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Analysis ( : analyses) is the process of breaking a complex topic or
substance Substance may refer to: * Matter, anything that has mass and takes up space Chemistry * Chemical substance, a material with a definite chemical composition * Drug substance ** Substance abuse, drug-related healthcare and social policy diagnosis ...
into smaller parts in order to gain a better understanding of it. The technique has been applied in the study of
mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
and
logic Logic is the study of correct reasoning. It includes both formal and informal logic. Formal logic is the science of deductively valid inferences or of logical truths. It is a formal science investigating how conclusions follow from premises ...
since before
Aristotle Aristotle (; grc-gre, Ἀριστοτέλης ''Aristotélēs'', ; 384–322 BC) was a Greek philosopher and polymath during the Classical period in Ancient Greece. Taught by Plato, he was the founder of the Peripatetic school of phil ...
(384–322 B.C.), though ''analysis'' as a formal concept is a relatively recent development. The word comes from the
Ancient Greek Ancient Greek includes the forms of the Greek language used in ancient Greece and the ancient world from around 1500 BC to 300 BC. It is often roughly divided into the following periods: Mycenaean Greek (), Dark Ages (), the Archaic peri ...
ἀνάλυσις (''analysis'', "a breaking-up" or "an untying;" from ''ana-'' "up, throughout" and ''lysis'' "a loosening"). From it also comes the word's plural, ''analyses''. As a formal concept, the method has variously been ascribed to
Alhazen Ḥasan Ibn al-Haytham, Latinized as Alhazen (; full name ; ), was a medieval mathematician, astronomer, and physicist of the Islamic Golden Age from present-day Iraq.For the description of his main fields, see e.g. ("He is one of the prin ...
,
René Descartes René Descartes ( or ; ; Latinized: Renatus Cartesius; 31 March 1596 – 11 February 1650) was a French philosopher, scientist, and mathematician, widely considered a seminal figure in the emergence of modern philosophy and science. Mathem ...
('' Discourse on the Method''), and
Galileo Galilei Galileo di Vincenzo Bonaiuti de' Galilei (15 February 1564 – 8 January 1642) was an Italian astronomer, physicist and engineer, sometimes described as a polymath. Commonly referred to as Galileo, his name was pronounced (, ). He was ...
. It has also been ascribed to
Isaac Newton Sir Isaac Newton (25 December 1642 – 20 March 1726/27) was an English mathematician, physicist, astronomer, alchemist, theologian, and author (described in his time as a "natural philosopher"), widely recognised as one of the grea ...
, in the form of a practical method of physical discovery (which he did not name). The converse of analysis is synthesis: putting the pieces back together again in new or different whole.


Applications


Science

The field of
chemistry Chemistry is the science, scientific study of the properties and behavior of matter. It is a natural science that covers the Chemical element, elements that make up matter to the chemical compound, compounds made of atoms, molecules and ions ...
uses analysis in three ways: to identify the components of a particular
chemical compound A chemical compound is a chemical substance composed of many identical molecules (or molecular entities) containing atoms from more than one chemical element held together by chemical bonds. A molecule consisting of atoms of only one element ...
(qualitative analysis), to identify the proportions of components in a
mixture In chemistry, a mixture is a material made up of two or more different chemical substances which are not chemically bonded. A mixture is the physical combination of two or more substances in which the identities are retained and are mixed in the ...
(quantitative analysis), and to break down chemical processes and examine
chemical reaction A chemical reaction is a process that leads to the IUPAC nomenclature for organic transformations, chemical transformation of one set of chemical substances to another. Classically, chemical reactions encompass changes that only involve the pos ...
s between elements of
matter In classical physics and general chemistry, matter is any substance that has mass and takes up space by having volume. All everyday objects that can be touched are ultimately composed of atoms, which are made up of interacting subatomic partic ...
. For an example of its use, analysis of the concentration of elements is important in managing a
nuclear reactor A nuclear reactor is a device used to initiate and control a fission nuclear chain reaction or nuclear fusion reactions. Nuclear reactors are used at nuclear power plants for electricity generation and in nuclear marine propulsion. Heat from nu ...
, so nuclear scientists will analyze
neutron activation Neutron activation is the process in which neutron radiation induces radioactivity in materials, and occurs when atomic nuclei capture free neutrons, becoming heavier and entering excited states. The excited nucleus decays immediately by emittin ...
to develop discrete measurements within vast samples. A
matrix Matrix most commonly refers to: * ''The Matrix'' (franchise), an American media franchise ** ''The Matrix'', a 1999 science-fiction action film ** "The Matrix", a fictional setting, a virtual reality environment, within ''The Matrix'' (franchis ...
can have a considerable effect on the way a chemical analysis is conducted and the quality of its results. Analysis can be done manually or with a device. Types of Analysis: A) Qualitative Analysis: It is concerned with which components are in a given sample or compound. Example: Precipitation reaction B) Quantitative Analysis: It is to determine the quantity of individual component present in a given sample or compound. Example: To find concentration by uv-spectrophotometer.


