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Aphorism in statistics
"All models are wrong" is a common aphorism in statistics. It is often expanded as "All models are wrong, but some are useful". The aphorism acknowledges
All_models_are_wrong
Relationship between an object and a representation of that object
has also been expressed in other terms, such as "the model is not the data", "all models are wrong", and Alan Watts's "The menu is not the meal." The concept
Map–territory_relation
Mental representation of the external world
mental models is sometimes used to refer to mental representations or mental simulation generally. The concepts of schema and conceptual models are cognitively
Mental_model
British statistician
great statistical minds of the 20th century". His quote "All models are wrong but some are useful" has been widely discussed. He was born in Gravesend
George_E._P._Box
Description of a system using mathematical concepts and language
mathematical models may be used to analyze the movement of a rocket model. Mathematics portal Agent-based model All models are wrong Cliodynamics Computer
Mathematical_model
British climate scientist
(subscription required) "All Models Are Wrong". All Models Are Wrong. Retrieved 15 May 2018. "The Real Deal: Tamsin Edwards, Climate Modeller". highheelsinthelab
Tamsin_Edwards
Modeling financial systems
assumed in the model. All models are wrong Asset pricing model Economic model Financial engineering Financial forecast Financial Modelers' Manifesto Financial
Financial_modeling
Figure of speech
this case, the speakers are aware that the phrase does not correctly apply, but are appealing to it ironically. All models are wrong Counterexample The proof
Exception that proves the rule
Exception_that_proves_the_rule
2020 non-fiction book by Brian Christian
1038/d41586-021-01397-x. S2CID 235216649. Klein, Ezra (4 June 2021). "If 'All Models Are Wrong,' Why Do We Give Them So Much Power?". The New York Times. Retrieved
The_Alignment_Problem
Scientific activity that produces models
models to operationalize, mathematical models to quantify, computational models to simulate, and graphical models to visualize the subject. Modelling
Scientific_modelling
Fallacy of treating an abstraction as if it were a real thing
preferred numbers. (Compare the theory of social constructionism.) All models are wrong – Aphorism in statistics Counterfactual definiteness – Concept in
Reification_(fallacy)
Task of selecting a statistical model from a set of candidate models
analysis". Model selection may also refer to the problem of selecting a few representative models from a large set of computational models for the purpose
Model_selection
Type of mathematical model
probabilistic model. All statistical hypothesis tests and all statistical estimators are derived via statistical models. More generally, statistical models are part
Statistical_model
Conformance of AI to intended objectives
PMC 12628449. PMID 41268066. The Ezra Klein Show (June 4, 2021). "If 'All Models Are Wrong,' Why Do We Give Them So Much Power?". The New York Times. ISSN 0362-4331
AI_alignment
Type of machine learning model
measure model reasoning, factual accuracy, alignment, and safety. Before the emergence of transformer-based models in 2017, some language models were considered
Large_language_model
Evaluating whether a chosen statistical model is appropriate or not
of meta-analysis results. All models are wrong – Aphorism in statistics Cross-validation (statistics) – Statistical model validation technique Identifiability
Statistical_model_validation
Positive mental attitude
Boag, Russell James; Strickland, Luke (2019-12-01). "All models are wrong, some are useful, but are they reproducible? Commentary on Lee et al. (2019)"
Optimism
American climatologist and climate change skeptic (born c. 1953)
warming is slower than climate models have projected, emphasizes her evaluation of the uncertainty in the climate projection models, and questions whether climate
Judith_Curry
Part of the process of building a statistical model
bias. Note that all models will have some specification error. Indeed, in statistics there is a common aphorism that "all models are wrong". In the words
Statistical model specification
