human experimentation and the Tuskegee syphilis experiment which led to international codes of research ethics. No approach has been universally accepted, but typically-cited codes are the 1947 Nuremberg Code , the 1964 Declaration of Helsinki , and

7686-756: The arts. A simpler understanding by Julian Klein defines artistic research as any kind of research employing the artistic mode of perception. For a survey of the central problematics of today's artistic research, see Giaco Schiesser . According to artist Hakan Topal , in artistic research, "perhaps more so than other disciplines, intuition is utilized as a method to identify a wide range of new and unexpected productive modalities". Most writers, whether of fiction or non-fiction books, also have to do research to support their creative work. This may be factual, historical, or background research. Background research could include, for example, geographical or procedural research. The Society for Artistic Research (SAR) publishes

7808-532: The brain cooperate during creative tasks, suggesting a complex interaction between these networks in facilitating everyday imaginative thought. The term "dialectical theory of creativity" dates back to psychoanalyst Daniel Dervin and was later developed into an interdisciplinary theory. The dialectical theory of creativity starts with the ancient concept that creativity takes place in an interplay between order and chaos. Similar ideas can be found in neuroscience and psychology. Neurobiologically, it can be shown that

7930-419: The career trajectories of eminent creative people in order to map patterns and predictors of creative productivity. Theories of creativity (and empirical investigations of why some people are more creative than others) have focused on a variety of aspects. The dominant factors are usually identified as "the four P's", a framework first put forward by Mel Rhodes : In 2013, based on a sociocultural critique of

8052-454: The concept of an external creative " daemon " (Greek) or " genius " (Latin), linked to the sacred or the divine. However, none of these views are similar to the modern concept of creativity, and the rejection of creativity in favor of discovery and the belief that individual creation was a conduit of the divine would dominate the West probably until the Renaissance and even later. It was during

8174-456: The concept of creativity, seeing art as a form of discovery and not creation. The ancient Greeks had no terms corresponding to "to create" or "creator" except for the expression " poiein " ("to make"), which only applied to poiesis (poetry) and to the poietes (poet, or "maker" who made it. Plato did not believe in art as a form of creation. Asked in the Republic , "Will we say of

8296-539: The concept of creativity, seeing art as a form of discovery, rather than a form of creation. In the Judeo-Christian-Islamic tradition, creativity was seen as the sole province of God, and human creativity was considered an expression of God's work; the modern conception of creativity came about during the Renaissance , influenced by humanist ideas. Scholarly interest in creativity is found in

8418-442: The context (field, organization, environment, etc.) that determines the originality and/or appropriateness of the created object and the processes through which it came about. As an illustration, one definition given by Dr. E. Paul Torrance in the context of assessing an individual's creative ability is "a process of becoming sensitive to problems, deficiencies, gaps in knowledge, missing elements, disharmonies, and so on; identifying

8540-459: The creative process by pioneering theorists such as Graham Wallas and Max Wertheimer . In his work Art of Thought , published in 1926, Wallas presented one of the first models of the creative process. In the Wallas stage model, creative insights and illuminations may be explained by a process consisting of five stages: Wallas' model is also often treated as four stages, with "intimation" seen as

8662-657: The creative process takes place in a dynamic interplay between coherence and incoherence that leads to new and usable neuronal networks. Psychology shows how the dialectics of convergent and focused thinking with divergent and associative thinking leads to new ideas and products. Personality traits like the "Big Five" seem to be dialectically intertwined in the creative process: emotional instability vs. stability, extraversion vs. introversion, openness vs. reserve, agreeableness vs. antagonism, and disinhibition vs. constraint. The dialectical theory of creativity applies also to counseling and psychotherapy. Lin and Vartanian developed

8784-422: The data are collected using proper sampling and data collection strategies. Quantitative research is concerned with testing hypotheses derived from theory or being able to estimate the size of a phenomenon of interest. If the research question is about people, participants may be randomly assigned to different treatments (this is the only way that a quantitative study can be considered a true experiment). If this

8906-623: The data, interpretation, and ending with presenting solution(s) of the problem. Another definition of research is given by John W. Creswell , who states that "research is a process of steps used to collect and analyze information to increase our understanding of a topic or issue". It consists of three steps: pose a question, collect data to answer the question, and present an answer to the question. The Merriam-Webster Online Dictionary defines research more generally to also include studying already existing knowledge: "studious inquiry or examination; especially : investigation or experimentation aimed at