Isotopes

Chemists can use
isotope analysis Isotope analysis is the identification of isotopic signature, abundance of certain stable isotopes of chemical elements within organic and inorganic compounds. Isotopic analysis can be used to understand the flow of energy through a food web ...
to assist analysts with issues in
anthropology Anthropology is the scientific study of humanity, concerned with human behavior, human biology, cultures, societies, and linguistics, in both the present and past, including past human species. Social anthropology studies patterns of behavi ...
,
archeology Archaeology or archeology is the scientific study of human activity through the recovery and analysis of material culture. The archaeological record consists of artifacts, architecture, biofacts or ecofacts, sites, and cultural landscap ...
, food chemistry,
forensics Forensic science, also known as criminalistics, is the application of science to criminal and civil laws, mainly—on the criminal side—during criminal investigation, as governed by the legal standards of admissible evidence and crimina ...
,
geology Geology () is a branch of natural science concerned with Earth and other astronomical objects, the features or rocks of which it is composed, and the processes by which they change over time. Modern geology significantly overlaps all other Ear ...
, and a host of other questions of
physical science Physical science is a branch of natural science that studies non-living systems, in contrast to life science. It in turn has many branches, each referred to as a "physical science", together called the "physical sciences". Definition Physi ...
. Analysts can discern the origins of natural and man-made isotopes in the study of
environmental radioactivity Environmental radioactivity is produced by radioactive materials in the human environment. While some radioisotopes, such as strontium-90 (90Sr) and technetium-99 (99Tc), are only found on Earth as a result of human activity, and some, like po ...
.


Business

*
Financial statement analysis Financial statement analysis (or just financial analysis) is the process of reviewing and analyzing a company's financial statements to make better economic decisions to earn income in future. These statements include the income statement, balanc ...
 – the analysis of the accounts and the economic prospects of a firm *
Financial analysis Financial analysis (also known as financial statement analysis, accounting analysis, or analysis of finance) refers to an assessment of the viability, stability, and profitability of a business, sub-business or project. It is performed by profes ...
 – refers to an assessment of the viability, stability, and profitability of a
business Business is the practice of making one's living or making money by producing or Trade, buying and selling Product (business), products (such as goods and Service (economics), services). It is also "any activity or enterprise entered into for pr ...
, sub-business or
project A project is any undertaking, carried out individually or collaboratively and possibly involving research or design, that is carefully planned to achieve a particular goal. An alternative view sees a project managerially as a sequence of even ...
*
Gap analysis In management literature, gap analysis involves the comparison of actual performance with potential or desired performance. If an organization does not make the best use of current resources, or forgoes investment in capital or technology, it m ...
– involves the comparison of actual performance with potential or desired performance of an organization * Business analysis – involves identifying the needs and determining the solutions to business problems * Price analysis – involves the breakdown of a price to a unit figure * Market analysis – consists of suppliers and customers, and price is determined by the interaction of
supply and demand In microeconomics, supply and demand is an economic model of price determination in a Market (economics), market. It postulates that, Ceteris paribus, holding all else equal, in a perfect competition, competitive market, the unit price for a ...
*
Sum-of-the-parts analysis Sum of the parts analysis (SOTP), or break-up analysis, is a method of valuation of a multi-divisional company, holding company, or a conglomerate. The essence of the method is to determine what divisions would be worth if the conglomerate is br ...
– method of valuation of a multi-divisional company * Opportunity analysis – consists of customers trends within the industry, customer demand and experience determine purchasing behavior


