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Analysis

From Wikipedia, the free encyclopedia
Process of understanding a complex topic or substance
For other uses, seeAnalysis (disambiguation).
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Adriaen van Ostade, "Analysis" (1666)

Analysis (pl.:analyses) is the process of breaking acomplex topic orsubstance into smaller parts in order to gain a betterunderstanding of it. The technique has been applied in the study ofmathematics andlogic since beforeAristotle, thoughanalysis as a formal concept is a relatively recent development.[1]

The word comes from theAncient Greekἀνάλυσις (analysis, "a breaking-up" or "an untying" fromana- "up, throughout" andlysis "a loosening").[2] From it also comes the word's plural,analyses.

As a formal concept, the method has variously been ascribed toRené Descartes (Discourse on the Method), andGalileo Galilei. It has also been ascribed toIsaac Newton, in the form of a practical method of physical discovery (which he did not name).

The converse of analysis issynthesis: putting the pieces back together again in a new or different whole.

Academic analysis

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Academic analysis is a systematic, methodological approach to inquiry used across scholarly disciplines to deconstruct complex ideas, texts, data, or systems. Its primary aim is to foster a deeper, evidence-based understanding, challenge assumptions, and contribute to a body of knowledge throughcritical examination and rigorous argumentation.[3] This form of analysis is foundational to higher education and research, distinguished by its adherence to disciplinary conventions,peer review, and the use of established theoretical or conceptual frameworks.[4]

Methods vary significantly by field. In the humanities, it often involveshermeneutic ordiscourse analysis to interpret the meaning, context, and ideology within texts and artifacts.[5] In the social sciences, analysis frequently employs qualitative methods (e.g.,thematic analysis,content analysis) andquantitative methods (e.g.,statistical analysis,econometrics) to examine human behavior and societal structures.[6] In the natural and formal sciences, the analytical process is characterized byhypothesis testing, mathematical modeling, and the reproducible analysis ofempirical data.[7]

A cornerstone of academic analysis is reflexivity, where scholars critically examine their own role, potentialbiases, and the influence of their theoretical position on the analytical process.[8] The product of academic analysis is typically a sustained argument presented in a format such as amonograph,journal article, or dissertation, which is subjected topeer evaluation for validity, originality, and contribution to the field.[9]

Humanities and social sciences

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Linguistics

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Linguistics is the scientific study oflanguage[10][11]. It involves the systematic analysis of the properties of specific languages as well as the universal characteristics of language in general, including its structure, use, and cognitive and social aspects[11]. Linguistics explores individual languages and language in general by breaking language down into component parts for analysis. Core areas of analysis includetheory[12],phonetics (the production and perception of speech sounds)[13],phonology (the abstract sound systems of languages and the systematic organization of sounds in a language)[13][14][15],morphology (the structure and formation of words)[13], thehistory of words andword origins[16],semantics (the study of linguistic meaning, includingthe meaning of words andword combinations)[13][17],semantic analysis[17],syntax (the rules governing the structure and construction of sentences)[13][18],pragmatics (how context contributes to meaning and how utterances are used)[13][19],discourse analysis (basic construction beyond the sentence level)[20],conversation, andstylistics andstylistics.

Theoretical linguistics is concerned with developing a general framework for understanding the fundamental nature of language[21]. Linguistics also encompasses the study of language change over time, known ashistorical linguistics[10][16].

Linguistics examines these areas using a range of methods, including tools fromcomputational linguistics that involve computational modelling, statistics, and modeling of natural language[13][10][22][23]. The field also analyses language through interdisciplinary approaches that consider its context, includinganthropological linguistics (which investigates the place of language in its wider social and cultural context)[24][25],biolinguistics andevolutionary linguistics or biolinguistics[21][26][27],geography[28],sociolinguistics[13][29],psycholinguistics[13][30][31],neurolinguistics andneurology[26],linguistic anthropology (a subfield of anthropology using anthropological methods to study language within a cultural framework)[32], andhistory[10][16], as well as related perspectives fromanthropology[25],biology[26],evolution[27],psychology[13][23], andsociology[29].

The field takes applied approaches, utilizing scientific findings for practical purposes under the umbrella ofapplied linguistics[13][33]. This includes understandinglanguage acquisition andindividual language development across the lifespan, from first language acquisition in children to second language learning in adults[30][34][11][35]. Applied linguistics also addresses clinical issues in communication disorders andclinical issues, applying linguistic theory and methods to the study, diagnosis, and assessment of communication disorders[10][36][37]. It also includes improving language education[10] and other applied and interdisciplinary subfields such ascomputational linguistics[13][10][22], as well as areas such asstylistics.