9028-429: The difference between creativity and originality. Götz asserted that one can be creative without necessarily being original. When someone creates something, they are certainly creative at that point, but they may not be original in the case that their creation is not something new. However, originality and creativity can go hand-in-hand. Creativity in general is usually distinguished from innovation in particular, where

9150-513: The difficulty; searching for solutions, making guesses, or formulating hypotheses about the deficiencies: testing and retesting these hypotheses and possibly modifying and retesting them; and finally communicating the results." Ignacio L. Götz, following the etymology of the word, argues that creativity is not necessarily "making". He confines it to the act of creating without thinking about the end product. While many definitions of creativity seem almost synonymous with originality, he also emphasized

9272-424: The discovery and interpretation of facts, revision of accepted theories or laws in the light of new facts, or practical application of such new or revised theories or laws". Original research , also called primary research , is research that is not exclusively based on a summary, review, or synthesis of earlier publications on the subject of research. This material is of a primary-source character. The purpose of

9394-406: The distributed neural cell assemblies that participate in the encoding of experiences in memory. Midway through the creative process, one may have made associations between the current task and previous experiences but not yet disambiguated which aspects of those previous experiences are relevant to the current task. Thus, the creative idea may feel "half-baked.". At that point, it can be said to be in

9516-425: The explanation of the nature and the properties of the world. It makes practical applications possible. Scientific research may be funded by public authorities, charitable organizations, and private organizations. Scientific research can be subdivided by discipline . Generally, research is understood to follow a certain structural process . Though the order may vary depending on the subject matter and researcher,

9638-476: The exploiting and exploring of creative ideas. This framework not only explains previous empirical results but also makes novel and falsifiable predictions at different levels of analysis (ranging from neurobiological to cognitive and personality differences). B.F. Skinner attributed creativity to accidental behaviors that are reinforced by the environment. In behaviorism, creativity can be understood as novel or unusual behaviors that are reinforced if they produce

9760-460: The finding of meta-research is a low rates of reproducibility across a large number of fields. This widespread difficulty in reproducing research has been termed the " replication crisis ." In many disciplines, Western methods of conducting research are predominant. Researchers are overwhelmingly taught Western methods of data collection and study. The increasing participation of indigenous peoples as researchers has brought increased attention to

9882-400: The findings and literature review. The reverse approach is justified by the transactional nature of the research endeavor where research inquiry, research questions, research method, relevant research literature, and so on are not fully known until the findings have fully emerged and been interpreted. Rudolph Rummel says, "... no researcher should accept any one or two tests as definitive. It

10004-461: The following concepts are part of most formal historical research: Research is often conducted using the hourglass model structure of research. The hourglass model starts with a broad spectrum for research, focusing in on the required information through the method of the project (like the neck of the hourglass), then expands the research in the form of discussion and results. The major steps in conducting research are: The steps generally represent

10126-414: The following steps are usually part of most formal research, both basic and applied: A common misconception is that a hypothesis will be proven (see, rather, null hypothesis ). Generally, a hypothesis is used to make predictions that can be tested by observing the outcome of an experiment. If the outcome is inconsistent with the hypothesis, then the hypothesis is rejected (see falsifiability ). However, if

10248-452: The goal to prepare the application codes of Swiss researchers for upcoming supercomputer architectures. 46°1′28.81″N 8°57′36.21″E  /  46.0246694°N 8.9600583°E  / 46.0246694; 8.9600583 Researcher Research is " creative and systematic work undertaken to increase the stock of knowledge ". It involves the collection, organization, and analysis of evidence to increase understanding of

10370-469: The humanities is historical research, which is embodied in historical method . Historians use primary sources and other evidence to systematically investigate a topic, and then to write histories in the form of accounts of the past. Other studies aim to merely examine the occurrence of behaviours in societies and communities, without particularly looking for reasons or motivations to explain these. These studies may be qualitative or quantitative, and can use

10492-426: The independent or dependent variables. Research in the humanities involves different methods such as for example hermeneutics and semiotics . Humanities scholars usually do not search for the ultimate correct answer to a question, but instead, explore the issues and details that surround it. Context is always important, and context can be social, historical, political, cultural, or ethnic. An example of research in

