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Bias in causal inference
inference, confounding is a form of systematic error (or bias) that can distort estimates of causal effects in observational studies. A confounder is traditionally
Confounding
Mythical structure in the Hebrew Bible
observing these efforts and remarking on humanity's power in unity, confounds their speech so that they can no longer understand each other and scatters
Tower_of_Babel
Binning data according to measured values of the variable
being studied, but also any potential confounding variables, thus avoiding omitted variable bias. "Confounding variables" in this context means other
Controlling_for_a_variable
English video game character designer (born 1972)
not take up their offers of employment. In 1997, he formed the company Confounding Factor along with co-developer Paul Douglas, who had worked with Gard
Toby_Gard
Methods employed to reduce error in science tests
independent variable under investigation, thereby reducing the risk of confounding. The use of controls increases the reliability and validity of results
Scientific_control
Error in statistical reasoning with groups
unduly given causal interpretations. The paradox can be resolved when confounding variables and causal relations are appropriately addressed in the statistical
Simpson's_paradox
Statistical matching technique
can be done either by adding the confounding variable as a control in regression, or by matching on the confounding variable. PSM has been shown to increase
Propensity_score_matching
Form of scientific experiment
due to their ability to reduce selection bias and the influence of confounding factors. However, they have also been criticized for failing to reduce
Randomized_controlled_trial
Apparent, but false, correlation between causally-independent variables
that controls for every confounding factor, so also must the user of multiple regression be careful to control for all confounding factors by including them
Spurious_relationship
Experimental element which is not changed throughout the experiment
from the presence of a confounding variable, thus requiring a re-working of the initial experimental hypothesis. Confounding variables are a threat to
Control_variable
Military tactic
Anti-ballistic missile defense countermeasures are tactical or strategic actions taken by an attacker to overwhelm, destroy, or evade anti-ballistic missile
Anti-ballistic missile defense countermeasure
Anti-ballistic_missile_defense_countermeasure
the flat-bottomed hulls of the 1794-1800 designs, by the time of the Confounder class the hulls had achieved a relatively sharp cross-section, as performance
List of gun-brigs of the Royal Navy
List_of_gun-brigs_of_the_Royal_Navy
British and American filmmaker (born 1970)
startling, original genre pieces that have revelled in their own complexity, confounding every maxim by which the studios hope to appeal to the widest audience
Christopher_Nolan
Scientific procedure performed to validate a hypothesis
confounding factors—any factors that would mar the accuracy or repeatability of the experiment or the ability to interpret the results. Confounding is
Experiment
Type of location test in statistical analysis
additional variables that are thought to serve as confounders. By pairing students whose values on the confounding variables are similar, a greater fraction of
Paired_difference_test
2018 book by Judea Pearl and Dana Mackenzie
This chapter introduces the idea of confounding and describes how causal diagrams can be used to identify confounding variables and determine their effect
The_Book_of_Why
Empirical interventional study
identify and measure the confounding variable(s). Such techniques can be used to model and partial out the effects of confounding variables techniques, thereby
Quasi-experiment
Conceptual model in philosophy of science
offer a robust technique for identifying appropriate confounding variables. Formally, Z is a confounder if "Y is associated with Z via paths not going through
Causal_model
Topics referred to by the same term
adjustment, in chiropractic practice In statistics, compensation for confounding variables Setting (disambiguation) This disambiguation page lists articles
Adjustment
In U.S. law, practices with adverse impacts on specific protected groups
after accounting for confounding variables, there does not appear to be any relationship between race and deadly force once confounders are taken into account
Disparate_impact
2006 James Bond film by Martin Campbell
