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In research design , especially in psychology , social sciences , life sciences and physics , operationalization or operationalisation is a process of defining the measurement of a phenomenon which is not directly measurable , though its existence is inferred from other phenomena. Operationalization thus defines a fuzzy concept so as to make it clearly distinguishable, measurable, and understandable by empirical observation . In a broader sense, it defines the extension of a concept —describing what is and is not an instance of that concept. For example, in medicine, the phenomenon of health might be operationalized by one or more indicators like body mass index or tobacco smoking . As another example, in visual processing the presence of a certain object in the environment could be inferred by measuring specific features of the light it reflects. In these examples, the phenomena are difficult to directly observe and measure because they are general/abstract (as in the example of health) or they are latent (as in the example of the object). Operationalization helps infer the existence, and some elements of the extension, of the phenomena of interest by means of some observable and measurable effects they have.

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130-419: Sometimes multiple or competing alternative operationalizations for the same phenomenon are available. Repeating the analysis with one operationalization after the other can determine whether the results are affected by different operationalizations. This is called checking robustness. If the results are (substantially) unchanged, the results are said to be robust against certain alternative operationalizations of

260-447: A crucial experiment . If the experimental results confirm the predictions, then the hypotheses are considered more likely to be correct, but might still be wrong and continue to be subject to further testing. The experimental control is a technique for dealing with observational error. This technique uses the contrast between multiple samples, or observations, or populations, under differing conditions, to see what varies or what remains

390-437: A foreign language usually include study of important works of the literature in that language, as well as the language itself. In everyday language, law refers to a rule that is enforced by a governing institution, as opposed to a moral or ethical rule that is not subject to formal enforcement. The study of law can be seen as either a social science or a humanities discipline, depending on one's perspective. Some see it as

520-410: A 1919 solar eclipse supported General Relativity rather than Newtonian gravitation . [REDACTED] Watson and Crick showed an initial (and incorrect) proposal for the structure of DNA to a team from King's College London – Rosalind Franklin , Maurice Wilkins , and Raymond Gosling . Franklin immediately spotted the flaws which concerned the water content. Later Watson saw Franklin's photo 51 ,

650-518: A controlled setting, such as a laboratory, or made on more or less inaccessible or unmanipulatable objects such as stars or human populations. The measurements often require specialized scientific instruments such as thermometers , spectroscopes , particle accelerators , or voltmeters , and the progress of a scientific field is usually intimately tied to their invention and improvement. I am not accustomed to saying anything with certainty after only one or two observations. The scientific definition of

780-521: A deep level, and work out the implications of that assumption, which is the General Theory of Relativity. Thus, a breakthrough in science was achieved by disregarding different operational definitions of scientific measurements and realizing that they both described a single theoretical concept. Einstein's disagreement with the operationalist approach was criticized by Bridgman as follows: "Einstein did not carry over into his general relativity theory

910-494: A degree in the humanities. By 2010, this figure had risen to 2.6%. This represents a doubling of the number of Americans with degrees in the humanities over a 60-year period. The increase in the number of Americans with humanities degrees is in part due to the overall rise in college enrollment in the United States. In 1940, 4.6% of Americans had a four-year degree, but by 2016, this figure had risen to 33.4%. This means that

1040-411: A detailed X-ray diffraction image, which showed an X-shape and was able to confirm the structure was helical. Once predictions are made, they can be sought by experiments. If the test results contradict the predictions, the hypotheses which entailed them are called into question and become less tenable. Sometimes the experiments are conducted incorrectly or are not very well designed when compared to

1170-410: A different logic when testing a formal (quantitative) hypothesis and testing working hypothesis (qualitative). For formal hypotheses the concepts are represented empirically (or operationalized) as numeric variables and tested using inferential statistics . Working hypotheses (particularly in the social and administrative sciences), however, are tested through evidence collection and the assessment of

1300-433: A drug to cure this particular disease?" This stage frequently involves finding and evaluating evidence from previous experiments, personal scientific observations or assertions, as well as the work of other scientists. If the answer is already known, a different question that builds on the evidence can be posed. When applying the scientific method to research, determining a good question can be very difficult and it will affect

1430-444: A field called the digital humanities . Scientific method The scientific method is an empirical method for acquiring knowledge that has been referred to while doing science since at least the 17th century. The scientific method involves careful observation coupled with rigorous scepticism , because cognitive assumptions can distort the interpretation of the observation . Scientific inquiry includes creating

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1560-433: A fixed sequence of steps, it actually represents a set of general principles. Not all steps take place in every scientific inquiry (nor to the same degree), and they are not always in the same order. Numerous discoveries have not followed the textbook model of the scientific method and chance has played a role, for instance. The history of scientific method considers changes in the methodology of scientific inquiry, not

1690-498: A force and observing the acceleration, from Newton's Second Law of Motion ; and gravitational , defined by putting the object on a scale or balance. Previously, no one had paid any attention to the different operations used because they always produced the same results, but the key insight of Einstein was to posit the Principle of Equivalence that the two operations would always produce the same result because they were equivalent at

1820-431: A guideline for proceeding: The iterative cycle inherent in this step-by-step method goes from point 3 to 6 and back to 3 again. While this schema outlines a typical hypothesis/testing method, many philosophers, historians, and sociologists of science, including Paul Feyerabend , claim that such descriptions of scientific method have little relation to the ways that science is actually practiced. The basic elements of

1950-412: A larger framework of concepts. When there is a large empirical research question or purpose the conceptual framework that organizes the response to the question must be operationalized before the data collection can begin. If a scholar constructs a questionnaire based on a conceptual framework, they have operationalized the framework. Most serious empirical research should involve operationalization that

2080-463: A mutual contempt for one another, the former looking down on the latter as unscientific, the latter regarding the former as philistine . […] The difference comes down to the fact that social science really wants to be predictive, meaning that man is predictable, while the humanities say that he is not. For many decades, there has been a growing public perception that a humanities education inadequately prepares graduates for employment. The common belief