Statistical_model_specification
Estimator for quality of a statistical model
quality of statistical models for a given set of data. Given a collection of models for the data, AIC estimates the quality of each model, relative to each
Akaike_information_criterion
Conceptual fallacy by Nassim Taleb
structures. List of fallacies Kouska's fallacy McNamara fallacy "All models are wrong" Assume a can opener Black swan theory Congruence bias Cromwell's
Ludic_fallacy
Mathematical descriptions of the properties of certain cells in the nervous system
Biological neuron models, also known as spiking neuron models, are mathematical descriptions of the conduction of electrical signals in neurons. Neurons
Biological_neuron_model
of the scientific method and statistical models, George E. P. Box (1919–2013) wrote "Since all models are wrong the scientist cannot obtain a correct one
History_of_scientific_method
Method of estimating the parameters of a statistical model, given observations
_{0})} is a model, often in idealized form, of the process generated by the data. It is a common aphorism in statistics that all models are wrong. Thus, true
Maximum_likelihood_estimation
View of scientific inquiry that focuses on the role of scientific models of phenomena
nature. All models are wrong Commensurability Conceptualist realism Constructivist epistemology Fallibilism Internal realism Instrumentalism Models of scientific
Model-dependent_realism
As a model of a complex system becomes more complete, it becomes less understandable
discuss the paradox. All models are wrong – Aphorism in statistics Lie-to-children – Teaching a complex subject via simpler models Map–territory relation –
Bonini's_paradox
Teaching a complex subject via simpler models
Age appropriateness – Expected behaviour of a person for their age All models are wrong – Aphorism in statistics Half-truth – Deceptive statement Lesson –
Lie-to-children
South African economist and physicist
is a triumph." - J. M. Coetzee, Nobel Laureate.[citation needed] All models are wrong Financial engineering Mathematical finance Mathiness Derman, Emanuel
Emanuel_Derman
Extent to which a piece of evidence supports a claim about cause and effect
results in artificial laboratory settings but not in real life. All models are wrong Construct validity Content validity Ecological validity External
Internal_validity
Metric for fit of statistical models
by Robert R. Sokal and F. James Rohlf. All models are wrong Deviance (statistics) Overfitting Statistical model validation Theil–Sen estimator Berk, Robert
Goodness_of_fit
Extent to which a measurement corresponds to reality
validity topics in their analysis of a wrongful murder conviction. All models are wrong Concurrent validity Content validity Construct validity Cross-validation
Validity_(statistics)
Criterion for model selection
(also SIC, SBC, SBIC) is a criterion for model selection among a finite set of models; models with lower BIC are generally preferred. It is based, in part
Bayesian information criterion
Bayesian_information_criterion
Relationship between fields of study
Add Mathematical formulation of quantum mechanics Scientific modelling All models are wrong Jed Z. Buchwald; Robert Fox (10 October 2013). The Oxford Handbook
Relationship between mathematics and physics
Relationship_between_mathematics_and_physics
Branch of philosophy
of technology.[citation needed] Philosophy portal Science portal All models are wrong Criticism of science History and philosophy of science List of philosophers
Philosophy_of_science
2007 film by Joe Lynch
of horribly deformed cannibals who plan to mercilessly slaughter them all. Wrong Turn 2: Dead End had its premiere at the FrightFest on August 25, 2007
Wrong_Turn_2:_Dead_End
fault model is an engineering model of something that could go wrong in the construction or operation of a piece of equipment. From the model, the designer
Fault_model
Branch of statistics
for modern statistics. Aggregated distribution All models are wrong Inverse problem Parametric model Sufficient statistic Geisser, S. (2006), Modes of
Parametric_statistics
Statistics concept
All models are wrong Model selection Prediction error Prediction interval Resampling (statistics) Statistical conclusion validity Statistical model specification
