Sway: Unravelling Unconscious Bias - Pragya Agarwal
Intro
- 13th c french, biais - at an angle or crosswise
- english 16th c, oblique or slanting line, bowling balls that were weighted on one side
Chp 1 Gut Instinct
- Antoine Bechara, USC, studying people w/ brain damage not able to use intuitions, decision making very difficult and time consuming
- satisficing
- Herbert Simon: scissors metaphor: one blade task environment and other blade computation capabilities (context and cognition)
- inattentional blindness - lack of attention b/c focused on something else
- cognitive illusion - unconscious inferences
- conformity: informational, normative, internalized
- confirmation bias
- default bias
- association and affiliation, category membership, in-group/out-group
Chp 2 - dawn of time
- affordances - what the environment offers the individual
- out-group bias stronger than in-group favoritism
- more reliance on cognitive shortcuts when uncertain
- smoke alarm analogy
- three theories of how implicit biases formed
- heuristics, shortcuts, kahneman and tversky
- error management theory (haselton and buss), judgments about opportunities and threats consistently deviate toward extreme response; in case of threat, false negative highly costly, while false positive not that costly
- propensity for false negatives may be root
- artefact theory, biases are product of applying wrong strategy in wrong context, these are artefacts of hunter-gatherer days, etc
- easier to process hierarchical relationships more fluently than egalitarian
- implicit egotism theory - favor objects that they associate with self
- name-letter effect (Jozef Nuttin) - tendency to like appearance of first letter in name
- normative determinism, aptronym, name-is-fitting bias
Chp 3 - all in your head
- us vs them
-study of kids with Williams Syndrome (tend to be friendly and have less fear of others
-damaged amygdala, less likely to do risk assessments, more likely to trust and approach
-parochial altruism - more likely to help ingroup
-different brain patters when reacting to ingroup member in pain vs outgroup member
-more regret from negative result of non-default actions as opposed to routine actions
-default bias
-negativity bias - react more strongly and remember negative info
-negative info processed more quickly
-truth bias - more likely to believe statements as truthful compared to actual
-people are better at recognising own race faces and own-gender faces
-halo effect and horn effect
-different process for people (global) vs object (local) recognition; women more often perceived as objects
-objectification theory
-stereotype threat - fear of being stereotyped, impairs performance, increased anxiety, etc
-social fear not necessary for gender stereotypes but impt for racial stereotypes
-frequent contact, exposure may decrease salience of racial stereotypes
-accent bias
-affective processing theory - positive bias exhibited toward others who speak with own accent
-partisan bias
-reflective system (2) vs reflexive system (1)
Chp 4 - back in your box
-constantly assigning people membership
-more likely to rely on stereotypes when cognitive load is high
-kernel of truth hypothesis
-stereotype endorsement, activation, categorisation, application
-out-group homogeneity effect - tendency to see out-group members as more alike than in-group
-even in gender stereotypes, so exposure not necessarily issue
-higher in the hierarchy more likely to stereotype lower
-Patricia Devine, UW-Madison
-more likely to remember info that confirms our stereotypes
-intersectional invisibility model - less likely to recognize people with multiple identities as full members of groups
-"Indianness is a national heritage...everyone owns them...right to use Indians"
-perpetual foreigner
-Bhabha and Chow - stereotypes work through repetition and ambivalence, easily shifting b/w contradictory meanings
-positive stereotypes - create competition and division between groups
-create misconception that negative stereotypes have been neutralized
-tend to lead to stronger negative stereotypes
-tend to be prescriptive
-Double-bind bias
-stereotype lift - improve performance based on denigration of out-group
-stereotype boost - improved performance based on activation of positive stereotypes
-resume of a mother rated less competent than father
-self-objectification theory - women and girls internalize sexual objectificationa
Chp 5 - Bobbsey Twins
-confirmation bias
-Schelling segregation model, or tipping model
- small preferences lead to large effects (segregation)
-disconfirmation bias (denigrating arguments counter to our own)
-social contagion theory
-more likely to act on biases and prejudices when surrounded by others with same
-social media fostering homophilic environments / echo chamber
-filter bubble (Pariser)
-availability cascade
-position bias (pay more attention to things at beginning and end)
-frequency bias (Baader-Meinhof phenomenon)
-association of nationality and social category membership
-threat and fear: more deference to authority, aggression toward out-group, more rigid hierarchical view of world
-political parties more identity than policy
-partisan political bias based on morality, more socially acceptable to be biased/prejudiced, etc.