10614-452: The individual attributes of a person, such as their aesthetic taste, while Chinese people view creativity more in terms of the social influence of creative people (i.e., what they can contribute to society). Mpofu et al. surveyed 28 African languages and found that 27 had no word which directly translated to "creativity" (the exception being Arabic). The linguistic relativity hypothesis (i.e., that language can affect thought) suggests that

10736-427: The intersection of two quite different frames of reference. In the 1990s, various approaches in cognitive science that dealt with metaphor , analogy , and structure mapping converged, and a new integrative approach to the study of creativity in science, art, and humor emerged under the label conceptual blending . Honing theory, developed principally by psychologist Liane Gabora , posits that creativity arises due to

10858-569: The lack of an equivalent word for "creativity" may affect the views of creativity among speakers of such languages. However, more research would be needed to establish this, and there is certainly no suggestion that this linguistic difference makes people any less, or more, creative. Nevertheless, it is true that there has been very little research on creativity in Africa, and there has also been very little research on creativity in Latin America. Creativity has been more thoroughly researched in

10980-404: The late 2000s. Peer review is a form of self-regulation by qualified members of a profession within the relevant field. Peer review methods are employed to maintain standards of quality, improve performance, and provide credibility. In academia, scholarly peer review is often used to determine an academic paper's suitability for publication. Usually, the peer review process involves experts in

11102-536: The modern sense, which did not arise until the Renaissance . In the Judeo-Christian-Islamic tradition, creativity was the sole province of God; humans were not considered to have the ability to create something new except as an expression of God's work. A concept similar to that in Christianity existed in Greek culture. For instance, Muses were seen as mediating inspiration from the gods. Romans and Greeks invoked

11224-442: The neural foundations and practical implications of imagination. Creative thinking is a central aspect of everyday life, encompassing both controlled and undirected processes. This includes divergent thinking and stage models, highlighting the importance of extra- and meta-cognitive contributions to imaginative thought. Brain network dynamics play a crucial role in creative cognition. The default and executive control networks in

11346-540: The northern hemisphere, but here again there are cultural differences, even between countries or groups of countries in close proximity. For example, in Scandinavian countries, creativity is seen as an individual attitude which helps in coping with life's challenges, while in Germany, creativity is seen more as a process that can be applied to help solve problems. James C. Kaufman and Ronald A. Beghetto introduced

11468-480: The original research is to produce new knowledge rather than present the existing knowledge in a new form (e.g., summarized or classified). Original research can take various forms, depending on the discipline it pertains to. In experimental work, it typically involves direct or indirect observation of the researched subject(s), e.g., in the laboratory or in the field, documents the methodology , results, and conclusions of an experiment or set of experiments, or offers

11590-451: The outcome is consistent with the hypothesis, the experiment is said to support the hypothesis. This careful language is used because researchers recognize that alternative hypotheses may also be consistent with the observations. In this sense, a hypothesis can never be proven, but rather only supported by surviving rounds of scientific testing and, eventually, becoming widely thought of as true. A useful hypothesis allows prediction and within

11712-423: The overall process; however, they should be viewed as an ever-changing iterative process rather than a fixed set of steps. Most research begins with a general statement of the problem, or rather, the purpose for engaging in the study. The literature review identifies flaws or holes in previous research which provides justification for the study. Often, a literature review is conducted in a given subject area before

11834-544: The point that it is established as a new and creative idea. Just like in the financial world, some investments are worth the buy-in, while others are less productive and do not build to the extent that the investor expected. This investment theory of creativity asserts that creativity might rely to some extent on the right investment of effort being added to a field at the right time in the right way. Jürgen Schmidhuber 's formal theory of creativity postulates that creativity, curiosity, and interestingness are by-products of

11956-440: The potential for fostering creativity through education, training, and organizational practices; the factors that determine how creativity is evaluated and perceived; and the fostering of creativity for national economic benefit. According to Harvard Business School , creativity benefits business by encouraging innovation, boosting productivity, enabling adaptability, and fostering growth. The English word "creativity" comes from