2210-433: A particular path. In the liberal arts tradition, musicology is also used to broaden skills of non-musicians by teaching skills, including concentration and listening. Theatre (or theater) (Greek "theatron", θέατρον ) is the branch of the performing arts concerned with acting out stories in front of an audience using combinations of speech, gesture, music, dance, sound and spectacle — indeed any one or more elements of

2340-403: A phenomenon under study. Albert Einstein once observed that "there is no logical bridge between phenomena and their theoretical principles." Charles Sanders Peirce , borrowing a page from Aristotle ( Prior Analytics , 2.25 ) described the incipient stages of inquiry , instigated by the "irritation of doubt" to venture a plausible guess, as abductive reasoning . The history of science

2470-434: A plane from New York to Paris is an experiment that tests the aerodynamical hypotheses used for constructing the plane. These institutions thereby reduce the research function to a cost/benefit, which is expressed as money, and the time and attention of the researchers to be expended, in exchange for a report to their constituents. Current large instruments, such as CERN's Large Hadron Collider (LHC), or LIGO , or

2600-410: A predecessor idea, but perhaps more in its ability to stimulate the research that will illuminate ... bald suppositions and areas of vagueness. In general, scientists tend to look for theories that are " elegant " or " beautiful ". Scientists often use these terms to refer to a theory that is following the known facts but is nevertheless relatively simple and easy to handle. Occam's Razor serves as

2730-453: A question, such as "are you angry", or "how angry are you?". This operation is problematic, however, because it depends upon the definition of the individual. Some people might be subjected to a mild annoyance, and become slightly angry, but describe themselves as "extremely angry," whereas others might be subjected to a severe provocation, and become very angry, but describe themselves as "slightly angry." In addition, in many circumstances it

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2860-454: A red robe, rather than the modulations of that colour brought about by light, shade and reflection). A characteristic of this style is that the local colour is often defined by an outline (a contemporary equivalent is the cartoon). This is evident in, for example, the art of India, Tibet and Japan. Religious Islamic art forbids iconography, and expresses religious ideas through geometry instead. The physical and rational certainties depicted by

2990-432: A researcher may wish to measure the concept "anger." Its presence, and the depth of the emotion, cannot be directly measured by an outside observer because anger is intangible. Rather, other measures are used by outside observers, such as facial expression, choice of vocabulary, loudness and tone of voice. If a researcher wants to measure the depth of "anger" in various persons, the most direct operation would be to ask them

3120-519: A rule of thumb for choosing the most desirable amongst a group of equally explanatory hypotheses. To minimize the confirmation bias that results from entertaining a single hypothesis, strong inference emphasizes the need for entertaining multiple alternative hypotheses, and avoiding artifacts. [REDACTED] James D. Watson , Francis Crick , and others hypothesized that DNA had a helical structure. This implied that DNA's X-ray diffraction pattern would be 'x shaped'. This prediction followed from

3250-619: A set of phenomena. Normally, hypotheses have the form of a mathematical model . Sometimes, but not always, they can also be formulated as existential statements , stating that some particular instance of the phenomenon being studied has some characteristic and causal explanations, which have the general form of universal statements , stating that every instance of the phenomenon has a particular characteristic. Scientists are free to use whatever resources they have – their own creativity, ideas from other fields, inductive reasoning , Bayesian inference , and so on – to imagine possible explanations for

3380-421: A significant historical element —as distinguished from the mainly empirical approaches of science . The humanities include the studies of philosophy , religion , history , language arts ( literature , writing , oratory , rhetoric , poetry , etc.), performing arts ( theater , music , dance , etc.), and visual arts ( painting , sculpture , photography , filmmaking , etc.). Some definitions of

3510-437: A social science because of its objective and measurable nature, while others view it as a humanities discipline because of its focus on values and interpretation. Law is not always enforceable, especially in the international relations context. Law has been defined in various ways, such as "a system of rules", "an interpretive concept" for achieving justice, "an authority" to mediate between people's interests, or "the command of

3640-602: A source of reliable benchmarks to guide analysis of the state of the humanities in the United States. The 1980 United States Rockefeller Commission on the Humanities described the humanities in its report "The Humanities in American Life": Through the humanities we reflect on the fundamental question: What does it mean to be human? The humanities offer clues but never a complete answer. They reveal how people have tried to make moral, spiritual, and intellectual sense of

3770-575: A sovereign" backed by the threat of punishment. However one likes to think of law, it is a completely central social institution. Legal policy is shaped by the practical application of ideas from many social science and humanities disciplines, including philosophy, history, political science, economics, anthropology, and sociology. Law is politics , because politicians create them. Law is philosophy , because moral and ethical persuasions shape their ideas. Law tells many of history 's stories, because statutes, case law and codifications build up over time. Law

3900-481: A surface by applying pressure from a tool, or moving a tool across a surface. Common tools are graphite pencils , pen and ink , inked brushes , wax color pencils , crayons , charcoals , pastels , and markers . Digital tools that simulate the effects of these are also used. The main techniques used in drawing are: line drawing, hatching , crosshatching, random hatching, scribbling, stippling , and blending. A computer aided designer who excels in technical drawing

4030-584: A term sometimes differs substantially from its natural language usage. For example, mass and weight overlap in meaning in common discourse, but have distinct meanings in mechanics . Scientific quantities are often characterized by their units of measure which can later be described in terms of conventional physical units when communicating the work. New theories are sometimes developed after realizing certain terms have not previously been sufficiently clearly defined. For example, Albert Einstein 's first paper on relativity begins by defining simultaneity and

