Amanda Rotella’s scientific contributions

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Publications (8)


Big picture is not enough for wisdom: On measurement of abstract and concrete construal and their additive benefits for intellectual humility, recognition of change, perspective-taking, and search for a compromise
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December 2022

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192 Reads

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Roger Buehler

Three pre-registered studies explored mental representations of abstractness and concreteness and their association with psychological characteristics of wisdom: intellectual humility, recognition of multiple ways an issue might unfold and change, consideration of different perspectives, and search for compromise/integration of different opinions. In Study 1 (N = 915), across four North American samples we observed no evidence of abstractness and concreteness being opposite poles of the same construal dimension. Moreover, abstract and concrete indices synergistically contributed to wisdom in reflection on autobiographical or anticipated personal and consumer choice scenarios. In Study 2, we developed and psychometrically validated a novel Situation-specific Abstract and Concrete Construal Scale (SACCS) in North American (exploratory n = 293; confirmatory n = 323) and UK samples (confirmatory n = 238). Replicating Study 1, participants reporting higher abstractness were not likely to report lower concreteness. Moreover, abstractness and concreteness additively predicted wisdom, even when controlling for personality, socio-emotional and reflective tendencies, and a common method factor. In Study 3 (N = 297), we extended the study of construal and wisdom to the intra-individual level of analysis. North American participants reported construal and wisdom-related characteristics for up to six standardized social scenarios over a period of ten days. Also, we introduced a novel Strategy Ordering Task to capture construal balancing and switching for each of the events. Both balance and switching were associated with greater wisdom, especially on the inter- (trait) rather than intra-individual (state) level of analysis. It appears that greater wisdom comes from a balance between considering the big picture and paying attention to contextualized information. We discuss implications for theories of wisdom and measurement of construal across different levels of analysis.

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Insights into accuracy of social scientists' forecasts of societal change

September 2022

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1,103 Reads

How well can social scientists predict societal change, and what processes underlie their predictions? To answer these questions, we ran two forecasting tournaments testing accuracy of predictions of societal change in domains commonly studied in the social sciences: ideological preferences, political polarization, life satisfaction, sentiment on social media, and gender-career and racial bias. Following provision of historical trend data on the domain, social scientists submitted pre-registered monthly forecasts for a year (Tournament 1; N=86 teams/359 forecasts), with an opportunity to update forecasts based on new data six months later (Tournament 2; N=120 teams/546 forecasts). Benchmarking forecasting accuracy revealed that social scientists’ forecasts were on average no more accurate than simple statistical models (historical means, random walk, or linear regressions) or the aggregate forecasts of a sample from the general public (N=802). However, scientists were more accurate if they had scientific expertise in a prediction domain, were interdisciplinary, used simpler models, and based predictions on prior data.


Fig. 1. Reproductions and generalizability tests for 29 strategic management findings. Results of the generalizability tests initiative are presented separately by type of effect size estimate (eta square, coefficient, hazard or odds ratio). The leftmost column is the numeric indicator for the original finding (1 to 29) (Table 1 has detailed descriptions). The central column depicts the effect size estimates for the reproductions (same data, same analysis) and generalizability tests (different time period and/or geography, same analysis). Generalizability test estimates are based on pooled data across all new tests. Triangles (reproductions) and circles (generalizability tests) are a solid color if the effect was statistically significant at P < 0.05. Findings 25 to 29 were nonsignificant in the original report. The two rightmost columns display the sample sizes for each analysis.
Examining the generalizability of research findings from archival data

July 2022

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960 Reads

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10 Citations

Proceedings of the National Academy of Sciences

This initiative examined systematically the extent to which a large set of archival research findings generalizes across contexts. We repeated the key analyses for 29 original strategic management effects in the same context (direct reproduction) as well as in 52 novel time periods and geographies; 45% of the reproductions returned results matching the original reports together with 55% of tests in different spans of years and 40% of tests in novel geographies. Some original findings were associated with multiple new tests. Reproducibility was the best predictor of generalizability—for the findings that proved directly reproducible, 84% emerged in other available time periods and 57% emerged in other geographies. Overall, only limited empirical evidence emerged for context sensitivity. In a forecasting survey, independent scientists were able to anticipate which effects would find support in tests in new samples.


Fig. 1. Intuitive vs. rational evaluations across samples. Higher numbers reflect more favorable moral judgments of a lottery winner who continues working rather than retiring. As seen in the figure, the intuitive mindset effect is present in all samples except for the Indian sample, where intuitive and rational evaluations are similar. Error bars represent standard errors.
Fig. 2. Tacit inferences across cultures. Higher means in Condition 1 than Condition 2 reflect false memories consistent with linking traditional work and sex morality. As seen in the figure, participants from all samples made such tacit inferences. Error bars represent standard errors.
Moral judgments of a lottery winner who works vs. retires and is relatively young or older.
A creative destruction approach to replication: Implicit work and sex morality across cultures

March 2021

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392 Reads

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22 Citations

Journal of Experimental Social Psychology

How can we maximize what is learned from a replication study? In the creative destruction approach to replication, the original hypothesis is compared not only to the null hypothesis, but also to predictions derived from multiple alternative theoretical accounts of the phenomenon. To this end, new populations and measures are included in the design in addition to the original ones, to help determine which theory best accounts for the results across multiple key outcomes and contexts. The present pre-registered empirical project compared the Implicit Puritanism account of intuitive work and sex morality to theories positing regional, religious, and social class differences; explicit rather than implicit cultural differences in values; self-expression vs. survival values as a key cultural fault line; the general moralization of work; and false positive effects. Contradicting Implicit Puritanism's core theoretical claim of a distinct American work morality, a number of targeted findings replicated across multiple comparison cultures, whereas several failed to replicate in all samples and were identified as likely false positives. No support emerged for theories predicting regional variability and specific individual-differences moderators (religious affiliation, religiosity, and education level). Overall, the results provide evidence that work is intuitively moralized across cultures.