12078-463: The problem. J. P. Guilford drew a distinction between convergent and divergent production (commonly renamed convergent and divergent thinking ). Convergent thinking involves aiming for a single, correct, or best solution to a problem (e.g., "How can we get a crewed rocket to land on the moon safely and within budget?"). Divergent thinking, on the other hand, involves the creative generation of multiple answers to an open-ended prompt (e.g., "How can

12200-412: The problem. Ward lists various hypotheses that have been advanced to explain why incubation may aid creative problem-solving and notes how some empirical evidence is consistent with a different hypothesis: Incubation aids creative problems in that it enables "forgetting" of misleading clues. The absence of incubation may lead the problem solver to become fixated on inappropriate strategies of solving

12322-468: The processes through which creativity occurs. Interpretation of the results of these studies has led to several possible explanations of the sources and methods of creativity. "Incubation" is a temporary break from creative problem solving that can result in insight. Empirical research has investigated whether, as the concept of "incubation" in Wallas 's model implies, a period of interruption or rest from

12444-536: The recognition of creativity (as measured) as a separate aspect of human cognition from IQ -type intelligence, into which it had previously been subsumed. Guilford's work suggested that above a threshold level of IQ, the relationship between creativity and classically measured intelligence broke down. Creativity is viewed differently in different countries. For example, cross-cultural research centered in Hong Kong found that Westerners view creativity more in terms of

12566-446: The research process is to produce new knowledge or deepen understanding of a topic or issue. This process takes three main forms (although, as previously discussed, the boundaries between them may be obscure): There are two major types of empirical research design: qualitative research and quantitative research. Researchers choose qualitative or quantitative methods according to the nature of the research topic they want to investigate and

12688-571: The research profession. The word research is derived from the Middle French " recherche ", which means "to go about seeking", the term itself being derived from the Old French term "recerchier," a compound word from "re-" + "cerchier", or "sercher", meaning 'search'. The earliest recorded use of the term was in 1577. Research has been defined in a number of different ways, and while there are similarities, there does not appear to be

12810-697: The research questions they aim to answer: Qualitative research refers to much more subjective non-quantitative, use different methods of collecting data, analyzing data, interpreting data for meanings, definitions, characteristics, symbols metaphors of things. Qualitative research further classified into the following types: Ethnography: This research mainly focus on culture of group of people which includes share attributes, language, practices, structure, value, norms and material things, evaluate human lifestyle. Ethno: people, Grapho: to write, this disciple may include ethnic groups, ethno genesis, composition, resettlement and social welfare characteristics. Phenomenology : It

12932-439: The same elite status as those of North America and Europe, because limitations on the availability of resources including high-quality paper and sophisticated image-rendering software and printing tools render these publications less able to satisfy standards currently carrying formal or informal authority in the publishing industry. These limitations in turn result in the under-representation of scholars from periphery nations among

13054-452: The same field who are consulted by editors to give a review of the scholarly works produced by a colleague of theirs from an unbiased and impartial point of view, and this is usually done free of charge. The tradition of peer reviews being done for free has however brought many pitfalls which are also indicative of why most peer reviewers decline many invitations to review. It was observed that publications from periphery countries rarely rise to

13176-428: The self-organizing, self-mending nature of a worldview. The creative process is a way in which the individual hones (and re-hones) an integrated worldview. Honing theory places emphasis not only on the externally visible creative outcome but also on the internal cognitive restructuring and repair of the worldview brought about by the creative process and production. When one is faced with a creatively demanding task, there

13298-440: The separation being made between talent (productive, but not new ground) and genius. As an independent topic of study, creativity effectively received little attention until the 19th century. Runco and Albert argue that creativity as the subject of proper study began seriously to emerge in the late 19th century with the increased interest in individual differences inspired by the arrival of Darwinism . In particular, they refer to

13420-413: The set of publications holding prestige status relative to the quantity and quality of those scholars' research efforts, and this under-representation in turn results in disproportionately reduced acceptance of the results of their efforts as contributions to the body of knowledge available worldwide. The open access movement assumes that all information generally deemed useful should be free and belongs to

13542-577: The stress is on implementation. For example, Teresa Amabile and Pratt define creativity as the production of novel and useful ideas and innovation as the implementation of creative ideas, while the OECD and Eurostat state that "[i]nnovation is more than a new idea or an invention. An innovation requires implementation, either by being put into active use or by being made available for use by other parties, firms, individuals, or organizations." Therefore, while creativity involves generating new ideas, innovation