Literature

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Literary criticism is the analysis ofliterature. The focus can be as diverse as the analysis ofHomer orFreud. 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 labelledThe New Criticism, approaches texts – chiefly short poems such assonnets, 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 ofprosody (the formal analysis of meter) and phonic effects such asalliteration andrhyme, 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.

Music

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  • 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.[38]
  • 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.[39] Simply put, it analyzes tonal music which includes all chords and tones within a composition.[38]

Philosophy

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  • 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.[40] 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.[40]
  • Analysis is the name of a prominent journal in philosophy.

Science and technology

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Chemistry

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A clinical chemistry analyzer
See also:Analytical chemistry andList of chemical analysis methods

The field ofchemistry uses analysis in three ways: to identify the components of a particularchemical compound (qualitative analysis),[41] to identify the proportions of components in amixture (quantitative analysis),[42] and to break downchemical processes and examinechemical reactions betweenelements ofmatter.[43] For an example of its use, analysis of the concentration of elements is important in managing anuclear reactor, sonuclear scientists will analyzeneutron activation to develop discrete measurements within vast samples. Amatrix 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 adevice.

Types of Analysis

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Qualitative Analysis
It is concerned with which components are in a given sample or compound.
Example: Precipitation reaction
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

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See also:Isotope analysis andIsotope geochemistry

Chemists can useisotope analysis to assist analysts with issues inanthropology,archeology,food chemistry,forensics,geology, and a host of other questions ofphysical science. Analysts can discern the origins of natural and man-made isotopes in the study ofenvironmental radioactivity.

Computer science

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Engineering

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See also:Engineering analysis andSystems analysis

Analysts in the field ofengineering look atrequirements,structures, mechanisms,systems anddimensions.Electrical engineers analysesystems inelectronics.Life cycles andsystem failures are broken down and studied by engineers. It is also looking at different factors incorporated within the design.

Mathematics

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Main article:Mathematical analysis

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 concepts of mathematics, such asreal numbers,complex variables,trigonometric functions, andalgorithms, or ofnon-classical concepts likeconstructivism,harmonics,infinity, andvectors.

Florian Cajori explains inA History of Mathematics (1893) the difference between modern and ancient mathematical analysis, as distinct from logical analysis, as follows:

The termssynthesis andanalysis 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, XIII. 5, which in all probability was framed byEudoxus: "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 hisA 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 distinguishedtheoretic fromproblematic analysis. A theoretic analysis is of the following kind. Toprove 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 beconvertible, 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.

Psychotherapy

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  • 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.[44]

Signal processing

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Statistics

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Instatistics, the termanalysis may refer to any method usedfordata 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

Business

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Economics

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Government

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Intelligence

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See also:Intelligence analysis

The field ofintelligence employs analysts to break down and understand a wide array of questions.Intelligence agencies may useheuristics,inductive anddeductive reasoning,social network analysis,dynamic network analysis,link analysis, andbrainstorming to sort through problems they face.Military intelligence may explore issues through the use ofgame theory,Red Teaming, andwargaming.Signals intelligence appliescryptanalysis andfrequency analysis to breakcodes andciphers.Business intelligence applies theories ofcompetitive intelligence analysis andcompetitor analysis to resolve questions in themarketplace.Law enforcement intelligence applies a number of theories incrime analysis.

Policy

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  • 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.[45]
  • Qualitative analysis – The use of anecdotal evidence to predict the effects of policy decisions or, more generally, influence policy decisions

Other

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  • Aura analysis – apseudoscientific technique in which supporters of the method claim that the body's aura, or energy field is analysed
  • Bowling analysis – Analysis of the performance ofcricket 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.[46]
  • Protocol analysis – a means for extracting persons' thoughts while they are performing a task