trademark hat is visible on screen. The film's opening sequence aimed to confound expectations of Bond fans by featuring a black and white segment with little
Casino_Royale_(2006_film)
2017 German science-fiction television series
Cremona deemed it as "science fiction at its most mesmerising, its most confounding and its most exhilarating - and it all makes for a truly irresistible
Dark_(TV_series)
Criteria for measuring cause and effect
associated event change, unlikely being the result of bias, accidental, confounding or any other reason. Hill described epidemiological version of the first
Bradford_Hill_criteria
Largest dwarf planet
Retrieved September 8, 2017. Kelly Beatty (2016). "Pluto's Atmosphere Confounds Researchers". Sky & Telescope. Archived from the original on April 7,
Pluto
Study of health and disease within a population
confounding occurs when RA0 ≠ RB0. (NB: Example assumes binary outcome and exposure variables.) Some epidemiologists prefer to think of confounding separately
Epidemiology
other demographic factors. Stratification can be used to control for confounding variables (variables other than those the researcher is studying), thereby
Stratification (clinical trials)
Stratification_(clinical_trials)
Medical syndrome
had been methodologically flawed (e.g., with small sample sizes and confounding factors). Scientists have come to understand that the findings of the
Prenatal_cocaine_exposure
Measure of poverty of small areas
indices are used in spatial epidemiology to identify socio-economic confounding. In 1983, Brian Jarman published the Jarman Index, also known as the
Deprivation_index
Presence of undetected relatedness between subjects in genetic association studies
another population than assumed by the investigators. This can act as a confounding factor in both case-control and genome-wide association studies, as well
Cryptic_relatedness
Branch of statistics
use of sensitivity analysis is the pursuit of discovering confounding variables. Confounding variables are variables that have a large impact on the results
Causal_inference
Statistical method in genetic epidemiology
assumptions (see below), the design reduces both reverse causation and confounding, which often substantially impede or mislead the interpretation of results
Mendelian_randomization
Design of experiments to collect similar contexts together
different ways that blocking can be implemented, resulting in different confounding effects. However, the different methods share the same purpose: to control
Blocking_(statistics)
American sitcom (2013–2021)
(S04E15 and S04E16): Adam's ex-wife whose friendly relationship with him confounds Bonnie. Michael Angarano as Cooper (S05E03 and S05E10): Christy's younger
Mom_(TV_series)
Screening test used in pregnancy
A nonstress test (NST) is a screening test used in pregnancy to assess fetal status by means of the fetal heart rate and its responsiveness. A cardiotocograph
Nonstress_test
The fossilized remains of fish eggs have an extensive record going at least as far back as the Devonian and spanning into the Cenozoic era. The eggs of
Fish_egg_fossil
Statistical method
still impossible, because the RDD cannot account for the potentially confounding effects of other variables without randomization. The RDD was originally
Regression discontinuity design
Regression_discontinuity_design
Science of determining past climates from trees
Along with the advantages of dendroclimatology are some limitations: confounding factors, geographic coverage, annular resolution, and collection difficulties
Dendroclimatology
2025 single by Ice Spice
Hess called the song "classic Spice" and "an exciting, if not a bit confounding return to form". The lyric "SpongeBob big guy pants okay" went viral
Big_Guy_(song)
Planned deviation from an ideal dimension
In engineering and machining, an allowance is a planned deviation between an exact dimension and a nominal or theoretical dimension, or between an intermediate-stage
Allowance_(engineering)
Data transformation of statistics into rank
Regression analysis Correlation Pearson product-moment Partial correlation Confounding variable Coefficient of determination Regression analysis Errors and
Ranking_(statistics)
Variable that is causally influenced by two or more variables
are not useful in overcoming collider bias. Causality Causal graphs Confounding Directed acyclic graph Selection bias Path analysis Bad control Hernan
Collider_(statistics)
Religious term
God as three distinct Persons in one Divinity, all of One Being, not confounding the Substance nor dividing the Essence: as such it would be false and
Aspect_(religion)