A creative destruction approach to replication: Implicit work and sex morality across cultures

March 2021

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888 Reads

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29 Citations

Journal of Experimental Social Psychology

How can we maximize what is learned from a replication study? In the creative destruction approach to replication, the original hypothesis is compared not only to the null hypothesis, but also to predictions derived from multiple alternative theoretical accounts of the phenomenon. To this end, new populations and measures are included in the design in addition to the original ones, to help determine which theory best accounts for the results across multiple key outcomes and contexts. The present pre-registered empirical project compared the Implicit Puritanism account of intuitive work and sex morality to theories positing regional, religious, and social class differences; explicit rather than implicit cultural differences in values; self-expression vs. survival values as a key cultural fault line; the general moralization of work; and false positive effects. Contradicting Implicit Puritanism's core theoretical claim of a distinct American work morality, a number of targeted findings replicated across multiple comparison cultures, whereas several failed to replicate in all samples and were identified as likely false positives. No support emerged for theories predicting regional variability and specific individual-differences moderators (religious affiliation, religiosity, and education level). Overall, the results provide evidence that work is intuitively moralized across cultures.


A creative destruction approach to replication: Implicit work and sex morality across cultures

March 2021

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181 Reads

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4 Citations

Journal of Experimental Social Psychology

How can we maximize what is learned from a replication study? In the creative destruction approach to replication, the original hypothesis is compared not only to the null hypothesis, but also to predictions derived from multiple alternative theoretical accounts of the phenomenon. To this end, new populations and measures are included in the design in addition to the original ones, to help determine which theory best accounts for the results across multiple key outcomes and contexts. The present pre-registered empirical project compared the Implicit Puritanism account of intuitive work and sex morality to theories positing regional, religious, and social class differences; explicit rather than implicit cultural differences in values; self-expression vs. survival values as a key cultural fault line; the general moralization of work; and false positive effects. Contradicting Implicit Puritanism's core theoretical claim of a distinct American work morality, a number of targeted findings replicated across multiple comparison cultures, whereas several failed to replicate in all samples and were identified as likely false positives. No support emerged for theories predicting regional variability and specific individual-differences moderators (religious affiliation, religiosity, and education level). Overall, the results provide evidence that work is intuitively moralized across cultures.



Citations (4)


... Even if researchers and journals adopt a culture of confirmatory research practices (35,36) to remedy systematic bias in the scientific knowledge accumulation, the scholarly community faces another obstacle on its way toward reliable empirical evidence: the doubt about the generalizability and robustness of reported results to alternative populations, research designs, and analytical decisions (37)(38)(39)(40)(41)(42). Typically, empirical studies only capture tiny snapshots of the range of possible results, and common estimates of the uncertainty about these snapshots do not account for the uncertainty due to the flexibility in choosing a sample, a research design, and an analysis path during a research project. ...

Reference:

Heterogeneity in effect size estimates
Examining the generalizability of research findings from archival data

Proceedings of the National Academy of Sciences

... A number of sources for such moral intuitions are plausible, among these a tendency to value work contributions that parallels general disapproval of shirkers and noncontributors (Jordan, Hoffman, Bloom, & Rand, 2016), use of work behavior as a signal of underlying traits (Uhlmann, Pizarro, & Diermeier, 2015), the influence of the Protestant work ethic in some cultures (Uhlmann & Sanchez-Burks, 2014), and postmaterialist value systems in which work is pursued for meaning and fulfillment rather than as an economic necessity (Inglehart, 1997;Inglehart & Welzel, 2005). A separate project to this one examines the extent to which these and other work morality effects directly replicate across different national cultures (Tierney, Ebersole, Hardy, Chapman, et al., 2019). Of interest to the present initiative is how conceptually robust the findings are to alternative study designs. ...

Supplementary materials: A creative destruction approach to replication: Implicit work and sex morality across cultures

... Underlying these definitional differences are shared values in the conduct and dissemination of science, and the need to move toward the principles and behaviors of open science has been widely recognized across the sciences. Research communities across many disciplines have begun to develop stronger norms inspired by open science, including psychology [2,[14][15][16], genetics [17], biomedicine [18], animal behavior [4,19], economics [20][21][22][23][24], education [21,[25][26][27][28][29], political science [30], public health [31,32], science and technology studies [33], scientometrics [34], and sociology [35,36], among others (see ( [37]). Despite some progress, all stakeholders in the system need to do better at adopting and implementing open science practices, and our focus is on how to help editors accomplish this. ...

A creative destruction approach to replication: Implicit work and sex morality across cultures

Journal of Experimental Social Psychology

... Future research should explore potential interactions between different compound word levels and their constituent morphemes, perhaps using a creative destruction approach (i.e. pre-specifying alternative results by competing hypotheses on a complex set of experimental findings; Delios et al., 2022;Tierney et al., 2020Tierney et al., , 2021. ...

A creative destruction approach to replication: Implicit work and sex morality across cultures

Journal of Experimental Social Psychology