Regression_validation
Computational and mathematical modeling of complex biological systems
"essentially, all models are wrong, but some are useful," attributed to the statistician George Box, is a suitable principle for constructing models. Boolean
Systems_biology
Concepts underlying statistical methods
accept the cautionary words of statistician George Box: "All models are wrong, but some are useful." For a short introduction to the foundations of statistics
Foundations_of_statistics
statistics Algorithmic inference Algorithms for calculating variance All models are wrong All-pairs testing Allan variance Alignments of random points Almost
List_of_statistics_articles
Pay and benefits for upper management
are zero. (Of course, few CEOs work for nothing. However, All models are wrong, but some are useful, and this may still be useful. Consider, for example
Executive_compensation
Pakistani director, producer, screenwriter, actor and former model
and former model. Mainly known as a television actor, he has also directed movies such as Wrong No. (2015), Mehrunisa V Lub U (2017) and Wrong No. 2 (2019)
Yasir_Nawaz
Box once said, "All models are wrong; however, some of them are useful." Along the same lines, the DeGroot model is a fairly simple model but it can provide
Mathematical models of social learning
Mathematical_models_of_social_learning
Classes of computational models
Microscale models form a broad class of computational models that simulate fine-scale details, in contrast with macroscale models, which amalgamate details
Microscale and macroscale models
Microscale_and_macroscale_models
1993 animated short film
The Wrong Trousers debuted in the UK on 26 December 1993 on BBC Two. Like the previous film, it received critical acclaim, particularly for its model train
The_Wrong_Trousers
2025 mid-range Android smartphones manufactured by Samsung
Key Island design. The LTE model have a slightly reflective back texture, while the 5G models have a matte finish. All models continue to have the same
Samsung_Galaxy_A17
American actress (born 1973)
modeling. At Vanderbilt, she was a member of Delta Delta Delta. After sending her photos to a few modeling agencies, Sims got signed to Next Models Management
Molly_Sims
American documentary series
preyed upon young models and professionals. It includes interviews with former members Paul Hinton, Dar Dixon and Elissa Melaragano, models Fabio Lanzoni
Bring Me the Beauties: A Model Cult
Bring_Me_the_Beauties:_A_Model_Cult
American actress (born 1979)
Lifetime movies are part of Vivica A. Fox's The Wrong... film series, which includes The Wrong Roommate (2016), The Wrong Man (2017), and The Wrong Teacher (2018)
Jessica_Morris
Enforcement of legal rights in all derivatives of a work
begins with the title, author's name, and date, but also has "@COPYLEFT ALL WRONGS RESERVED". The concept of copyleft was described in Richard Stallman's
Copyleft
Type of information retrieval using LLMs
generation (RAG) enhances large language models (LLMs) by incorporating an information-retrieval mechanism that allows models to access and utilize additional
Retrieval-augmented generation
Retrieval-augmented_generation
American plus-size fashion model (born 1986)
launched a lifestyle movement called "There Is No Wrong Way to Be a Woman". Bidot is one of the featured models in the 2016 documentary film Straight/Curve
Denise_Bidot
Highly paid fashion model
good many models are addicted to drink, and, after sitting a while, will suddenly go to sleep. Then I have had what I call the 'super' model. You know
Supermodel
Method used in intelligent tutoring systems
tutoring systems to model each learner's mastery of the knowledge being tutored. It models student knowledge in a hidden Markov model as a latent variable
Bayesian_knowledge_tracing
AI that generates content
that uses generative models to generate text, images, videos, audio, software code (vibe coding) or other forms of data. These models learn the underlying
Generative_AI
Form of causal modeling that fit networks of constructs to data
perfect model fit implies the model is correctly causally specified. For even moderately complex models, precisely equivalently-fitting models are rare.