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4160-513: A testable hypothesis through inductive reasoning , testing it through experiments and statistical analysis, and adjusting or discarding the hypothesis based on the results. Although procedures vary between fields , the underlying process is often similar. In more detail: the scientific method involves making conjectures (hypothetical explanations), predicting the logical consequences of hypothesis, then carrying out experiments or empirical observations based on those predictions. A hypothesis

4290-593: A universally accepted definition, but which has variably included all written work; writing that possesses literary merit; and language that emphasizes its own literary features, as opposed to ordinary language . Etymologically the term derives from the Latin word literatura /litteratura which means "writing formed with letters", although some definitions include spoken or sung texts . Literature can be classified as fiction or non-fiction ; poetry or prose . It can be further distinguished according to major forms such as

4420-541: A variety of settings, from small dance studios to large theaters. Definitions of what constitutes dance are dependent on social , cultural , aesthetic , artistic , and moral constraints and range from functional movement (such as Folk dance ) to codified, virtuoso techniques such as ballet . The great traditions in art have a foundation in the art of one of the ancient civilizations, such as Ancient Japan , Greece and Rome , China , India , Greater Nepal , Mesopotamia and Mesoamerica . Ancient Greek art saw

4550-531: A veneration of the human physical form and the development of equivalent skills to show musculature, poise, beauty and anatomically correct proportions. Ancient Roman art depicted gods as idealized humans, shown with characteristic distinguishing features (e.g., Zeus ' thunderbolt). The emphasis on spiritual and religious themes in Byzantine and Gothic art of the Middle Ages reflected the dominance of

4680-555: A world where irrationality, despair, loneliness, and death are as conspicuous as birth, friendship, hope, and reason. The Commission on the Humanities and Social Sciences 2013 report "The Heart of the Matter" supports the notion of a broad " liberal arts education ", which includes study in disciplines from the natural sciences to the arts as well as the humanities. Many colleges provide such an education; some require it. The University of Chicago and Columbia University were among

4810-413: Is a conjecture based on knowledge obtained while seeking answers to the question. Hypotheses can be very specific or broad but must be falsifiable , implying that it is possible to identify a possible outcome of an experiment or observation that conflicts with predictions deduced from the hypothesis; otherwise, the hypothesis cannot be meaningfully tested. While the scientific method is often presented as

4940-477: Is actually two or more distinct concepts. Bridgman proposed that if only operationally defined concepts are used, this will never happen. Bridgman's theory was criticized because "length" is measured in various ways (e.g. it is impossible to use a measuring rod to measure the distance to the Moon), so "length" logically is not one concept but many , with some concepts requiring knowledge of geometry . Each concept

5070-640: Is also a specialized form of fine art in which the artists perform their work live to an audience. This is called Performance art . Most performance art also involves some form of plastic art, perhaps in the creation of props . Dance was often referred to as a plastic art during the Modern dance era. Musicology as an academic discipline can take a number of different paths, including historical musicology , music literature, ethnomusicology and music theory . Undergraduate music majors generally take courses in all of these areas, while graduate students focus on

5200-527: Is also economics, because any rule about contract , tort , property law , labour law , company law and many more can have long-lasting effects on how productivity is organised and the distribution of wealth. The noun law derives from the Old English word lagu , meaning something laid down or fixed, and the adjective legal comes from the Latin word LEX . Literature is a term that does not have

5330-529: Is also used to describe methods of non-verbal communication (see body language ) between humans or animals ( bee dance , mating dance), and motion in inanimate objects ( the leaves danced in the wind ). Choreography is the process of creating dances, and the people who create choreography are known as choreographers. Choreographers use movement, music , and other elements to create expressive and artistic dances. They may work alone or with other artists to create new works, and their work can be presented in

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5460-404: Is commonly regarded as a social science . Based on current knowledge, it seems that all known cultures, both in the past and present, have some form of belief system or religious practice. While there may be isolated individuals or groups who do not practice any form of religion, it is not known if there has ever been a society that was entirely devoid of religious belief. The definition of religion

5590-450: Is contested. While the scientific study of language is known as linguistics and is generally considered a social science , a natural science or a cognitive science , the study of languages is also central to the humanities. A good deal of twentieth- and twenty-first-century philosophy has been devoted to the analysis of language and to the question of whether, as Wittgenstein claimed, many of our philosophical confusions derive from

5720-475: Is cut or shaved down to the desired form, like stone and wood. In the West, the history of the humanities can be traced to ancient Greece, as the basis of a broad education for citizens. During Roman times, the concept of the seven liberal arts evolved, involving grammar , rhetoric and logic (the trivium ), along with arithmetic , geometry , astronomy and music (the quadrivium ). These subjects formed

5850-403: Is distinguished from other ways of addressing these issues by its critical, generally systematic approach and its reliance on reasoned argument, rather than experiments ( experimental philosophy being an exception). Philosophy used to be a very comprehensive term, including what have subsequently become separate disciplines, such as physics . (As Immanuel Kant noted, "Ancient Greek philosophy

5980-399: Is essential that the outcome of testing such a prediction be currently unknown. Only in this case does a successful outcome increase the probability that the hypothesis is true. If the outcome is already known, it is called a consequence and should have already been considered while formulating the hypothesis . If the predictions are not accessible by observation or experience, the hypothesis

6110-424: Is filled with stories of scientists claiming a "flash of inspiration", or a hunch, which then motivated them to look for evidence to support or refute their idea. Michael Polanyi made such creativity the centerpiece of his discussion of methodology. William Glen observes that the success of a hypothesis, or its service to science, lies not simply in its perceived "truth", or power to displace, subsume or reduce

6240-453: Is impractical to ask subjects whether they are angry. Since one of the measures of anger is loudness, the researcher can operationalize the concept of anger by measuring how loudly the subject speaks compared to his normal tone. However, this must assume that loudness is a uniform measure. Some might respond verbally while others might respond physically. One of the main critics of operationalism in social science argues that "the original goal