See also

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References

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  1. ^Beaney, Michael (Summer 2012)."Analysis".The Stanford Encyclopedia of Philosophy. Metaphysics Research Lab, Stanford University. Retrieved23 May 2012.
  2. ^Douglas Harper (2001–2012)."analysis (n.)".Online Etymology Dictionary. Douglas Harper. Retrieved23 May 2012.
  3. ^Creswell, John W.; Creswell, J. David (2023).Research Design: Qualitative, Quantitative, and Mixed Methods Approaches (6th ed.). SAGE Publications. pp. 3–25.ISBN 978-1071817940.
  4. ^Beaney, Michael (2021)."Analysis".The Stanford Encyclopedia of Philosophy. Metaphysics Research Lab, Stanford University.
  5. ^Lechte, John (2003).Key Contemporary Concepts: From Abjection to Zeno's Paradox. SAGE Publications.ISBN 978-0761965350.
  6. ^Babbie, Earl R. (2020).The Practice of Social Research (15th ed.). Cengage Learning. pp. 75–102,398–430.ISBN 978-0357360767.
  7. ^Godfrey-Smith, Peter (2021).Theory and Reality: An Introduction to the Philosophy of Science (2nd ed.). University of Chicago Press. pp. 102–130.ISBN 978-0226300634.
  8. ^Alvesson, Mats; Sköldberg, Kaj (2018). "Reflexive Methodology: New Vistas for Qualitative Research".SAGE Publications (3rd ed.).ISBN 978-1473964242.
  9. ^Booth, Wayne C.; Colomb, Gregory G.; Williams, Joseph M. (2016).The Craft of Research (4th ed.). University of Chicago Press. pp. 111–134.ISBN 978-0226239736.
  10. ^abcdefg"University at Buffalo, College of Arts and Sciences. "What is Linguistics?"". Retrieved29 December 2025.
  11. ^abc"Language Development Research".Language Development Research Journal. Archived fromthe original on 29 December 2025. Retrieved29 December 2025.
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  13. ^abcdefghijklUniversity College Dublin, School of Languages, Cultures and Linguistics. "Subfields of Linguistics."
  14. ^"Bachelor of Science with a Major in Cognitive Science of Language (STEM)".The George Washington University Bulletin. Archived fromthe original on 29 December 2025. Retrieved29 December 2025.
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  22. ^ab"Computational Linguistics".Computational Linguistics. ACL Anthology. Archived fromthe original on 23 November 2025. Retrieved29 December 2025.
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  24. ^Wikipedia. "Anthropological linguistics."
  25. ^abStanlaw, James, ed. (2020)."The International Encyclopedia of Linguistic Anthropology".Wiley Online Library.doi:10.1002/9781118786093.ISBN 978-1-118-78676-5. Archived fromthe original on 29 December 2025. Retrieved29 December 2025.
  26. ^abc"Brain and Language".Brain and Language. Archived fromthe original on 29 December 2025. Retrieved29 December 2025.
  27. ^ab"Language Evolution".Language Evolution. Archived fromthe original on 9 July 2020. Retrieved29 December 2025.
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  30. ^abCollegeVine. "What Subfields Can You Study as a Linguistics Major?"
  31. ^"Journal of Memory and Language".Journal of Memory and Language. Archived fromthe original on 28 January 2024. Retrieved29 December 2025.
  32. ^Yammering On (Academic Blog). "Anthropological Linguistics vs Sociolinguistics vs Linguistic Anthropology (ARGH!)"
  33. ^"Applied Linguistics".Applied Linguistics. Archived fromthe original on 5 October 2013. Retrieved29 December 2025.
  34. ^"Journal of Child Language".Journal of Child Language. Archived fromthe original on 29 December 2025. Retrieved29 December 2025.
  35. ^Ahufinger, Nadia (14 March 2022)."Introduction to Language Development in Children".Children.9 (3): 412.doi:10.3390/children9030412.PMC 8947529.PMID 35327784.
  36. ^"Journal of Speech, Language, and Hearing Research".Journal of Speech, Language, and Hearing Research. American Speech-Language-Hearing Association. Archived fromthe original on 29 December 2025. Retrieved29 December 2025.
  37. ^El Fegiery, Ahmed; Al-Tamimi, Jalila; Al-Shawashreh, Eiman; Hazaimeh, Alaa; Al-Shdifat, Reem; Al-Jamal, Deia (10 August 2022)."Clinical Linguistics: Analysis of Mapping Knowledge Domains".Children.9 (8): 1202.doi:10.3390/children9081202.PMC 9406678.PMID 36010092.
  38. ^abWarfield, Scott (November 2014). "Lady in the Dark: Biography of a Musical. By bruce d. mcclung. Oxford: Oxford University Press, 2007. - Oklahoma!: The Making of an American Musical. By Tim Carter. New Haven, CT: Yale University Press, 2007. - South Pacific: Paradise Rewritten. By Jim Lovensheimer. Oxford: Oxford University Press, 2010. - Wicked: A Musical Biography. By Paul R. Laird. Lanham, MD: Scarecrow Press, 2011".Journal of the Society for American Music.8 (4):587–596.doi:10.1017/s1752196314000443.ISSN 1752-1963.S2CID 232401945.
  39. ^Neumeyer, David (November 2018).Guide to Schenkerian Analysis. The University of Texas at Austin; University of Texas Libraries.doi:10.15781/T2D21S443 (inactive 1 July 2025).hdl:2152/70263.{{cite book}}: CS1 maint: DOI inactive as of July 2025 (link)
  40. ^abHospers, John (15 April 2013).An Introduction to Philosophical Analysis.doi:10.4324/9780203714454.ISBN 9780203714454.
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