Structural_equation_modeling
Any mathematical model describing human perception of colors
color appearance model that is universally applied; instead, various models are used. This section lists some of the color appearance models in use. The chromatic
Color_appearance_model
Chinese artificial intelligence company
reward models. The helpfulness and safety reward models were trained on human preference data. The rule-based reward model was manually programmed. All trained
DeepSeek
Model engine
Industries, when it became Cox Models. On February 7, 2009, Estes Industries stopped producing Cox engines and sold all of their remaining inventory –
Cox_model_engine
Term used in machine learning
learning, the term stochastic parrot is a metaphor that frames large language models as systems that statistically mimic text without real understanding. The
Stochastic_parrot
Statistical model containing both fixed effects and random effects
mixed-effects models rather than generalized linear mixed models or nonlinear mixed-effects models. Linear mixed models (LMMs) are statistical models that incorporate
Mixed_model
Model used in risk analysis
and without enough other models or support. In the Swiss cheese model, an organization's defenses against failure are modeled as a series of imperfect
Swiss_cheese_model
1973 studio album by The J. Geils Band
single "Did You No Wrong" that "Geils takes off on some incredible guitar riffs and production from Szymczyk does no wrong." All tracks are written by Peter
Ladies_Invited
Psychometric model for analyzing categorical data
underlying Rasch models is a special case of item response theory. However, there are important differences in the interpretation of the model parameters and
Rasch_model
Erroneous AI-generated content
computers. Symbolic artificial intelligence models generally do not produce hallucinations, unlike large language models. Since the 1980s, the term "hallucination"
Hallucination (artificial intelligence)
Hallucination_(artificial_intelligence)
2018 book by Hans Rosling
Factfulness: Ten Reasons We're Wrong About the World – and Why Things Are Better Than You Think is a 2018 book by Swedish physician, professor of international
Factfulness
1964 painting by Norman Rockwell
painting family images, and all of a sudden decided this is what I’m going to do…it’s wrong, and I’m going to say that it’s wrong…the mere fact that [Norman
The_Problem_We_All_Live_With
Australian model (born 1983)
the world's highest-paid models, ranking at No. 9 with estimated earnings of $3 million. She left Next to sign with IMG Models. Kerr appeared in the 2010
Miranda_Kerr
data are available to help improve models and these should be used. In the end all prices start off from a model. Hedge funds may use mark-to-model for
Mark_to_model
American model and musician (born 1997)
Glory of Gabbriette". oddcritic.com. "Gabbriette". MODELS.com. Retrieved February 28, 2026. "Model Gabbriette Bechtel Shares Her Beauty Routine – Coveteur:
Gabbriette
Modeling agency
Elite Models Chicago, Elite Models Atlanta, Elite Models Los Angeles, Elite Models San Francisco, and Elite Models Miami. By 1986, Elite Models had twenty
Elite_Model_Management
Model of changes in a sequence over evolutionary time
substitution model, also called models of sequence evolution, are Markov models that describe changes over evolutionary time. These models describe evolutionary
Substitution_model
Operating system
Knowledge and Abilities Positive Temperament (no minus T) "All models are wrong, but some are useful", George E. P. Box. Business research has the potential
Management system (open source)
Management_system_(open_source)
Electric mid-size sedan
previous models made by Tesla. The Model 3 was the world's top-selling plug-in electric car for three years, from 2018 to 2020, before the Tesla Model Y, a
Tesla_Model_3
Season of television series
Scene Model Management. "Chantal". Sydney: Priscilla's Model Management. "Chantal". New York City: Ford Models. "Brittney". Adelaide: Pride Models. "Joanna"
Australia's Next Top Model season 6
Australia's_Next_Top_Model_season_6
Online social experiment and parody website
as a parody of large language models (LLMs) like ChatGPT and Claude, all questions and image prompts posed by users are answered by other, randomly-selected
Your_AI_Slop_Bores_Me
English singer (born 1995)
(Paper Magazine)". Models.com. Retrieved 20 February 2021.{{cite web}}: CS1 maint: url-status (link) "The Get Down (Teen Vogue)". Models.com. Retrieved 21
Dua_Lipa
In marketing, a type of hierarchy of effects model
is a model within the class known as hierarchy of effects models or hierarchical models, all of which imply that consumers move through a series of steps
AIDA_(marketing)
Chatbot developed by Google
variants ("Flash") to high-compute models designed for complex reasoning ("Pro" and "Ultra"). The 1.5 and 3 model generations introduced extended context
Google_Gemini
Intelligence of machines