13664-471: The supercomputers is taken from Lake Lugano in 45m depth and pumped over a distance of 2.8 km to the centre. Thus, little energy is consumed for providing the cooling and the computer centre achieves a high energy efficiency with a PUE < 1.25. Supercomputer procurements at CSCS can be categorised into two phases: In the first phase from 1991 to 2011, the centre focused on proven technologies in order to facilitate user access to its services. This strategy

13786-421: The techniques and guidelines by which historians use historical sources and other evidence to research and then to write history. There are various history guidelines that are commonly used by historians in their work, under the headings of external criticism, internal criticism, and synthesis. This includes lower criticism and sensual criticism. Though items may vary depending on the subject matter and researcher,

13908-683: The terms "Big C" and "Little C" has been widely used. Kozbelt, Beghetto, and Runco use a little-c/Big-C model to review major theories of creativity. Margaret Boden distinguishes between h-creativity (historical) and p-creativity (personal). Ken Robinson and Anna Craft focused on creativity in a general population, particularly with respect to education. Craft makes a similar distinction between "high" and "little c" creativity and cites Robinson as referring to "high" and "democratic" creativity. Mihaly Csikszentmihalyi defined creativity in terms of individuals judged to have made significant creative, perhaps domain-changing contributions. Simonton analyzed

14030-453: The theory was developed based on the CLARION cognitive architecture and used to simulate relevant human data. This work is an initial step in the development of process-based theories of creativity encompassing incubation, insight, and various other related phenomena. In The Act of Creation , Arthur Koestler introduced the concept of bisociation – that creativity arises as a result of

14152-634: The triannual Journal for Artistic Research ( JAR ), an international, online, open access , and peer-reviewed journal for the identification, publication, and dissemination of artistic research and its methodologies, from all arts disciplines and it runs the Research Catalogue (RC), a searchable, documentary database of artistic research, to which anyone can contribute. Patricia Leavy addresses eight arts-based research (ABR) genres: narrative inquiry, fiction-based research, poetry, music, dance, theatre, film, and visual art. In 2016,

14274-418: The valid results of one study. Studies with a narrow scope can result in a lack of generalizability, meaning that the results may not be applicable to other populations or regions. In comparative politics, this can result from using a single-country study, rather than a study design that uses data from multiple countries. Despite the issue of generalizability, single-country studies have risen in prevalence since

14396-471: The work of Francis Galton , who, through his eugenicist outlook took a keen interest in the heritability of intelligence, with creativity taken as an aspect of genius. In the late 19th and early 20th centuries, leading mathematicians and scientists such as Hermann von Helmholtz (1896) and Henri Poincaré (1908) began to reflect on and publicly discuss their creative processes. The insights of Poincaré and von Helmholtz were built on in early accounts of

14518-604: The work of H.L. Hargreaves into the Faculty of Imagination, the formal psychometric measurement of creativity, from the standpoint of orthodox psychological literature, is usually considered to have begun with J.P. Guilford 's address to the American Psychological Association in 1950. The address helped to popularize the study of creativity and to focus attention on scientific approaches to conceptualizing creativity. Statistical analyzes led to

14640-412: The world, valuing the intellect and achievement of the individual. From this philosophy arose the Renaissance man (or polymath), an individual who embodies the principles of humanism in their ceaseless courtship with knowledge and creation. One of the most well-known and immensely accomplished examples is Leonardo da Vinci . However, the shift from divine inspiration to the abilities of the individual

14762-456: Was centred on the SX vector processor architecture of NEC . The IBM SP4 , installed 2002, was the first production system of CSCS with a massively-parallel computer architecture. The procurement of the first Cray XT3 in Europe in 2005 marked the beginning of the second phase. Since then, CSCS concentrates on early technologies, preferably before they become a generally available product. Run as

14884-539: Was gradual and would not become immediately apparent until the Enlightenment . By the 18th century and the Age of Enlightenment, mention of creativity (notably in aesthetics ), linked with the concept of imagination, became more frequent. In the writing of Thomas Hobbes , imagination became a key element of human cognition; William Duff was one of the first to identify imagination as a quality of genius, typifying

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