For synergistic interactions between humans and artificial intelligence (AI) systems, AI outputs often need to be explainable to people. Explainable AI (XAI) systems are commonly tested in human user studies. However, whether XAI researchers consider potential cultural differences in human explanatory needs remains unexplored. We highlight psychological research that found significant differences in human explanations between many people from Western, commonly individualist countries and people from non-Western, often collectivist countries. We argue that XAI research currently overlooks these variations and (...) that many popular XAI designs implicitly and problematically assume that Western explanatory needs are shared cross-culturally. Additionally, we systematically reviewed over 200 XAI user studies and found that most studies did not consider relevant cultural variations, sampled only Western populations, but drew conclusions about human-XAI interactions more generally. We also analyzed over 30 literature reviews of XAI studies. Most reviews did not mention cultural differences in explanatory needs or flag overly broad cross-cultural extrapolations of XAI user study results. Combined, our analyses provide evidence of a cultural bias toward Western populations in XAI research, highlighting an important knowledge gap regarding how culturally diverse users may respond to widely used XAI systems that future work can and should address. (shrink)

Liberals often view religion chiefly as "a problem" for democratic discourse in modern pluralistic societies and propose an allegedly neutral solution in the form of philosophical distinctions between "the right" and "the good" or populist invocations of a "right to choose." Drawing on cultural theory and ethnographic research among activists in the Oregon debates over the legalization of physician-assisted suicide, I demonstrate that liberal "neutrality" harbors its own cultural bias, flattens the complexity of public debates, and undermines (...) liberalism's own commitments to equality. I conclude that the praiseworthy liberal goal of impartiality in policy decisions would best be met not by the inaccessible norm of neutrality but by a norm of inclusivity, which intentionally solicits multiple cultural perspectives. (shrink)

Nelson Goodman maintains that there is a plurality of internally consistent, equally privileged, well-made actual worlds constructed through the use of very special symbol systems—right or ultimately acceptable world versions. Using evidence from American Indian traditions, I will argue that Goodman’s criteria for ultimately acceptability are culturally biased against any non-Western world version—especially a Native version. I will then offer a culturally sensitive interpretation of Goodman’s criteria for ultimate acceptability that an American Indian world version satisfies, and so is numbered (...) among the internally consistent, equally privileged, well-made actual worlds. (shrink)

This article explores issues of what is seen and not seen, recorded and disregarded, as they relate to the author’s practical experimentations with alternate uses/forms of the camera. These alternates include the slit-scan camera and a little-known form called the cylinder pinhole camera, which was originally designed and tested by the photo historian Joel Snyder. What do these cameras tell us, the author asks, about the center and periphery of an image as it exists inside a camera before that image (...) is recorded on film? The prioritization of content at the center of an image, the article argues, is consistent with the West’s cultural bias toward making two-dimensional images on rectangular surfaces, such as drawings, paintings, and photographs. But we see something very different by looking into the black box of the camera, something not so rectangular. The figures included here, then, are meant to disrupt the center-periphery binary that has ruled photography in the West. These photos offer new insight into social expectations about the capacity of the camera, of panoramic images, and about strategies for analysis of art-making practices in general. (shrink)

In Liberalism's Troubled Search for Equality, Robert P. Jones asks why these concerns were dismissed by liberal philosophers and argues that this contradiction exposes a blind spot within liberal political theory.

Companies that are serious about corporate governance and business ethics are turning their attention to gender diversity at the most senior levels of business . Board gender diversity has been the subject of several studies carried out by international organizations such as Catalyst , the World Economic Forum , and the European Board Diversity Analysis . They all lead to reports confirming the overall relatively low proportion of women on boards and the slow pace at which more women are being (...) appointed. Furthermore, the proportion of women on corporate boards varies much across countries. Based on institutional theory, this study hypothesizes and tests whether this variation can be attributed to differences in cultural settings across countries. Our analysis of the representation of women on boards for 32 countries during 2010 reveals that two cultural characteristics are indeed associated with the observed differences. We use the cultural dimensions proposed by Hofstede to measure this construct. Results show that countries which have the greatest tolerance for inequalities in the distribution of power and those that tend to value the role of men generally exhibit lower representations of women on boards. (shrink)