Film genre
distorting space and time can confuse and disorient horror film viewers. To confound viewers' senses, directors might use tilted camera angles and shots in
Horror_film
2004 video game
Galleon is a 2004 action-adventure game developed by Confounding Factor and published by SCi Games and Atlus USA for the Xbox. Designed by Toby Gard as
Galleon_(video_game)
Set of computational techniques
improves the interpretability of high-throughput omics data and reduces the confounding effects of cellular heterogeneity, also known as tissue heterogeneity
Cellular_deconvolution
Generalized neurodevelopmental disorder
Girirajan, Santhosh (2015-07-22). "Comorbidity of intellectual disability confounds ascertainment of autism: implications for genetic diagnosis". American
Intellectual_disability
Criterion for model selection
Regression analysis Correlation Pearson product-moment Partial correlation Confounding variable Coefficient of determination Regression analysis Errors and
Bayesian information criterion
Bayesian_information_criterion
Mass-produced food designed for rapid service and consumption
depression. These correlations remain strong even when controlling for confounding lifestyle variables, suggesting a strong association between fast-food
Fast_food
Non-parametric statistic used to estimate the survival function
Regression analysis Correlation Pearson product-moment Partial correlation Confounding variable Coefficient of determination Regression analysis Errors and
Kaplan–Meier_estimator
Regression analysis Correlation Pearson product-moment Partial correlation Confounding variable Coefficient of determination Regression analysis Errors and
List of probability distributions
List_of_probability_distributions
Generates a forecast of future values of a time series
Regression analysis Correlation Pearson product-moment Partial correlation Confounding variable Coefficient of determination Regression analysis Errors and
Exponential_smoothing
Sin which will never be forgiven by God
sin"—or sin against the Holy Ghost—as "to sin against the Holy Ghost is to confound Him with the spirit of evil, it is to deny, from pure malice, the Divine
Eternal_sin
Medical hypothesis
statistical association being caused by methodological flaws such as confounding, detection bias, reverse causality, or selection bias. The terminology
Obesity_paradox
Type of behavior therapy
Furthermore, this provides clinicians with much greater control over potential confounding variables in the environment. For instance, although therapists are usually
Systematic_desensitization
card access) Wilson, David (20 August 2023). "Lucy Letby confirms yet confounds our ideas of a serial killer". The Guardian. Retrieved 21 August 2023
List of serial killers in the United Kingdom
List_of_serial_killers_in_the_United_Kingdom
Set of software design patterns in a database
In databases, change data capture (CDC) is a set of software design patterns used to determine and track the data that has changed (the "deltas") so that
Change_data_capture
Concept in probability theory and statistics
correlation coefficient will give misleading results if there is another confounding variable that is numerically related to both variables of interest. This
Partial_correlation
Effect of assistive technology
Inclusion: The Curb Cut Effect of Accessibility Accommodations as a Confounding Variable and a Criterion Variable". openresearch.ocadu.ca. Retrieved
Curb_cut_effect
Supranational political and economic union
exception reported by the study, which analysed up to 2008, "to avoid confounding effects from the global financial crisis". A 2021 study in the Journal
European_Union
Online trend promoting skepticism of sunscreen
studies diminish to the null by the early 1990s; heterogeneity is high and confounding (for example, use of low-SPF products to prolong sun exposure) is a concern
Anti-sunscreen_movement
Test used in the analysis of stratified or matched categorical data
assignment of subjects to different treatments cannot be controlled but confounding covariates can be measured. We consider a binary outcome variable such
Cochran–Mantel–Haenszel statistics
Cochran–Mantel–Haenszel_statistics
Study of paranormal and psychic phenomena
statistical significance and that might be explained by a number of confounding effects; Park states that such marginal results are a typical symptom
Parapsychology
Species of deer
description of differences of color or antler patterns, but actually confounds genetic variance with epistatic and statistical variance as well as compounded
Reindeer
