Felix Cheung

Response to Comment on "Estimating the reproducibility of psychological science"

Gilbert et al. conclude that evidence from the Open Science Collaboration’s Reproducibility Project: Psychology indicates high reproducibility, given the study methodology. Their very optimistic assessment is limited by statistical misconceptions and by causal inferences from selectively interpreted, correlational data. Using the Reproducibility Project: Psychology data, both optimistic and pessimistic conclusions about reproducibility are possible, and neither are yet warranted.

Income inequality is associated with stronger social comparison effects: The effect of relative income on life satisfaction

Previous research has shown that having rich neighbors is associated with reduced levels of subjective well-being, an effect that is likely due to social comparison. The current study examined the role of income inequality as a moderator of this relative income effect. Multilevel analyses were conducted on a sample of more than 1.7 million people from 2,425 counties in the United States. Results showed that higher income inequality was associated with stronger relative income effects. In other words, people were more strongly influenced by the income of their neighbors when income inequality was high.

When does money matter most? Examining the association between income and life satisfaction over the life course

Previous research shows that the correlation between income and life satisfaction is small to medium in size. We hypothesized that income may mean different things to people at different ages and, therefore, that the association between income and life satisfaction may vary at different points in the life course. We tested this hypothesis in 3 nationally representative panel studies. Multilevel modeling techniques were used to test whether age moderated both the within- and between-person associations. Consistent with past research, we found that individuals who earned more on average and individuals who earned more over time reported higher levels of life satisfaction. Importantly, these effects were strongest for midlife individuals (those in their 30s-50s) as compared with individuals who were younger or older.

An Efficient Algorithm for Incremental Update of Concept Spaces

The vocabulary problem in information retrieval arises because authors and indexers often use different terms for the same concept. A thesaurus defines mappings between different but related terms. It is widely used in modern information retrieval systems to solve the vocabulary problem. Chen et al. proposed the concept space approach to automatic thesaurus construction.A concept space contains the associations between every pair of terms. Prev ious research studies show that concept space is a useful tool for helping information searchers in revising their queries in order to get better results from information retrieval systems. The construction of a concept space, however, is very computationally intensive. In this paper, we propose and evaluate an efficient algorithm for the incremental update of concept spaces. In our model, only strong associations are maintained, since they are most useful in thesauri construction. Our algorithm uses a pruning technique to avoid computing weak associations to achieve efficiency.

The Effects of Disgust on Moral Judgments: Testing Moderators

There is evidence that inducing feelings of disgust increases the severity of moral judgments, but the size of this association has been questioned by a recent meta-analysis. Based on prior research and theory, we tested whether the effects of disgust on moral judgments might be moderated by sensitivity to bodily states (Studies 1 and 2) and the accessibility of mood (Study 2) in two large samples (total N = 1,412). We did not find that disgust directly increased the severity of moral judgments nor did we find evidence that these moderators influenced the effect of disgust. Thus, the current studies do not support large effects for induced disgust and for two presumed moderators of these effects.

Can Income Inequality be Associated With Positive Outcomes? Hope Mediates the Positive Inequality–Happiness Link in Rural China

Prior studies on the inequality–happiness link have yielded mixed results and tend to focus on mechanisms that explain the negative effects of inequality. The current study investigated the inequality–happiness link in China and examined hope as a mechanism that explains positive effects of income inequality. Using data from a large sample of 30,255 Chinese respondents, greater inequality was associated with higher life satisfaction in rural China but not significantly associated with life satisfaction in urban China. The positive inequality–happiness link in rural areas was mediated by hope. By providing evidence for a mechanism through which income inequality can lead to greater well-being, the current study sheds light on the heterogeneity of prior findings on the inequality–happiness link. These results supported a dual-process model of income inequality in which inequality leads to higher or lower subjective well-being through hope and social comparison depending on stages of economic development.

Efficient Algorithms for Concept Space Construction

The vocabulary problem in information retrieval arises because authors and indexers often use different terms for the same concept. A thesaurus defines mappings between different but related terms. It is widely used in modern information retrieval systems to solve the vocabulary problem. Chen et al. proposed the concept space approach to automatic thesaurus construction. A concept space contains the associations between every pair of terms. Previous research studies show that concept space is a useful tool for helping information searchers in revising their queries in order to get better results from information retrieval systems. The construction of a concept space, however, is very computationally intensive. In this paper, we propose and evaluate efficient algorithms for constructing concept spaces that include only strong associations. Since weak associations are not useful in thesauri construction, our algorithms use various prunning techniques to avoid computing weak associations to achieve efficiency.

Income Redistribution Predicts Greater Life Satisfaction Across Individual, National, and Cultural Characteristics.

The widening income gap between the rich and the poor has important social implications. Governmental-level income redistribution through tax and welfare policies presents an opportunity to reduce income inequality and its negative consequences. The current longitudinal studies examined whether within-region changes in income redistribution over time relate to life satisfaction. Moreover, I examined potential moderators of this relationship to test the strong versus weak hypotheses of income redistribution. The strong hypothesis posits that income redistribution is beneficial to most. The weak hypothesis posits that income redistribution is beneficial to some and damaging to others. Using a nationally representative sample of 57,932 German respondents from 16 German states across 30 years (Study 1) and a sample of 112,876 respondents from 33 countries across 24 years (Study 2), I found that within-state and within-nation changes in income redistribution over time were associated with life satisfaction. The models predicted that a 10% reduction in Gini through income redistribution in Germany increased life satisfaction to the same extent as an 37% increase in annual income (Study 1), and a 5% reduction in Gini through income redistribution increased life satisfaction to the same extent as a 11% increase in GDP (Study 2). These associations were positive across individual, national, and cultural characteristics. Increases in income redistribution predicted greater satisfaction for tax-payers and welfare-receivers, for liberals and conservatives, and for the poor and the rich. These findings support the strong hypothesis of income redistribution and suggest that redistribution policies may play an important role in societal well-being.