Computer science

* Requirements analysis – encompasses those tasks that go into determining the needs or conditions to meet for a new or altered product, taking account of the possibly conflicting requirements of the various stakeholders, such as beneficiaries or users. *
Competitive analysis (online algorithm) Competitive analysis is a method invented for analyzing online algorithms, in which the performance of an online algorithm (which must satisfy an unpredictable sequence of requests, completing each request without being able to see the future) is co ...
– shows how online algorithms perform and demonstrates the power of randomization in algorithms * Lexical analysis – the process of processing an input sequence of characters and producing as output a sequence of symbols * Object-oriented analysis and design – à la Booch *
Program analysis (computer science) In computer science, program analysis is the process of automatically analyzing the behavior of computer programs regarding a property such as correctness, robustness, safety and liveness. Program analysis focuses on two major areas: program op ...
 – the process of automatically analysing the behavior of computer programs *
Semantic analysis (computer science) In computing, a compiler is a computer program that Translator (computing), translates computer code written in one programming language (the ''source'' language) into another language (the ''target'' language). The name "compiler" is primarily ...
 – a pass by a compiler that adds semantical information to the parse tree and performs certain checks * Static code analysis – the analysis of computer software that is performed without actually executing programs built from that * Structured systems analysis and design methodology – à la
Yourdon Edward Nash Yourdon (April 30, 1944 – January 20, 2016) was an American software engineer, computer consultant, author and lecturer, and software engineering methodology pioneer. He was one of the lead developers of the structured analysis tech ...
*
Syntax analysis In linguistics, syntax () is the study of how words and morphemes combine to form larger units such as phrases and sentences. Central concerns of syntax include word order, grammatical relations, hierarchical sentence structure (constituency), ...
 – a process in compilers that recognizes the structure of programming languages, also known as parsing *
Worst-case execution time The worst-case execution time (WCET) of a computational task is the maximum length of time the task could take to execute on a specific hardware platform. What it is used for Worst case execution time is typically used in reliable real-time sys ...
 – determines the longest time that a piece of software can take to run


Economics

*
Agroecosystem analysis Agroecosystem analysis is a thorough analysis of an agricultural environment which considers aspects from ecology, sociology, economics, and politics with equal weight. There are many aspects to consider; however, it is literally impossible to acco ...
* Input–output model if applied to a region, is called Regional Impact Multiplier System


Engineering

Analysts in the field of engineering look at Requirement analysis, requirements, structural analysis, structures, mechanisms, systems analysis, systems and dimensional analysis, dimensions. Electrical engineering, Electrical engineers analyse system analysis, systems in electronics. Whole-life cost, Life cycles and Accident analysis, system failures are broken down and studied by engineers. It is also looking at different factors incorporated within the design.


Intelligence

The field of intelligence (information gathering), intelligence employs analysts to break down and understand a wide array of questions. Intelligence agency, Intelligence agencies may use heuristics, inductive reasoning, inductive and deductive reasoning, social network analysis, dynamic network analysis, Social network#Social network analysis, link analysis, and brainstorming to sort through problems they face. Military intelligence may explore issues through the use of game theory, Red Teaming, and military simulation, wargaming. Signals intelligence applies cryptanalysis and frequency analysis to break code (cryptography), codes and ciphers. Business intelligence applies theories of competitive intelligence, competitive intelligence analysis and competitor analysis to resolve questions in the Market (economics), marketplace. Police, Law enforcement intelligence applies a number of theories in crime analysis.