6370-511: Is no formalized register of colors. However, the Pantone system is widely used in the printing and design industry to standardize color reproduction. Modern artists have extended the practice of painting considerably to include, for example, collage . This began with cubism and is not painting in strict sense. Some modern painters incorporate different materials such as sand , cement , straw or wood for their texture. Examples of these are

6500-546: Is no longer statistically significant. Humanities graduates can boost their incomes if they obtain advanced or professional degrees. Humanities majors are sought after in many areas of business, specifically for their critical thinking and problem-solving skills. While often considered "soft skills", humanities majors gain skills such as "include persuasive written and oral communication, creative problem-solving, teamwork, decision-making, self-management, and critical analysis". The Humanities Indicators , unveiled in 2009 by

6630-543: Is not one perfect way to operationalize. For example, in the United States the concept distance driven would be operationalized as miles, whereas kilometers would be used in Europe. Operationalization is part of the empirical research process. An example is the empirical research question of if job satisfaction influences job turnover. Both job satisfaction and job turnover need to be measured. The concepts and their relationship are important — operationalization occurs within

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6760-456: Is not universal, and different cultures may have different ideas about what constitutes religion. Religion may be characterized with a community since humans are social animals . Rituals are used to bound the community together. Social animals require rules. Ethics is a requirement of society, but not a requirement of religion. Shinto, Daoism, and other folk or natural religions do not have ethical codes. While some religions do include

6890-417: Is not yet testable and so will remain to that extent unscientific in a strict sense. A new technology or theory might make the necessary experiments feasible. For example, while a hypothesis on the existence of other intelligent species may be convincing with scientifically based speculation, no known experiment can test this hypothesis. Therefore, science itself can have little to say about the possibility. In

7020-415: Is referred to as a draftsman or draughtsman . Literally, painting is the practice of applying pigment suspended in a carrier (or medium ) and a binding agent (a glue ) to a surface (support) such as paper , canvas or a wall. However, when used in an artistic sense, it means the use of this activity in combination with drawing , composition and other aesthetic considerations in order to manifest

7150-440: Is systematically collected information about the past . When used as the name of a field of study , history refers to the study and interpretation of the record of humans , societies , institutions, and any topic that has changed over time. Traditionally, the study of history has been considered a part of the humanities. In modern academia , history can occasionally be classified as a social science , though this definition

7280-476: Is that graduates from such programs face underemployment and that incomes are too low for a humanities education to be worth the investment. Humanities graduates find employment in a wide variety of management and professional occupations. In Britain, for example, over 11,000 humanities majors found employment in the following occupations: Many humanities graduates may find themselves with no specific career goals upon graduation, which can lead to lower incomes in

7410-461: Is the process by which science is carried out. As in other areas of inquiry, science (through the scientific method) can build on previous knowledge, and unify understanding of its studied topics over time. This model can be seen to underlie the scientific revolution . The overall process involves making conjectures ( hypotheses ), predicting their logical consequences, then carrying out experiments based on those predictions to determine whether

7540-547: Is to be defined by the measuring operation used. So the criticism is that there are potentially infinite concepts, each defined by the methods that measured it, such as angle of sighting, day of the solar year, angular subtense of the moon, etc. which were gathered together, some astronomical observations taken over a period of thousands of years. In the 1930s, Harvard experimental psychologist Edwin Boring and students Stanley Smith Stevens and Douglas McGregor , struggling with

7670-549: Is transparent and linked to a conceptual framework. Another example, the hypothesis Job satisfaction reduces job turnover is one way to connect (or frame) two concepts – job satisfaction and job turnover. The process of moving from the idea job satisfaction to the set of questionnaire items that form a job satisfaction scale is operationalization. For example, it is possible to measure job satisfaction using only two simple questions: "All in all, I am satisfied with my job", and, "In general, I like my job." Operationalization uses

7800-608: The American Academy of Arts and Sciences , are the first comprehensive compilation of data about the humanities in the United States, providing scholars, policymakers and the public with detailed information on humanities education from primary to higher education, the humanities workforce, humanities funding and research, and public humanities activities. Modeled after the National Science Board's Science and Engineering Indicators, Humanities Indicators are

7930-1058: The Baháʼí Faith . Religions must adapt and change through the generations because they must remain relevant to the adherents. When traditional religions fail to address new concerns, then new religions will emerge. The performing arts differ from the visual arts in that the former uses the artist's own body, face, and presence as a medium, and the latter uses materials such as clay, metal, or paint, which can be molded or transformed to create some art object . Performing arts include acrobatics , busking , comedy , dance , film , magic , music , opera , juggling , marching arts , such as brass bands , and theatre . Artists who participate in these arts in front of an audience are called performers, including actors, comedians , dancers , musicians , and singers . Performing arts are also supported by workers in related fields, such as songwriting and stagecraft . Performers often adapt their appearance , such as with costumes and stage makeup , etc. There

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8060-717: The National Ignition Facility (NIF), or the International Space Station (ISS), or the James Webb Space Telescope (JWST), entail expected costs of billions of dollars, and timeframes extending over decades. These kinds of institutions affect public policy, on a national or even international basis, and the researchers would require shared access to such machines and their adjunct infrastructure . Scientists assume an attitude of openness and accountability on

8190-552: The Symposium on operationism in 1945, to which Bridgman also contributed. The practical 'operational definition' is generally understood as relating to the theoretical definitions that describe reality through the use of theory . The importance of careful operationalization can perhaps be more clearly seen in the development of General Relativity . Einstein discovered that there were two operational definitions of " mass " being used by scientists: inertial , defined by applying

8320-566: The Western academic tradition, refers to the studies of the cultures of classical antiquity , namely Ancient Greek and Latin and the Ancient Greek and Roman cultures. Classical studies is considered one of the cornerstones of the humanities; however, its popularity declined during the 20th century. Nevertheless, the influence of classical ideas on many humanities disciplines, such as philosophy and literature, remains strong. History