The purpose of this study is to determine whether there are cross-cultural differences between Chinese and Canadian business students with respect to their assessment of the ethicality of various business behaviors. Using a sample of 147 business students, the results indicate cultural crossvergence; the Chinese (72 students) and Canadians (75 students) exhibit different ethical attitudes toward questionable business practices at the individual level but not at the corporate level. A social desirability bias (a tendency to deny socially (...) unacceptable actions and to admit to socially desirable ones) is also found to be a cross-cultural phenomenon, with the Canadians demonstrating a greater bias than the Chinese. Finally, this bias causes respondents to increase their assessment of the un-ethicality of questionable business activities. (shrink)

This study finds cultural divergence among business students from Canada and the People’s Republic of China. The Chinese and Canadian students, regardless of gender, exhibit different ethical attitudes towards questionable business practices. Also, the Canadian students, especially the women, demonstrate a stronger social desirability bias (a tendency to deny socially unacceptable actions and to admit to socially desirable ones) than do the Chinese business students. Finally, this bias causes respondents to increase their assessment of the un-ethicality of (...) questionable business activities. (shrink)

It has been argued that people in areas with high pathogen loads will be more likely to avoid outsiders, to be biased in favor of in-groups, and to hold collectivist and conformist values. Cross-national studies have supported these predictions. In this paper we provide new pathogen codes for the 186 cultures of the Standard Cross-Cultural Sample and use them, together with existing pathogen and ethnographic data, to try to replicate these cross-national findings. In support of the theory, we found (...) that cultures in high pathogen areas were more likely to socialize children toward collectivist values (obedience rather than self-reliance). There was some evidence that pathogens were associated with reduced adult dispersal. However, we found no evidence of an association between pathogens and our measures of group bias (in-group loyalty and xenophobia) or intergroup contact. (shrink)

Norenzayan, Smith, Jun Kim, and Nisbett (2002) investigated cultural differences in the use of intuitive versus formal reasoning in 4 experiments. Our comment concerns the 4th experiment where Norenzayan et al. reported that, although there were no cultural differences in accuracy on abstract logical arguments, Koreans made more errors than U.S. undergraduates in judging the logical validity of concrete arguments. Norenzayan et al. concluded that Koreans are less likely than European Americans to decontextualize an argument's content from its (...) logical structure, as Koreans were more likely to consider the believability of the conclusion when assessing an argument's validity (a belief bias). Notably, Korean participants were more conservative (less likely to say an argument is valid) than European American participants when assessing arguments. An analysis of the average of the hit and correct rejection rates in each of the conditions (abstract, concrete–believable, concrete–nonbelievable) revealed that, contrary to conclusions of Norenzayan et al., European Americans were no better than Koreans at determining the validity of concrete deductive arguments with conclusions varying in believability. (shrink)

Empathy is sharing and understanding others’ emotions. Recently, researchers identified a culture–sex interaction effect in empathy. This phenomenon has been largely ignored by previous researchers. In this study, the culture–sex interaction effect was explored with a cohort of 129 participants (61 Australian Caucasians and 68 Chinese Hans) using both self-report questionnaires (i.e., Empathy Quotient and Interpersonal Reactivity Index) and computer-based empathy tasks. In line with the previous findings, the culture–sex interaction effect was observed for both trait empathy (i.e., the generalized (...) characteristics of empathy, as examined by the self-report questionnaires) and state empathy (i.e., the on-spot reaction of empathy for a specific stimulus, as evaluated by the computer-based tasks). Moreover, in terms of state empathy, the culture–sex interaction effect further interacted with stimulus traits (i.e., stimulus ethnicity, stimulus sex, or stimulus emotion) and resulted in three- and four-way interactions. Follow-up analyses of these higher-order interactions suggested that the phenomena of ethnic group bias and sex group favor in empathy varied among the four culture–sex participant groups (i.e., Australian female, Australian male, Chinese female, and Chinese male). The current findings highlighted the dynamic nature of empathy (i.e., its sensitivity toward both participant traits and stimulus features). Furthermore, the newly identified interaction effects in empathy deserve more investigation and need to be verified with other Western and Asian populations. (shrink)