Statistical approach
the k-factors to be estimated independently without (or with minimal) confounding. Also orthogonality provides minimum variance estimates of the model
Response_surface_methodology
Form of longitudinal study
design. This minimizes the chance that results will be influenced by confounding variables, particularly ones that are unknown. However, educated hypotheses
Cohort_study
Type of soft candy
Retrieved July 6, 2016. "What is taffy? Let's make some sense of this oddly confounding chewy sweet". Mr Dach. March 2, 2018. In most of the UK and Ireland,
Taffy_(candy)
Language whose genetic affiliation has not been established
reasons, mostly due to a lack of reliable data but sometimes due to the confounding influence of language contact, if different layers of its vocabulary
Unclassified_language
Variable associated with an increased risk of disease or infection
determinants may act as confounding factors, and need to be controlled for, e.g. by stratification. The potentially confounding determinants varies with
Risk_factor
Type of chart
Regression analysis Correlation Pearson product-moment Partial correlation Confounding variable Coefficient of determination Regression analysis Errors and
Radar_chart
Source of statistical bias
when mobility-dependent exposures influence the phenomena. The problem confounds the neighbourhood effect, which suggests that a person's neighborhood
Neighborhood effect averaging problem
Neighborhood_effect_averaging_problem
Health effects of long-term alcohol consumption
associated with peripheral arterial disease in women but not in men. But when confounding by smoking was considered, the benefit extended to men. The study concluded
Long-term_effects_of_alcohol
Christian heretical belief
teaching that Christ was a lesser god. Theodoret charged Apollinaris with confounding the persons of the Godhead and giving in to the heretical ways of Sabellius
Apollinarism
Hypothesis that prenatal conditions shape long-term health and related outcomes
outcomes, critics note that causal inference is challenging because of confounding by family, socioeconomic, and postnatal factors, and because birth size
Fetal_origins_hypothesis
1st century AD Herodian Dynasty princess
divorced. According to the historian Josephus: Herodias took upon her to confound the laws of our country, and divorced herself from her husband while he
Herodias
Merging different sets of information, texts, ideas, opinions
is man" and a "spokeswoman". Amalgamation (names) Association fallacy Confounding variable in regression analysis Essentialism Portmanteau Skunked term
Conflation
Painting by Jonathan Yeo
2024. Newsdesk (23 May 2024). "King Charles' new blazing red portrait confounds the public". South West Londoner. Retrieved 2 May 2025. Article, Katie
His Majesty King Charles III (portrait)
His_Majesty_King_Charles_III_(portrait)
Collection of counties situated in the heart of New York State
of America, published in 2023, that "the term 'central New York' is a confounding one, which has been defined differently by various writers and agencies
Central_New_York
Geometric algorithms for signal processing
Regression analysis Correlation Pearson product-moment Partial correlation Confounding variable Coefficient of determination Regression analysis Errors and
Projection_filters
World War II battle in the Pacific
positions were mutually supporting and alternative positions were used to confound attackers. The Allied advance on the Japanese positions at Buna–Gona was
Battle_of_Buna–Gona
Cross-platform time tracking app
August 9, 2017. Retrieved August 9, 2017. "App reviews: Blackbox, Toggl confound and create order". The Denver Post. January 23, 2017. Retrieved August
Toggl_Track
Performance metric in football and hockey
Davis, Jesse; Robberechts, Pieter (2024). "Biases in expected goals models confound finishing ability". arXiv:2401.09940 [cs.LG]. "Post-shot expected goals
Expected_goals
Science fiction horror and action franchise
particularly significant as he redeems himself at the end of Aliens, thus confounding Ripley's expectations. Notes ^[a] released on the 10 year anniversary
Alien_(franchise)
Family of wireless network protocols
causal association is considered credible, but when chance, bias or confounding cannot be ruled out with reasonable confidence"), this classification
Wi-Fi
1921 novel by Rafael Sabatini
dell'arte). He also becomes a revolutionary, politician, and fencing-master, confounding his enemies with his powerful orations and swordsmanship. He is forced
Scaramouche_(novel)
British politician (born 1949)