8450-475: The comparative method and comparative research . Other methods used in the humanities include hermeneutics , source criticism , esthetic interpretation , and speculative reason . The word humanities comes from the Renaissance Latin phrase studia humanitatis , which translates to study of humanity . This phrase was used to refer to the study of classical literature and language, which

8580-406: The history of science itself. The development of rules for scientific reasoning has not been straightforward; scientific method has been the subject of intense and recurring debate throughout the history of science, and eminent natural philosophers and scientists have argued for the primacy of various approaches to establishing scientific knowledge. Different early expressions of empiricism and

8710-425: The novel , short story or drama ; and works are often categorised according to historical periods, or according to their adherence to certain aesthetic features or expectations ( genre ). Philosophy—etymologically, the "love of wisdom"—is generally the study of problems concerning matters such as existence, knowledge, justification, truth, justice, right and wrong, beauty, validity, mind, and language. Philosophy

8840-415: The visual system , rather than to study free will , for example. His cautionary example was the gene; the gene was much more poorly understood before Watson and Crick's pioneering discovery of the structure of DNA; it would have been counterproductive to spend much time on the definition of the gene, before them. [REDACTED] Linus Pauling proposed that DNA might be a triple helix . This hypothesis

8970-589: The "scientific method" and in doing so largely replaced the notion of science as a homogeneous and universal method with that of it being a heterogeneous and local practice. In particular, Paul Feyerabend, in the 1975 first edition of his book Against Method , argued against there being any universal rules of science ; Karl Popper , and Gauch 2003, disagree with Feyerabend's claim. Later stances include physicist Lee Smolin 's 2013 essay "There Is No Scientific Method", in which he espouses two ethical principles , and historian of science Daniel Thurs' chapter in

9100-449: The 1830s and 1850s, when Baconianism was popular, naturalists like William Whewell, John Herschel and John Stuart Mill engaged in debates over "induction" and "facts" and were focused on how to generate knowledge. In the late 19th and early 20th centuries, a debate over realism vs. antirealism was conducted as powerful scientific theories extended beyond the realm of the observable. The term "scientific method" came into popular use in

9230-436: The 19th-century Enlightenment were shattered not only by new discoveries of relativity by Einstein and of unseen psychology by Freud , but also by unprecedented technological development. Increasing global interaction during this time saw an equivalent influence of other cultures into Western art. Drawing is a means of making a picture , using a wide variety of tools and techniques. It generally involves making marks on

9360-425: The 2015 book Newton's Apple and Other Myths about Science , which concluded that the scientific method is a myth or, at best, an idealization. As myths are beliefs, they are subject to the narrative fallacy as Taleb points out. Philosophers Robert Nola and Howard Sankey, in their 2007 book Theories of Scientific Method , said that debates over the scientific method continue, and argued that Feyerabend, despite

9490-546: The Earth, while controlled experiments can be seen in the works of al-Battani (853–929 CE) and Alhazen (965–1039 CE). [REDACTED] Watson and Crick then produced their model, using this information along with the previously known information about DNA's composition, especially Chargaff's rules of base pairing. After considerable fruitless experimentation, being discouraged by their superior from continuing, and numerous false starts, Watson and Crick were able to infer

9620-437: The West, but elsewhere white may be. Some painters, theoreticians, writers and scientists, including Goethe , Kandinsky , Isaac Newton , have written their own colour theories . Moreover, the use of language is only a generalization for a colour equivalent. The word " red ", for example, can cover a wide range of variations on the pure red of the spectrum. Unlike music, where notes such as C or C# are universally accepted, there

9750-446: The basic method used for scientific inquiry. The scientific community and philosophers of science generally agree on the following classification of method components. These methodological elements and organization of procedures tend to be more characteristic of experimental sciences than social sciences . Nonetheless, the cycle of formulating hypotheses, testing and analyzing the results, and formulating new hypotheses, will resemble

9880-482: The bulk of medieval education, with the emphasis being on the humanities as skills or "ways of doing". A major shift occurred with the Renaissance humanism of the fifteenth century, when the humanities began to be regarded as subjects to study rather than practice, with a corresponding shift away from traditional fields into areas such as literature and history ( studia humaniora ). In the 20th century, this view

10010-516: The checked variables. The concept of operationalization was first presented by the British physicist N. R. Campbell in his 'Physics: The Elements' (Cambridge, 1920). This concept spread to humanities and social sciences . It remains in use in physics. Operationalization is the scientific practice of operational definition , where even the most basic concepts are defined through the operations by which we measure them. The practice originated in

10140-405: The church. However, in the Renaissance , a renewed focus on the physical world was reflected in art forms that depicted the human body and landscape in a more naturalistic and three-dimensional way. Eastern art has generally worked in a style akin to Western medieval art , namely a concentration on surface patterning and local colour (meaning the plain colour of an object, such as basic red for

10270-417: The concept of deities, others do not. Therefore, the supernatural does not necessarily require the existence of deities. Rather, it can be broadly defined as any phenomena that cannot be explained by science or reason. Magical thinking creates explanations not available for empirical verification. Stories or myths are narratives being both didactic and entertaining. They are necessary for understanding

10400-467: The contrary, if the astronomically massive, the feather-light, and the extremely fast are removed from Einstein's theories – all phenomena Newton could not have observed – Newton's equations are what remain. Einstein's theories are expansions and refinements of Newton's theories and, thus, increase confidence in Newton's work. An iterative, pragmatic scheme of the four points above is sometimes offered as

10530-553: The cycle described below. The scientific method is an iterative, cyclical process through which information is continually revised. It is generally recognized to develop advances in knowledge through the following elements, in varying combinations or contributions: Each element of the scientific method is subject to peer review for possible mistakes. These activities do not describe all that scientists do but apply mostly to experimental sciences (e.g., physics, chemistry, biology, and psychology). The elements above are often taught in