This paper examines the associations among social desirability response bias, cultural constructs and gender. The study includes the responses of 1537 students from 12 countries including Australia, Canada, China, Colombia, Ecuador, Hong Kong, Ireland, Japan, Nepal, South Africa, Spain, and the United States. The results of the analysis indicate that, on average, social desirability response bias decreases as a country's Individualism increases. The analysis also indicates that women scored significantly higher on Paulhus' Image Management Subscale on an (...) overall basis and for seven of the 12 country comparisons. This research serves as a caution when considering the research findings of prior international survey-based ethics research that do not include a direct measure of social desirability response bias. For example, the finding that women score higher on Paulhus' measure of social desirability response bias calls into question prior research that does not control for social desirability response bias indicating women are more ethically sensitive than men. (shrink)

We examined the universality of the curse of knowledge by investigating it in a unique cross-cultural sample; a nomadic Nilo-Saharan pastoralist society in East Africa, the Turkana. Forty Turkana children were asked eight factual questions and asked to predict how widely-known those facts were among their peers. To test the effect of their knowledge, we taught children the answers to half of the questions, while the other half were unknown. Based on findings suggesting the bias’s universality, we predicted (...) that children would estimate that more of their peers would know the answers to the questions that were taught versus the unknown questions. We also predicted that with age children would become less biased by their knowledge. In contrast, we found that only Turkana males were biased by their knowledge when inferring their peers’ perspectives, and the bias did not change with age. We discuss the implications of these findings. (shrink)

Clark and Fischer argue that humans treat social artifacts as depictions. In contrast, theories of distributed cognition suggest that there is no clear line separating artifacts from agents, and artifacts can possess agency. The difference is likely a result of cultural framing. As technology and artificial intelligence grow more sophisticated, the distinction between depiction and agency will blur.

Culture provides people with rich, detailed, implicit, and explicit knowledge about associations and contingencies. These culture-based expectations allow people to get through their days without much systematic reasoning. Experimental designs that unpack these situated effects of culture on thinking, feeling, and doing can advance bias research and direct policy and intervention.

Most research on transmission biases in cultural evolution has treated different biases as distinct strategies. Here I present a model that combines both frequency dependent bias (including conformist bias) and payoff bias in a single decision-making calculus and show that such an integrated learning strategy may be superior to relying on either bias alone. Natural selection may operate on humans’ relative dependence on frequency and payoff information, but both are likely to contribute to the spread (...) of variants with high payoffs. Importantly, the magnitude of conformist bias affects the evolutionary dynamics, and I show that an intermediate level of conformity may be most adaptive and may spontaneously evolve as it resists the invasion of low-payoff variants yet enables the fixation of high-payoff variants in the population. (shrink)

Of the many far-reaching implications of Fincher & Thornhill's (F&T's) theory, we focus on the consequences of parasite stress for mating strategies, marriage, and the differing roles and restrictions for men and women. In particular, we explain how examination of cultures of honor can provide a theoretical bridge between effects of parasite stress and disproportionate emphasis on female purity.