language models are versatile, but can also produce wrong answers in the form of hallucinations. The Alibaba Group developed a version of its Qwen models called
Artificial_intelligence
2007 gang-related mass murder in Surrey, British Columbia, Canada
Schellenberg, who were in the wrong place at the wrong time. The killers, members of the Red Scorpions gang, shot all six men in the head. The so-called
Surrey_Six_massacre
Mathematical model of financial markets
Negative Prices Are Forcing Traders To Change Their Derivatives Pricing Models". Intuition. Retrieved 2 April 2021. "Traders Rewriting Risk Models After Oil's
Black–Scholes_model
2021 animated film
Ron's Gone Wrong is a 2021 animated science fiction comedy film directed by Sarah Smith and Jean-Philippe Vine, and written by Smith and Peter Baynham
Ron's_Gone_Wrong
British actor (born 1977)
and Brad Montgomery in the Prime Time Television series If Loving You Is Wrong. He has also guest starred in many television series, including Agents of
Aiden_Turner
Statistical model for pairwise comparisons
communities, ranking of journals, ranking of AI models, and is foundational to the field of training reward models in reinforcement learning from human feedback
Bradley–Terry_model
South Korean actor and singer
popularity for Lee. In 2018, Lee was cast in tvN's romantic comedy drama What's Wrong with Secretary Kim, playing a famous author. In 2019, Lee starred in SBS
Lee_Tae-hwan
2025 book about artificial intelligence
traditional software that consists of code created by humans, modern AI models are primarily neural networks with hundreds of billions to trillions of numerical
If Anyone Builds It, Everyone Dies
If_Anyone_Builds_It,_Everyone_Dies
South Korean actress (born 1986)
1986) is a South Korean actress, model and singer. She is known for her roles in dramas such as Nokdu Flower, What's Wrong with Secretary Kim, No, Thank
Baek_Eun-hye
Structuring text as input to generative artificial intelligence
are designed to cause unintended behavior in machine learning models, particularly large language models. This attack takes advantage of the model's inability
Prompt_engineering
Generative AI chatbot by OpenAI
text-to-image models such as Stable Diffusion and large language models such as ChatGPT. State of the art large language models are trained on all the data
ChatGPT
American singer-songwriter and model
in Greenwich Village. "Kemp Muhl - Model". Models.com. Laddin, Stephen (January 17, 2023). "Uni and the Urchins Are More Than Music—They're an Art Collective"
Charlotte_Kemp_Muhl
American economist (1926–2026)
testimony on October 23, 2008, Greenspan acknowledged that he was "partially" wrong in opposing regulation and stated, "Those of us who have looked to the self-interest
Alan_Greenspan
2026 American film
believe that if they become waiters, all of their problems will be solved. They are not entirely wrong, but they are not entirely right. David Spade as
Busboys_(film)
Software to detect AI-generated content
Watermark for Large Language Models" presents a method to embed imperceptible watermarks into text generated by large language models (LLMs). This watermarking
Artificial intelligence content detection
Artificial_intelligence_content_detection
2023 text-generating language model
Transformer 4 (GPT-4) is a large language model developed by OpenAI and the fourth in its series of GPT foundation models. GPT-4 is preceded by GPT-3.5 and followed
GPT-4
Psychological test
machine-readable format. With the rise of large language models (LLMs), researchers have found that frontier models can now routinely pass classic false-belief tasks
Sally–Anne_test
Fashion-themed reality television show
real) runway show or interview, where one of the models is chosen as the winner (sometimes more than 1 models win the challenge). The winner of the challenge
Top_Model
Indian actress (born 1995)
Most recently, she appeared opposite Mohit Kumar in the short web series Wrong Number Reboot, further expanding her presence in the digital space. in March
Kanikka_Kapur
A language model benchmark is a standardized test designed to evaluate the performance of language models on various natural language processing tasks
Language_model_benchmark
ALL MODELS-ARE-WRONG
ALL MODELS-ARE-WRONG
Surname or Lastname
English and Scottish
English and Scottish : of uncertain origin; in part it may be a shortened form of McCall.Probably also an Americanized spelling of Ahl or Al.
Girl/Female
French, German, Latin, Spanish
Modest
Girl/Female
Hindu, Indian
Modest; Modern
Male
English
English short form of Celtic Arthur, possibly ART means "bear-man." Compare with another form of Art.
Male
Yiddish
Yiddish form of Hebrew Aharown, ARKE means "light-bringer."
Boy/Male
Australian, Finnish, Swedish
Bright One; Shining One; Noble
Male
Finnish
 Pet form of Finnish Aaroni, ARI means "light-bringer." Compare with other forms of Ari.
Male
English
 English byname transferred to forename use, ACE means "number one." Compare with another form of Ace.
Male
English
 Short form of English Arnold, ARN means "eagle power." Compare with another form of Arn.