10660-685: The data collection phases. He identifies six sources of evidence: documentation; archival records; interviews ; direct observations; participant observation and physical or cultural artifacts . In the field of public administration, Shields and Tajalli (2006) have identified five kinds of conceptual frameworks ( working hypothesis , descriptive categories, practical ideal type, operations research, and formal hypothesis ). They explain and illustrate how each of these conceptual frameworks can be operationalized. They also show how to make conceptualization and operationalization more concrete by demonstrating how to form conceptual framework tables that are tied to

10790-487: The early stages of their career. On the other hand, graduates from more career-oriented programs often find jobs more quickly. However, the long-term career prospects of humanities graduates may be similar to those of other graduates, as research shows that by five years after graduation, they generally find a career path that appeals to them. There is empirical evidence that graduates from humanities programs earn less than graduates from other university programs. However,

10920-557: The educational system as "the scientific method". The scientific method is not a single recipe: it requires intelligence, imagination, and creativity. In this sense, it is not a mindless set of standards and procedures to follow but is rather an ongoing cycle , constantly developing more useful, accurate, and comprehensive models and methods. For example, when Einstein developed the Special and General Theories of Relativity, he did not in any way refute or discount Newton's Principia . On

11050-405: The empirical evidence also shows that humanities graduates still earn notably higher incomes than workers with no postsecondary education, and have job satisfaction levels comparable to their peers from other fields. Humanities graduates also earn more as their careers progress; ten years after graduation, the income difference between humanities graduates and graduates from other university programs

11180-402: The essential structure of DNA by concrete modeling of the physical shapes of the nucleotides which comprise it. They were guided by the bond lengths which had been deduced by Linus Pauling and by Rosalind Franklin 's X-ray diffraction images. The scientific method is iterative. At any stage, it is possible to refine its accuracy and precision , so that some consideration will lead

11310-434: The evidence. The evidence is generally collected within the context of a case study . The researcher asks if the evidence is sufficient to "support" the working hypothesis. Formal operationalization would specify the kinds of evidence needed to support the hypothesis as well as evidence which would "fail" to support it. Robert Yin recommends developing a case study protocol as a way to specify the kinds of evidence needed during

11440-448: The experimental method, the hypothesis, or the definition of the subject. This manner of iteration can span decades and sometimes centuries. Published papers can be built upon. For example: By 1027, Alhazen , based on his measurements of the refraction of light, was able to deduce that outer space was less dense than air , that is: "the body of the heavens is rarer than the body of air". In 1079 Ibn Mu'adh 's Treatise On Twilight

11570-463: The expressive and conceptual intention of the practitioner. Painting has been used throughout history to express spiritual and religious ideas, from mythological scenes on pottery to the frescoes of the Sistine Chapel , to body art. Colour is highly subjective, but has observable psychological effects, although these can differ from one culture to the next. Black is associated with mourning in

11700-400: The field of physics with the philosophy of science book The Logic of Modern Physics (1927), by Percy Williams Bridgman , whose methodological position is called "operationalism". Bridgman wrote that in the theory of relativity a concept like "duration" can split into multiple different concepts. In refining a physical theory, it may be discovered that what was thought to be one concept

11830-474: The first schools to require an extensive core curriculum in philosophy, literature, and the arts for all students. Other colleges with nationally recognized, mandatory programs in the liberal arts are Fordham University , St. John's College , Saint Anselm College and Providence College . Prominent proponents of liberal arts in the United States have included Mortimer J. Adler and E. D. Hirsch, Jr. In 1950, 1.2% of Americans aged 22 had earned

11960-468: The future, a new technique may allow for an experimental test and the speculation would then become part of accepted science. For example, Einstein's theory of general relativity makes several specific predictions about the observable structure of spacetime , such as that light bends in a gravitational field , and that the amount of bending depends in a precise way on the strength of that gravitational field. Arthur Eddington 's observations made during

12090-573: The human predicament. Some other possible characteristics of religion are pollutions and purification, the sacred and the profane, sacred texts, religious institutions and organizations, and sacrifice and prayer. Some of the major problems that religions confront, and attempts to answer are chaos, suffering, evil, and death. The non-founder religions are Hinduism , Shinto , and native or folk religions . Founder religions are Judaism , Christianity , Islam , Confucianism , Daoism , Mormonism , Jainism , Zoroastrianism , Buddhism , Sikhism , and

12220-520: The humanities accounted for 15% of the bachelor's degrees awarded by colleges and universities in the United States. As of 2022, they accounted for less than 9%. Researchers in the humanities have developed numerous large- and small-scale digital corporations, such as digitized collections of historical texts, along with the digital tools and methods to analyze them. Their aim is both to uncover new knowledge about corpora and to visualize research data in new and revealing ways. Much of this activity occurs in

12350-553: The humanities and closer to the formal sciences , becoming much more analytic. Analytic philosophy is marked by emphasis on the use of logic and formal methods of reasoning, conceptual analysis, and the use of symbolic and/or mathematical logic , as contrasted with the Continental style of philosophy . This method of inquiry is largely indebted to the work of philosophers such as Gottlob Frege , Bertrand Russell , G.E. Moore and Ludwig Wittgenstein . Religious Studies

12480-456: The humanities are called humanities scholars or sometimes humanists . The term humanist also describes the philosophical position of humanism , which antihumanist scholars in the humanities reject. Renaissance scholars and artists are also known as humanists . Some secondary schools offer humanities classes usually consisting of literature , history , foreign language , and art . Human disciplines like history and language mainly use

12610-485: The humanities encompass law and religion due to their shared characteristics, such as the study of language and culture. However, these definitions are not universally accepted, as law and religion are often considered professional subjects rather than humanities subjects. Professional subjects, like some social sciences, are sometimes classified as being part of both the liberal arts and professional development education, whereas humanities subjects are generally confined to