In three studies we report data confirming and extending the finding of a tendency toward a White preference bias by young children of various ethnic backgrounds. European American preschoolers who identify with a White doll also prefer it to a Black doll. In contrast, same age African American children who identify with a Black doll do not show a significant preference for it over a White doll. These results are comparable in African American children attending either a racially mixed, (...) or an Afro-centric, all African American preschool. These results show the persistence of an observation that contributed to school de-segregation in the United States. Results also reveal a lack of congruence between skin color identity and preference is not limited to African Americans. There is a comparable, if not stronger White preference bias in five to seven-year-old Polynesian and Melanesian children tested in their native island nations. Using a modified procedure controlling for binary forced choice biases, we confirm these findings with second generation American children of Indian descent showing clear signs of a White bias. These results are consistent with the idea that during the preschool years children are sensitive and attracted to signs of higher social status that, for historical reasons and across cultures, tends to be associated with lighter skin color. (shrink)

Debates between historians show that they expect descriptions of past people and events, and interpretations of historical subjects, and genetic explanations of historical changes, to be fair and not misleading. Sometimes unfair accounts of the past are the result of historians' bias, of their preferring one account over others because it accords with their interests. It is useful to distinguish history which is misleading by accident from that which is the result of personal bias; and to distinguish personal (...) bias from cultural bias and general cultural relativity.This paper explains what fair descriptions, interpretations, and explanations are like in order to clarify the senses in which they can be biased. It then explains why bias is deplorable, and after noting those who regard it as more or less inevitable, considers how personal bias can be avoided. It argues that it is not detachment that is needed, but commitment to standards of rational inquiry.Some might think that rational standards of inquiry will not be enough to avoid bias if the evidence available to the historian is itself biased. In fact historians often allow for bias in evidence, and even explain it when reconstructing what happened in the past.The paper concludes by noting that although personal bias can be largely avoided, cultural bias is not so easy to detect or correct. (shrink)

Some cultural evolution researchers have argued for the importance of prestige bias as a systematic and widespread social learning bias, that structures human social learning and cultural transmission patterns. Broadly speaking, prestige bias accounts understand it as a bias towards copying ‘prestigious’ individuals. Prestige bias, along with other social learning biases, has been argued to pay a crucial role in allowing cumulative cultural selection to take place, thereby generating adaptations that are key (...) to our success as a species. However, I argue for skepticism about the plausibility and scope of a prestige bias account. I argue that although an account of prestige bias seems plausible or compelling on their face, it is committed to a particular view of the cognition underpinning the bias, and therefore to predictions regarding its flexibility and context-sensitivity. Given this, current empirical evidence gives us reason to doubt the explanatory value of a prestige bias account over a naive, goal-directed agent account. Additionally, the way that prestige is defined in empirical work is in tension with a general understanding of prestige, casting doubt upon its status as evidence of prestige bias. I examine two studies cited as evidence of prestige bias, arguing that in these cases we cannot clearly favour a prestige bias explanation over a goal-directed agent explanation. (shrink)

Cognitive decline is common in Parkinson’s disease (PD), and precise cognitive assessment is important for diagnosis, prognosis, and treatment. To date, there are no studies in PD investigating cultural bias on neuropsychological tests. Clinical practice in multicultural societies such as Toronto Canada, where nearly half of the population is comprised of first generation immigrants, presents important challenges as most neuropsychological tools were developed in Anglosphere cultures (e.g., USA, UK) and normed in more homogeneous groups. We examine total scores (...) and rates of deficits on tests of visuoperceptual/visuospatial, attention, memory, and executive functions in Canadians with PD born in Anglosphere countries (n = 248) versus in Canadians with PD born in other regions (International group; n = 167). The International group shows lower scores and greater rates of deficits on all visuoperceptual and some executive function tasks, but not on attention or memory measures. These biases are not explained by demographic and clinical variables as groups were comparable. Age at immigration, years in Canada, and English proficiency also do not account for the observed biases. In contrast, group differences are strongly mediated by the Historical Index of Human Development of the participants’ country of birth, which reflects economic, health, and educational potential of a country at the time of birth. In sum, our findings demonstrate lasting biases on neuropsychological tests despite significant exposure to, and participation in, Canadian culture. These biases are most striking on visuoperceptual measures and non-verbal executive tasks which many clinicians still considered to be “culture-fair” despite the growing evidence from the field of cross-cultural neuropsychology to the contrary. Our findings also illustrate that socio-development context captures important aspects of culture that relate to cognition, and have important implications for clinical practice. (shrink)