Linguistics

Linguistics explores individual languages and language in general. It breaks language down and analyses its component parts: theoretical linguistics, theory, phonology, sounds and their meaning, pragmatics, utterance usage, morphology (linguistics), word origins, the etymology, history of words, the meaning of lexical semantics, words and phraseology, word combinations, syntax, sentence construction, discourse analysis, basic construction beyond the sentence level, stylistics (linguistics), stylistics, and conversation analysis, conversation. It examines the above using computational linguistics, statistics and modeling, and semantic analysis (linguistics), semantics. It analyses language in context of anthropological linguistics, anthropology, biolinguistics, biology, evolutionary linguistics, evolution, language geography, geography, historical linguistics, history, neurolinguistics, neurology, psycholinguistics, psychology, and sociolinguistics, sociology. It also takes the applied linguistics, applied approach, looking at developmental linguistics, individual language development and clinical linguistics, clinical issues.


Literature

Literary criticism is the analysis of literature. The focus can be as diverse as the analysis of analysis (Homer), Homer or psychoanalytic literary criticism, Freud. While not all literary-critical methods are primarily analytical in nature, the main approach to the teaching of literature in the west since the mid-twentieth century, literary formal analysis or close reading, is. This method, rooted in the academic movement labelled The New Criticism, approaches texts – chiefly short poems such as sonnets, which by virtue of their small size and significant complexity lend themselves well to this type of analysis – as units of discourse that can be understood in themselves, without reference to biographical or historical frameworks. This method of analysis breaks up the text linguistically in a study of prosody (linguistics), prosody (the formal analysis of meter) and phonic effects such as alliteration and rhyme, and cognitively in examination of the interplay of syntactic structures, figurative language, and other elements of the poem that work to produce its larger effects.


Mathematics

Modern mathematical analysis is the study of infinite processes. It is the branch of mathematics that includes calculus. It can be applied in the study of classical mathematics, classical concepts of mathematics, such as real analysis, real numbers, complex analysis, complex variables, Fourier analysis, trigonometric functions, and numerical analysis, algorithms, or of non-classical analysis, non-classical concepts like constructivist analysis, constructivism, harmonic analysis, harmonics, non-standard analysis, infinity, and functional analysis, vectors. Florian Cajori explains in wikiquote:A History of Mathematics, ''A History of Mathematics'' (1893) the difference between modern and ancient mathematical analysis, as distinct from logical analysis, as follows:
The terms ''synthesis'' and ''analysis'' are used in mathematics in a more special sense than in logic. In ancient mathematics they had a different meaning from what they now have. The oldest definition of mathematical analysis as opposed to synthesis is that given in [appended to] Euclid's Elements, Euclid, XIII. 5, which in all probability was framed by Eudoxus of Cnidus, Eudoxus: "Analysis is the obtaining of the thing sought by assuming it and so reasoning up to an admitted truth; synthesis is the obtaining of the thing sought by reasoning up to the inference and proof of it."
The analytic method is not conclusive, unless all operations involved in it are known to be reversible. To remove all doubt, the Greeks, as a rule, added to the analytic process a synthetic one, consisting of a reversion of all operations occurring in the analysis. Thus the aim of analysis was to aid in the discovery of synthetic proofs or solutions.
James Gow uses a similar argument as Cajori, with the following clarification, in hi
''A Short History of Greek Mathematics''
(1884):
The synthetic proof proceeds by shewing that the proposed new truth involves certain admitted truths. An analytic proof begins by an assumption, upon which a synthetic reasoning is founded. The Greeks distinguished ''theoretic'' from ''problematic'' analysis. A theoretic analysis is of the following kind. To ''prove'' that A is B, ''assume'' first that A is B. If so, then, since B is C and C is D and D is E, therefore A is E. If this be known a falsity, A is not B. But if this be a known truth and all the intermediate propositions be wiktionary:convertible#Adjective, convertible, then the reverse process, A is E, E is D, D is C, C is B, therefore A is B, constitutes a synthetic proof of the original theorem. Problematic analysis is applied in all cases where it is proposed to construct a figure which is assumed to satisfy a given condition. The problem is then converted into some theorem which is involved in the condition and which is proved synthetically, and the steps of this synthetic proof taken backwards are a synthetic solution of the problem.