2017. Retrieved 14 June 2017. Pickard, Jim (9 June 2017). "Jeremy Corbyn confounds critics with 'gobsmacking' gain". Financial Times. Archived from the original
Jeremy_Corbyn
crime, particularly in the case of violent crime, is complicated by confounding factors such as economic and social deprivation, police counting rules
Race and crime in the United Kingdom
Race_and_crime_in_the_United_Kingdom
Diagnostic plot in multivariate statistics
Regression analysis Correlation Pearson product-moment Partial correlation Confounding variable Coefficient of determination Regression analysis Errors and
Scree_plot
1974 French romantic drama film by Andrzej Żuławski
degrading experiences." The New York Times wrote: "the searing, sometimes confounding film [...] showcases the heartbreaking talents of Schneider." Gene Moskowitz
That Most Important Thing: Love
That_Most_Important_Thing:_Love
Graphical display of scientific results
Regression analysis Correlation Pearson product-moment Partial correlation Confounding variable Coefficient of determination Regression analysis Errors and
Forest_plot
American TV medical drama (2004–2012)
which often serves as the series' comic relief. During clinic duty, House confounds patients with unwelcome observations into their personal lives, eccentric
House_(TV_series)
Mathematical problem
ensures that independent variables are truly independent with no hidden confounding correlations. "Orthogonal" is thus synonymous with "independent" in that
Mutually orthogonal Latin squares
Mutually_orthogonal_Latin_squares
Conformity of language to a grammar
In linguistics, grammaticality is conformity to grammar. The notion of grammaticality rose alongside the theory of generative grammar, the goal of which
Grammaticality
British physiologist and nutritionist
diabetes, and heart attack. Yudkin's failure to incorporate possible confounding factors in his case-control designs was an area of heavy criticism at
John_Yudkin
Type of political organization
state shall constitute a sole person in the eyes of international law." Confounding the definition problem is that "state" and "government" are often used
State_(polity)
Italian nurse
accused of killing 38 of her patients. She was exonerated in 2021, after confounding factors were found in a statistical reanalysis of the hospital's mortality
Daniela_Poggiali
2008 Belgian film
"JCVD is a touching, fascinating piece, with Jean-Claude Van Damme confounding all with his heartfelt performance." On Metacritic, the film has a score
JCVD_(film)
Comic book supervillain
adversary. In his first encounter with the Dynamic Duo, Riddler first tried to confound the crime-fighters with his infamous double-entry Riddle Clues and then
Riddler
Trick drinking vessel
Some jugs even have a hidden hole to make the challenge still more confounding. The earliest example in England is the Exeter puzzle jug—an example
Puzzle_jug
1967 studio album by the Beatles
lyrics to "I Am the Walrus" were purposely nonsensical and intended to confound commentators' analysis of the Beatles' work, particularly interpretations
Sgt. Pepper's Lonely Hearts Club Band
Sgt._Pepper's_Lonely_Hearts_Club_Band
Fastest known animal and common bird of prey
is not clear, as the issue is complicated by widespread hybridization confounding mtDNA sequence analyses. One genetic lineage of the saker falcon (F. cherrug)
Peregrine_falcon
CONFOUNDING
CONFOUNDING
CONFOUNDING
CONFOUNDING
Girl/Female
Tamil
Sun rays, Charismatic personality
Girl/Female
Muslim
Beautiful
Boy/Male
Hindu
Matchless
Girl/Female
Arabic, French, Gujarati, Indian, Kannada, Muslim, Sindhi
Finger Tips; Delicate
Surname or Lastname
English
English : habitational name from either of two places in Devon, so called from Old English smæl ‘narrow’ + hrycg ‘ridge’, or a topographic name from Middle English smal ‘narrow’ + rugge, rigge ‘ridge’.
Surname or Lastname
English
English : from a pet form of the personal name Man(n) (see Mann 2), or a nickname from a diminutive of the noun man, with the sense of ‘little man’.
Boy/Male
Muslim
Gentle, Calm
Girl/Female
Bengali, Indian
Adored; Worshipped; Together
Boy/Male
Hindu
Boy/Male
Hindu, Indian
Never End of Love.
CONFOUNDING
CONFOUNDING
CONFOUNDING
CONFOUNDING
CONFOUNDING
a.
Overpowering consciousness; overpowering the senses; especially, overpowering the sense of hearing; confounding with noise.
p. pr. & vb. n.
of Confound
n.
Dissimulation; ignorance feigned for the purpose of confounding or provoking an antagonist.
n.
The fault of improperly uniting in one bill distinct and independent matters, and thereby confounding them.