Cultural evolutionary theory has identified a range of cognitive biases that guide human social learning. Naturalistic and experimental studies indicate transmission biases favoring negative and positive information. To address these conflicting findings, the present study takes a socially situated view of information transmission, which predicts that bias expression will depend on the social context. We report a large‐scale experiment (N = 425) that manipulated the social context and examined its effect on the transmission of the positive and negative (...) information contained in a narrative text. In each social context, information was progressively lost as it was transmitted from person to person, but negative information survived better than positive information, supporting a negative transmission bias. Importantly, the negative transmission bias was moderated by the social context: Higher social connectivity weakened the bias to transmit negative information, supporting a socially situated account of information transmission. Our findings indicate that our evolved cognitive preferences can be moderated by our social goals. (shrink)

This paper means to demonstrate the theoretical-and- methodological potential of a particular pattern of thought about culture. Employing an end-means and absolute value plus concept of reality approach, the continuous model of culture aims to embrace from one holistic standpoint various concepts and debates of the modern human, social, and political sciences. The paper revisits the debates of fact versus value, nature versus culture, culture versus structure, agency versus structure, and economics versus politics and offers the concepts of the rule (...) of law, state capitalism, a dialectical model of progress, and interpretative qualitative research, as well as of cultural diffusion, autonomy, alienation, and individuality. This model distinguishes between the ideal-symbolical and the instrumental functions of culture, sees culture as being sewn from universal binaries, and provides a certain understanding of the cognitive function of a value judgment, with positivism so far vague about the topic. It, too, suggests an extra method for investigating culture : the comparative literature study of culture enables social science to view literature as its potential in-depth interviewee— a case for arguing for a certain conception of interdisciplinarity as well. In addition, it predicts that cultural particularism or individuality remains an essential factor of human existence. Analyzing the issue of Eurocentrism in social science, the model finds modernity ’s concept of reality to be involved in ” methodological ” intellectualistic reductionism, characterizing it since the empiricism/ rationalism origination. Systematically confusing the universal oppositions in a Eurocentric manner, intellectualism becomes a contributing factor in unfolding post- modernity. (shrink)

Evolved dispositions influence, but do not determine, how people think about economic problems. The evolutionary cognitive approach offers important insights but underweights the social transmission of ideas as a level of explanation. The need for asocialexplanation for the evolution of economic attitudes is evidenced, for example, by immense variations in folk-economic beliefs over time and across individuals.

Research on cultural transmission among Americans has established a bias for transmitting stories that have disgusting elements. Conceived of as a cultural evolutionary force, this phenomenon is one type of emotional selection. In a series of online studies with Americans and Indians we investigate whether there are cultural differences in emotional selection, such that the transmission process favours different kinds of content in different countries. The first study found a bias for disgusting content among Americans (...) but not among Indians. Four subsequent studies focused on how country interacts with kind of emotional content in reactions to transmission of stories or information. Whereas Indian participants, compared to Americans, tended to be less interested in, and excited by, transmission of stories and news involving common disgust-elicitors, the opposite pattern held for transmission of happy surprises and good news. We discuss various possible explanations and implications. (shrink)

The question of bias in methodology and terminology is a problem that faces researchers east, west, north and south; however, it faces Third World intellectuals with special keenness. For although they write in a cultural environment that has its own specific conceptual and cultural paradigms, they nevertheless encounter a foreign paradigm which attempts to impose itself upon their society and upon their very imagination and thoughts. When the term “developmental psychology” for instance is used in the West (...) Arab scholars also say “developmental psychology”, when “applied psychology” is mentioned they hurry to use the same term etc. Why not establish a new science with its own mechanisms, methodologies and points of reference to deal with epistemological biases and open up the gate of ijtihad with respect to them? This collection of papers aims to discover some of the biases latent in our terminology, methodologies, research tools, and conceptual principles, and to propose alternative ones marked by a greater degree of independence and neutrality. This is not to belittle the human value of the West’s creative contributions but to emphasize the danger of making it the ultimate point of reference and then trying to continuously play “catch up” with it. (shrink)