12740-403: The initial, quite radical operationalist ideas eventually came to serve as little more than a "reassurance fetish" for mainstream methodological practice." The above discussion links operationalization to measurement of concepts . Many scholars have worked to operationalize concepts like job satisfaction , prejudice, anger etc. Scale and index construction are forms of operationalization. There

12870-457: The lessons and insights he himself has taught us in his special theory." (p. 335). Operationalization is often used in the social sciences as part of the scientific method and psychometrics . Particular concerns about operationalization arise in cases that deal with complex concepts and complex stimuli (e.g., business research, software engineering) where unique threats to validity of operationalization are believed to exist. For example,

13000-444: The literature and operationalization tables that lay out the specifics of how to operationalize the conceptual framework (measure the concepts). Humanities Humanities are academic disciplines that study aspects of human society and culture , including certain fundamental questions asked by humans . During the Renaissance , the term "humanities" referred to the study of classical literature and language, as opposed to

13130-526: The means for determining length . These ideas were skipped over by Isaac Newton with, "I do not define time , space, place and motion , as being well known to all." Einstein's paper then demonstrates that they (viz., absolute time and length independent of motion) were approximations. Francis Crick cautions us that when characterizing a subject, however, it can be premature to define something when it remains ill-understood. In Crick's study of consciousness , he actually found it easier to study awareness in

13260-535: The mechanism of storing genetic information (i.e., genes) in DNA was unclear. Researchers in Bragg's laboratory at Cambridge University made X-ray diffraction pictures of various molecules , starting with crystals of salt , and proceeding to more complicated substances. Using clues painstakingly assembled over decades, beginning with its chemical composition, it was determined that it should be possible to characterize

13390-415: The methodological and epistemological problems of defining measurement of psychological phenomena, found a solution in reformulating psychological concepts operationally, as it had been proposed in the field of physics by Bridgman, their Harvard colleague. This resulted in a series of articles that were published by Stevens and McGregor from 1935, that were widely discussed in the field of psychology and led to

13520-405: The original conjecture was correct. However, there are difficulties in a formulaic statement of method. Though the scientific method is often presented as a fixed sequence of steps, these actions are more accurately general principles. Not all steps take place in every scientific inquiry (nor to the same degree), and they are not always done in the same order. There are different ways of outlining

13650-433: The other performing arts. In addition to the standard narrative dialogue style, theatre takes such forms as opera , ballet , mime , kabuki , classical Indian dance , Chinese opera , mummers' plays , and pantomime . Dance (from Old French dancier , perhaps from Frankish ) generally refers to human movement either used as a form of expression or presented in a social , spiritual or performance setting. Dance

13780-431: The outcome of the investigation. The systematic, careful collection of measurements or counts of relevant quantities is often the critical difference between pseudo-sciences , such as alchemy, and science, such as chemistry or biology. Scientific measurements are usually tabulated, graphed, or mapped, and statistical manipulations, such as correlation and regression , performed on them. The measurements might be made in

13910-403: The part of those experimenting. Detailed record-keeping is essential, to aid in recording and reporting on the experimental results, and supports the effectiveness and integrity of the procedure. They will also assist in reproducing the experimental results, likely by others. Traces of this approach can be seen in the work of Hipparchus (190–120 BCE), when determining a value for the precession of

14040-403: The pertinent properties of the subjects, careful thought may also entail some definitions and observations ; these observations often demand careful measurements and/or counting can take the form of expansive empirical research . A scientific question can refer to the explanation of a specific observation , as in "Why is the sky blue?" but can also be open-ended, as in "How can I design

14170-588: The physical structure of DNA, and the X-ray images would be the vehicle. The scientific method depends upon increasingly sophisticated characterizations of the subjects of investigation. (The subjects can also be called unsolved problems or the unknowns .) For example, Benjamin Franklin conjectured, correctly, that St. Elmo's fire was electrical in nature , but it has taken a long series of experiments and theoretical changes to establish this. While seeking

14300-424: The process at any stage. They might adopt the characterization and formulate their own hypothesis, or they might adopt the hypothesis and deduce their own predictions. Often the experiment is not done by the person who made the prediction, and the characterization is based on experiments done by someone else. Published results of experiments can also serve as a hypothesis predicting their own reproducibility. Science

14430-461: The same. We vary the conditions for the acts of measurement, to help isolate what has changed. Mill's canons can then help us figure out what the important factor is. Factor analysis is one technique for discovering the important factor in an effect. Depending on the predictions, the experiments can have different shapes. It could be a classical experiment in a laboratory setting, a double-blind study or an archaeological excavation . Even taking

14560-422: The scientific method are illustrated by the following example (which occurred from 1944 to 1953) from the discovery of the structure of DNA (marked with [REDACTED] and indented). [REDACTED] In 1950, it was known that genetic inheritance had a mathematical description, starting with the studies of Gregor Mendel , and that DNA contained genetic information (Oswald Avery's transforming principle ). But

14690-670: The scientific method can be found throughout history, for instance with the ancient Stoics , Epicurus , Alhazen , Avicenna , Al-Biruni , Roger Bacon , and William of Ockham . In the scientific revolution of the 16th and 17th centuries some of the most important developments were the furthering of empiricism by Francis Bacon and Robert Hooke , the rationalist approach described by René Descartes and inductivism , brought to particular prominence by Isaac Newton and those who followed him. Experiments were advocated by Francis Bacon , and performed by Giambattista della Porta , Johannes Kepler , and Galileo Galilei . There

14820-413: The scientist to repeat an earlier part of the process. Failure to develop an interesting hypothesis may lead a scientist to re-define the subject under consideration. Failure of a hypothesis to produce interesting and testable predictions may lead to reconsideration of the hypothesis or of the definition of the subject. Failure of an experiment to produce interesting results may lead a scientist to reconsider