Music

* Musical analysis – a process attempting to answer the question "How does this music work?" **Musical Analysis is a study of how the composers use the notes together to compose music. Those studying music will find differences with each composer's musical analysis, which differs depending on the culture and history of music studied. An analysis of music is meant to simplify the music for you. * Schenkerian analysis **Schenkerian analysis is a collection of music analysis that focuses on the production of the graphic representation. This includes both analytical procedure as well as the notational style. Simply put, it analyzes tonal music which includes all chords and tones within a composition.


Philosophy

* Philosophical analysis – a general term for the techniques used by philosophers **Philosophical analysis refers to the clarification and composition of words put together and the entailed meaning behind them. Philosophical analysis dives deeper into the meaning of words and seeks to clarify that meaning by contrasting the various definitions. It is the study of reality, justification of claims, and the analysis of various concepts. Branches of philosophy include logic, justification, metaphysics, values and ethics. If questions can be answered empirically, meaning it can be answered by using the senses, then it is not considered philosophical. Non-philosophical questions also include events that happened in the past, or questions science or mathematics can answer. * ''Analysis (journal), Analysis'' is the name of a prominent journal in philosophy.


Psychotherapy

* Psychoanalysis – seeks to elucidate connections among unconscious components of patients' mental processes * Transactional analysis ** Transactional analysis is used by therapists to try to gain a better understanding of the unconscious. It focuses on understanding and intervening human behavior.


Policy

* Policy analysis – The use of statistical data to predict the effects of policy decisions made by governments and agencies ** Policy analysis includes a systematic process to find the most efficient and effective option to address the current situation. * Qualitative research, Qualitative analysis – The use of anecdotal evidence to predict the effects of policy decisions or, more generally, influence policy decisions


Signal processing

* Finite element analysis – a computer simulation technique used in engineering analysis * Independent component analysis * Link quality analysis – the analysis of signal quality * Path quality analysis * Fourier analysis


Statistics

In statistics, the term ''analysis'' may refer to any method used for data analysis. Among the many such methods, some are: * Analysis of variance (ANOVA) – a collection of statistical models and their associated procedures which compare means by splitting the overall observed variance into different parts * Boolean analysis – a method to find deterministic dependencies between variables in a sample, mostly used in exploratory data analysis * Cluster analysis – techniques for finding groups (called clusters), based on some measure of proximity or similarity * Factor analysis – a method to construct models describing a data set of observed variables in terms of a smaller set of unobserved variables (called factors) * Meta-analysis – combines the results of several studies that address a set of related research hypotheses * Multivariate analysis – analysis of data involving several variables, such as by factor analysis, regression analysis, or principal component analysis * Principal component analysis – transformation of a sample of correlated variables into uncorrelated variables (called principal components), mostly used in exploratory data analysis * Regression analysis – techniques for analysing the relationships between several predictive variables and one or more outcomes in the data * Scale analysis (statistics) – methods to analyse survey data by scoring responses on a numeric scale * Sensitivity analysis – the study of how the variation in the output of a model depends on variations in the inputs * Sequential analysis – evaluation of sampled data as it is collected, until the criterion of a stopping rule is met * Spatial analysis – the study of entities using geometric or geographic properties * Time-series analysis – methods that attempt to understand a sequence of data points spaced apart at uniform time intervals


Other

* Aura analysis – a technique in which supporters of the method claim that the body's aura, or energy field is analysed * Bowling analysis – Analysis of the performance of cricket players * Lithic analysis – the analysis of stone tools using basic scientific techniques **Lithic analysis is most often used by archeologists in determining which types of tools were used at a given time period pertaining to current artifacts discovered. * Protocol analysis – a means for extracting persons' thoughts while they are performing a task


See also

* Formal analysis * Metabolism in biology * Methodology * Scientific method


References


External links

* * * {{Authority control Analysis, Abstraction Critical thinking skills Emergence Empiricism Epistemological theories Intelligence Mathematical modeling Metaphysics of mind Methodology Ontology Philosophy of logic Rationalism Reasoning Research methods Scientific method Theory of mind