Male
Hebrew
Variant spelling of Hebrew Aryeh, ARYE means "lion."Â
Male
Scandinavian
Scandinavian form of Old Norse Ãrni, ARNE means "eagle."Â Compare with another form of Arne.
Female
Yiddish
(×”Ö¸×דֶעל) Pet form of Yiddish Hode, HODEL means "myrtle tree."
Male
Yiddish
Pet form of Yiddish Mordche, MOTEL means "devotee of Marduk."Â
Boy/Male
Australian, Danish, German
Eagle
Surname or Lastname
English
English : from the Middle English personal name Ale, a short form of any of the various personal names beginning with Al-.Dutch : unexplained.Estonian : unexplained.Italian (Alé) : unexplained.
Male
Russian
(МодеÑÑ‚) Russian form of Roman Latin Modestus, MODEST means "moderate, sober."
Male
English
Medieval short form of English Arnold, ARNE means "eagle power." Compare with another form of Arne.
Boy/Male
Hindu, Indian, Modern
Power
Male
Scandinavian
 Variant spelling of Scandinavian Arne, ARN means "eagle power." Compare with another form of Arn.
Male
French
 Variant form of Norman French Asce, ACE means "noble at birth." Compare with another form of Ace.
ALL MODELS-ARE-WRONG
ALL MODELS-ARE-WRONG
Boy/Male
Tamil
Sankarshan | ஸஂகரà¯à®·à®£
A name of Balaram, Brother of Lord Krishna
Boy/Male
Indian, Sanskrit
Request; Insistence; Pertinacity; Desire
Surname or Lastname
English
English : variant spelling of Way.Dutch : variant of Wei.
Girl/Female
Hindu, Indian, Marathi
Long Life
Boy/Male
Celtic
Slender.
Boy/Male
American, British, English, French, Irish
Little Rock; Little Peter; Nineteenth-century Irish Nationalist Charles Parnell
Boy/Male
American, Arabic, Australian, Chinese, Christian
Calm or Serene; Combination of Jay and Allen; Bird of Light
Boy/Male
German
Strong as a boar.
Girl/Female
Hungarian
Graceful.
Girl/Female
Tamil
Pranavashree | பà¯à®°à®¨à®¾à®µà®¾à®·à¯à®°à¯€Â
Om, Sacred Mantra
ALL MODELS-ARE-WRONG
ALL MODELS-ARE-WRONG
ALL MODELS-ARE-WRONG
ALL MODELS-ARE-WRONG
ALL MODELS-ARE-WRONG
n.
A model or measure.
a.
Of or pertaining to the present time, or time not long past; late; not ancient or remote in past time; of recent period; as, modern days, ages, or time; modern authors; modern fashions; modern taste; modern practice.
imp. & p. p.
of Model
adv.
Wholly; completely; altogether; entirely; quite; very; as, all bedewed; my friend is all for amusement.
v. t.
To plan or form after a pattern; to form in model; to form a model or pattern for; to shape; to mold; to fashion; as, to model a house or a government; to model an edifice according to the plan delineated.
n.
A rustic wedding feast; a bridal. See Ale.
n.
To model; also, to modulate.
n.
A church or parish festival (as in commemoration of the dedication of a church), at which much ale was used.
a.
The whole quantity, extent, duration, amount, quality, or degree of; the whole; the whole number of; any whatever; every; as, all the wheat; all the land; all the year; all the strength; all happiness; all abundance; loss of all power; beyond all doubt; you will see us all (or all of us).
n.
Anything which serves, or may serve, as an example for imitation; as, a government formed on the model of the American constitution; a model of eloquence, virtue, or behavior.
pl.
of Modulus
n.
Something intended to serve, or that may serve, as a pattern of something to be made; a material representation or embodiment of an ideal; sometimes, a drawing; a plan; as, the clay model of a sculpture; the inventor's model of a machine.
a.
Suitable to be taken as a model or pattern; as, a model house; a model husband.
v. i.
To make a copy or a pattern; to design or imitate forms; as, to model in wax.
n.
One who models; hence, a worker in plastic art.
a.
Without clothes or covering; stripped of the usual covering; naked; as, his body is bare; the trees are bare.