14950-411: The specific pairing we have postulated immediately suggests a possible copying mechanism for the genetic material". Any useful hypothesis will enable predictions , by reasoning including deductive reasoning . It might predict the outcome of an experiment in a laboratory setting or the observation of a phenomenon in nature. The prediction can also be statistical and deal only with probabilities. It

15080-444: The study of religion, or " divinity ". The study of the humanities was a key part of the secular curriculum in universities at the time. Today, the humanities are more frequently defined as any fields of study outside of natural sciences , social sciences , formal sciences (like mathematics ), and applied sciences (or professional training ). They use methods that are primarily critical , speculative, or interpretative and have

15210-582: The title of Against Method , accepted certain rules of method and attempted to justify those rules with a meta methodology. Staddon (2017) argues it is a mistake to try following rules in the absence of an algorithmic scientific method; in that case, "science is best understood through examples". But algorithmic methods, such as disproof of existing theory by experiment have been used since Alhacen (1027) and his Book of Optics , and Galileo (1638) and his Two New Sciences , and The Assayer , which still stand as scientific method. The scientific method

15340-457: The total number of Americans with college degrees has increased significantly, resulting in a greater number of people with degrees in the humanities as well. The proportion of degrees awarded in the humanities has declined in recent decades, even as the overall number of people with humanities degrees has increased. In 1954, 36% of Harvard undergraduates majored in the humanities, but in 2012, only 20% took that course of study. As recently as 1993,

15470-422: The traditional liberal arts education . Although sociology , anthropology , archaeology , linguistics and psychology share some similarities with the humanities, these are often considered social sciences . Similarly, disciplines such as finance , business administration , political science , economics , and global studies have closer ties to the social sciences rather than the humanities. Scholars in

15600-416: The twentieth century; Dewey's 1910 book , How We Think , inspired popular guidelines , appearing in dictionaries and science textbooks, although there was little consensus over its meaning. Although there was growth through the middle of the twentieth century, by the 1960s and 1970s numerous influential philosophers of science such as Thomas Kuhn and Paul Feyerabend had questioned the universality of

15730-401: The vocabulary we use; literary theory has explored the rhetorical, associative, and ordering features of language; and historical linguists have studied the development of languages across time. Literature, covering a variety of uses of language including prose forms (such as the novel ), poetry and drama , also lies at the heart of the modern humanities curriculum. College-level programs in

15860-434: The work of Cochran, Crick and Vand (and independently by Stokes). The Cochran-Crick-Vand-Stokes theorem provided a mathematical explanation for the empirical observation that diffraction from helical structures produces x-shaped patterns. In their first paper, Watson and Crick also noted that the double helix structure they proposed provided a simple mechanism for DNA replication , writing, "It has not escaped our notice that

15990-569: The works of Jean Dubuffet or Anselm Kiefer . Modern and contemporary art has moved away from the historic value of craft in favour of concept ( conceptual art ); this has led some e.g. Joseph Kosuth to say that painting, as a serious art form, is dead, although this has not deterred the majority of artists from continuing to practise it either as whole or part of their work. Sculpture involves creating three-dimensional forms out of various materials. These typically include malleable substances like clay and metal but may also extend to material that

16120-405: Was able to infer that Earth's atmosphere was 50 miles thick, based on atmospheric refraction of the sun's rays. This is why the scientific method is often represented as circular – new information leads to new characterisations, and the cycle of science continues. Measurements collected can be archived , passed onwards and used by others. Other scientists may start their own research and enter

16250-409: Was also considered by Francis Crick and James D. Watson but discarded. When Watson and Crick learned of Pauling's hypothesis, they understood from existing data that Pauling was wrong. and that Pauling would soon admit his difficulties with that structure. A hypothesis is a suggested explanation of a phenomenon, or alternately a reasoned proposal suggesting a possible correlation between or among

16380-473: Was divided into three sciences: physics, ethics, and logic.") Today, the main fields of philosophy are logic , ethics , metaphysics , and epistemology . Still, it continues to overlap with other disciplines. The field of semantics , for example, brings philosophy into contact with linguistics . Since the early twentieth century, philosophy in English-speaking universities has moved away from

16510-635: Was in turn challenged by the postmodernist movement, which sought to redefine the humanities in more egalitarian terms suitable for a democratic society since the Greek and Roman societies in which the humanities originated were elitist and aristocratic. A distinction is usually drawn between the social sciences and the humanities. Classicist Allan Bloom writes in The Closing of the American Mind (1987): Social science and humanities have

16640-587: Was particular development aided by theoretical works by a skeptic Francisco Sanches , by idealists as well as empiricists John Locke , George Berkeley , and David Hume . C. S. Peirce formulated the hypothetico-deductive model in the 20th century, and the model has undergone significant revision since. The term "scientific method" emerged in the 19th century, as a result of significant institutional development of science, and terminologies establishing clear boundaries between science and non-science, such as "scientist" and "pseudoscience", appearing. Throughout

16770-531: Was seen as an important aspect of a refined education in the Renaissance . In its usage in the early 15th century, the studia humanitatis was a course of studies that consisted of grammar, poetry, rhetoric, history, and moral philosophy, primarily derived from the study of Latin and Greek classics. The word humanitas also gave rise to the Renaissance Italian neologism umanisti , whence "humanist", " Renaissance humanism ". Classics , in

16900-466: Was to eliminate the subjective mentalistic concepts that had dominated earlier psychological theory and to replace them with a more operationally meaningful account of human behavior. But, as in economics, the supporters ultimately ended up "turning operationalism inside out". "Instead of replacing 'metaphysical' terms such as 'desire' and 'purpose'" they "used it to legitimize them by giving them operational definitions." Thus in psychology, as in economics,

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