Is Equality Perceived as a Solution to Societal Problems
Bibliographic record
Abstract
Do individualists and collectivists agree that equality is the answer to society's problems? Would they also agree that equality between individuals is just as important as equality between groups? The virtues and benefits of equality have long been known to researchers (e.g., Pettigrew & Tropp, 2006; Pittinsky & Montoya, 2009) and social issue advocates (e.g., Carrier, 1999; White, 2007). However, it may be that the populaces from different cultural orientations do not hold such values or differ in the degree to which they value equality (Hofstede, 1980) and the extent to which equality is seen as important in a functioning society (Kim, 1994). In this research, we explored cross-cultural views on equality and the degree to which equality was viewed as beneficial for society. Research has made a distinction between individualistic and collectivistic societies. According to Hofstede (1991), individualistic societies are defined by their orientation toward the individual as a unique entity with loose connections to the group. Individualists base their identity on autonomy and personal accomplishment (Hofstede, 1980), and tend to be found in Western cultures (e.g., Canada, United Kingdom, United States; Hofstede, 2001). Distinctions within individualistic cultures provide a clearer picture of the values held by such societies, as individualistic cultures can be categorized by their vertical versus horizontal orientations. In vertical, individualist societies (e.g., United States, Canada, United Kingdom), individuals focus on improving their social status via competition and achievement. In contrast, in horizontal, individualist societies (e.g., Sweden, Australia), individuals are oriented toward perceiving themselves as equal to others. In such societies, rather than being motivated by competition, individuals are concerned with their ability to be self-reliant (Triandis & Singelis, 1998). Alternatively, collectivism stresses an individual's place in a structured relational network and the interpersonal bonds within that network. Such societies are marked by an orientation toward the in-group in which group members share common goals and values with other group members (Oyserman, 1993; Schwartz, 1990; Triandis, 1995). Collectivistic cultures tend to be found in Eastern countries (e.g., China, Japan, South Korea; Hofstede, 2001). In support of this distinction, research has found that collectivistic cultures depict in-groups as a complex network of interrelated individual members (Ho, 1993; Hwang, 1999; Lebra, 1976), whereas individualistic cultures emphasize the group's depersonalized nature (Prentice, Miller, & Lightdale, 1994). As with individualists, collectivists can be understood based on their horizontal, versus vertical orientations. In a vertical collectivist society (e.g., China, Japan), individuals focus on the preeminence of collective interests relative to the costs of personal interests. Chen, Meindl, and Hui (1998), for example, found that individuals with a vertical collectivist orientation selected allocation systems that adversely affected themselves, but only did so if it supported group interests. In contrast, in horizontal, collectivist societies (e.g., Israeli kibbutz), individuals emphasize an interdependence with other ingroup members and orient toward equality with other in-group members (Erez & Earley, 1987). In line with this, Chen et al. (1998) found that those with a horizontal-collectivistic orientation in China preferred a reward system that created interpersonal interdependence. Is Equality Good for Society? Collectivists. The aforementioned cultural differences point to the notion that some cultures may value equality more than others. Research notes that collectivists emphasize equality (equal output for each individual regardless of any individual's input) with in-group members, but emphasize equity (outputs are proportional to inputs) in dealings with out-group members. …
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".