Cultural routines, such as reading and writing direction (script direction), channel attention orientation. Depending on one's native language habit, attention is biased from left‐to‐right (LR) or from right‐to‐left (RL). Here, we further document this bias, as it interacts with the spatial directionality that grounds time concepts. We used a spatial cueing task to test whether script direction and the grounding of time in Portuguese (LR, Exp. 1) and Arabic (RL, Exp. 2) shape visuomotor performance in target discrimination. Temporal (...) words (e.g., tomorrow, yesterday) were presented as cues in two modalities: visual (Exp. 1–2) and auditory (Exp. 1). Gaze movement (Exp. 1) and speed of discrimination decisions (Exp. 1–2) of targets presented to the left or right sides of the screen were assessed. As predicted, the interaction between target location and time concepts was significant across both modalities and linguistic communities. Additionally, LR participants detected the target on the right side of the screen faster after a future word than the target on the left side of the screen after a past word cue. In contrast, RL participants detected the target on the left side of the screen faster when the cue word was a future word than the target on the right side of the screen cued by a past word. In both modalities, the initial eye‐gaze movement (Exp. 1) was responsive to the cue's time referent, further confirming that time orients attention. An additional bias was observed for the first fixation onset, which landed earlier on the target set that matched habitualized spatial routines. We conclude that scanning regularities are shaped by writing habits and bodily grounded categorical features. (shrink)

When Artificial Intelligence (AI) is applied in decision-making that affects people’s lives, it is now well established that the outcomes can be biased or discriminatory. The question of whether algorithms themselves can be among the sources of bias has been the subject of recent debate among Artificial Intelligence researchers, and scholars who study the social impact of technology. There has been a tendency to focus on examples, where the data set used to train the AI is biased, and denial (...) on the part of some researchers that algorithms can also be biased. Here we illustrate the point that algorithms themselves can be the source of bias with the example of collaborative filtering algorithms for recommendation and search. These algorithms are known to suffer from cold-start, popularity, and homogenizing biases, among others. While these are typically described as statistical biases rather than biases of moral import; in this paper we show that these statistical biases can lead directly to discriminatory outcomes. The intuitive idea is that data points on the margins of distributions of human data tend to correspond to marginalized people. The statistical biases described here have the effect of further marginalizing the already marginal. Biased algorithms for applications such as media recommendations can have significant impact on individuals’ and communities’ access to information and culturally-relevant resources. This source of bias warrants serious attention given the ubiquity of algorithmic decision-making. (shrink)

The sunk cost cognitive bias, or sunk cost fallacy, is a human tendency to continue with: an investment, make a decision, business, couple or project based on the resources that have been invested, instead of making a current evaluation of the results. future benefits and costs. The objective of the research was to analyze the impact of sunk cost cognitive bias on customer decisions and its application in neuromarketing strategies. The specific objectives were: (i) Evaluate how sunk cost (...) influences the perception of the value of products or services. (ii) Identify marketing strategies that exploit the sunk cost bias. (iii) Propose strategies to apply the sunk cost bias in marketing. The results show that the sunk cost bias significantly influences the perception of the value of products and services, affecting purchasing decisions, depending on the educational level, gender, and income level that influence the continuity in the use of products and services. due to previous investment of time or money; When purchasing expensive items customers feel obligated to continue using paid more even if it is not useful and used in full. The continuity in prepaid subscriptions, the perception of discounts for large quantities as a way to make better use of money, the probability of participating in loyalty programs for the accumulated rewards, the preference for payments and flexible cancellation, create a valuable perception of products they have previously invested in, the preference for repairing expensive items, and the perception of loss from a previous investment. It is concluded that the sunk cost cognitive bias significantly influences the decisions and behavior of a vast majority of customers, and how companies can use this information to design effective marketing campaigns. (shrink)