-representation and role-models
Chp 6 - Hindsight is 20/20
-present bias, procrastination, delayed gratification with a hyperbolic curve
-loss aversion bias
-endowment effect
-choice can be demotivating
-familiarity bias, mere exposure effect
-evaluation of trustworthiness precedes eval of competence
-happpiness makes novelty attractive, saddness prefers familiarity
-accumulated advantage - high status evaluated more positively
-the Matthew effect (rich get richer, poor get poorer)
-higher status pitchers getting more calls
-halo effect
-hindsight bias, false memory, recall bias
-believe that it appeared more likely after the fact
-Roese and Vohs (memory distortion, inevitability, foreseeability): myopic attention to a single causal understanding of the past (to the neglect of other reasonable explanations) as well as general overconfidence in the certainty of one's judgments')
-hindsight bias greater when outcome negative
-just deserts bias
-conjunction fallacy, also have inherent bias that detailed statements more likely than general ones
-narrative fallacy
Chp 7 - Sugar and Spice
-gender stereotypes formed very early on
-binary bias, cultural or biological, or both?
-solve stereotype inconsistent riddles with more difficulty
-male-firstness bias
-linguistic determinism
-"she" only once in hobbit!
-very minor differences in number of words boys and girls speak
-women speak less than men in mixed groups, interrupted more
-interruptions associated with dominance
-ambivalent sexism, positive stereotypes
-implicit sexist bias in women as well as men
-more ingroup difference in spacial abilities than between group
-creeping determinism, connecting the dots
-women in e.r. less likely to be taken seriously or given same amount of pain med
-most trials carried out on male mice or human males
Chp 8 - It's not black and white
-2015 guardian study - 102 people of 464 killed by police unarmed, black Americans twice as likely to be unarmed while killed
-black people way more likely to be arrested for drug crimes despite similar rates of use
-study of when to shoot/not shoot in video game setting, different results black vs white priming info
-implicit bias in language of judicial process
-young boys of color perceived as older and less innocent
-black patients receive less pain medication
-minority ethnic maternal mortality rates increased in us 2000-2014
-"snow capping" organization white at top and black at bottom
-Claire Jean Kim - racial triangulation theory
-model minorities
-colourism, especially prominent at intersection of race and gender
-using white actresses to calibrate lighting, color, contrast in media, "Shirley card"
-aversive racism (?)
-imposter syndrome
-those who believe they are not racist or sexist more likely to show implicit bias
-hypodescent rule - designated the status of subordinate group in lineage
Chp 9 - Swipe right for a match
-beauty bias, halo and horn effects
-physical attribute stereotypes
-associate of attractiveness and intelligence
-mate choice theory
-attractiveness a perpetual anchor
-effects of attractiveness on infant gaze/attention
-faces evoke trust
-man can be competent but not likeable, women need to be likeable to be competent
-weight bias, size and shape bias, weight discrimination, more socially acceptable
-internalized negativity, shame, bias
-heightism, verticality and power
-ageism, harder on women
-assign positive or negative evaluation of a cue within seconds
-metaphors we live by
-out-group favoritism (old favoring young)
Chp 10 - I hear you, I say
-besides faces, often react to accents first
-voice like a second signature, linguistic first impressions
-language association with nationality starts earlier than race
-villains with foreign accents
-trust and belief
-standard language ideology, native-speakerism
-associated with education, honesty, intelligence, criminality
-linguistic accommodation, chameleon effect, convergence or divergence
-code-switching, bi- or multi-dialecticism
-gender stereotypes and voice
-names playing into racism, sexism, ethnocentrism (familiarity and name bias)
-ease of name pronuciation
Chp 11 - I'd blush if I could
-technology often being developed by and for white men (tested mostly on whites and men)
-voice recognition, facial recognition, virtual reality games
-algorithms, trained on biased data sets, or data sets not representative of population
-risk assessments, medical assessments
-default settings for cameras, media equipment, set up for whites or lighter skin tones
-Joy Buolamwini, Algorithmic Justice League, the "coded gaze"
Chp 12 - Good intentions
-diversity does not equate to inclusivity or equality or equal opportunity
-some criticisms of the IAT
-hard to show connection between IAT scores and specific behaviors
-doesn't show test-re-test reliability
-hard to prove that it's measuring implicit biases
Epilogue - De-biasing 101
-taking more time
-awareness
-criticize behavior rather than person
-reduce essentialist tendencies and stereotypes
-name and gender blind reviewing (technique)
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