Strong Indirect Effects Research Articles

A Theory of Reasoned Action Approach to Examining Academic Help-Seeking Behaviors Among Adolescents in a College Readiness Program

In the United States, the Gaining Early Awareness and Readiness for Undergraduate Programs (GEAR UP) fosters relationships between racial-ethnic and low-income adolescents and adults and peers who help them and their families take formal steps toward pursuing a college degree. However, the extent to which GEAR UP students seek teachers, counselors, parents, or friends to prepare for college during program participation is underexplored in the literature. Using the Theory of Reasoned Action as a guiding framework, this study examined the extent to which GEAR UP participant attitudes, subjective norms, and intentions influenced whether participants sought academic support from teachers, counselors, parents, or friends during an academic semester. Strong direct and indirect effects were found in structural equation models examining GEAR UP student subjective norms, intentions, and behaviors regarding seeking academic support from friends. The data on students seeking academic support from school personnel and parents were less conclusive. Participation in GEAR UP activities influenced these relationships. Implications for how practitioners and researchers support the college readiness of adolescents in GEAR UP are discussed.

Dynamic Effects of Licensing and Knowledge Transfer Across Research Stages: Evidence from the Pharmaceutical Industry

In the pharmaceutical industry, firms frequently engage in licensing agreements to overcome innovation challenges and keep up with the pace of developing new drugs. Licensing helps firms jointly develop new drugs and acquire external knowledge, which helps improve their internal drug development capability. Our study examines the dynamic effects of licensing on the success of the licensees’ internal drug development across research stages. We adopt a structural equation modeling approach and find that external knowledge transfer via licensing can have differential effects on firms’ internal research stage-specific R&D capabilities. The success of transferring external knowledge to an in-licensing firm is critically dependent on the firm’s internal R&D capabilities, their financial capability, and the research stage. We find that license agreements formed at the early stage (the discovery and preclinical test phases) and intermediate stage (phase 1 and 2 clinical test phases) exert strong direct and short-run effects on internal R&D capabilities in the same research stages. Moreover, licensing formed at the intermediate stage exerts remarkably strong indirect and long-run effects that impact R&D capabilities in successive research stages. Licensing in the late stage (phase 3 clinical test and product approval) is costly and does little to enhance firms’ internal R&D capabilities. Our results also show that licensing is formed among firms with stronger financial resources, and those resources are necessary for a successful technology transfer. Our results also provide insights into the impact of licensing on project success rates across research stages.

Understanding household vehicle ownership in Singapore through a comparison of econometric and machine learning models

Rising vehicle ownership trends have led to significant increases in negative externalities associated with transportation such as pollution and congestion. While empirical studies have typically used only econometric frameworks, we must ask the question: Can machine learning models outperform traditional econometric approaches? Using a socio-demographic dataset from Singapore, 22 feature vectors were constructed using appropriate transformations and imputing missing data to predict a 6-class categorical ordinal variable. In our comparison of six different supervised learning algorithms with the multinomial logit (MNL) model, we found that the neural network (NN) model was the most robust and performed the best while generalizing to the test dataset with a predictive accuracy score almost 10% better than the MNL. Consequently, we used an ordinal logit classification approach with neural network binary classifiers (OLC_NN) to address the imbalanced classification problem. This model was seen to perform the best in terms of all performance metrics, even in comparison with the ordinal logit (OL) model.We also used the econometric models to obtain insights into the household vehicle ownership decision-making process. Singapore’s public transport system and strict regulatory practices influenced not owning any vehicle to be the most preferred alternative. A gender effect was also revealed, along with a strong indirect income effect through housing type and job sector. Additionally, the direct income effect was statistically significant and strongly positive in magnitude. An attitudinal aspect was noticed in households with young professionals, wherein they are strongly disinclined to own a car. Proximity to transit stations and taxi ownership were also found to be significant factors in influencing vehicle ownership negatively. This research paves the way for an integrated framework that incorporates both the econometric and supervised learning approaches to better predict the influence of disruptive changes.

Internet of things (IoT) platform competition: Consumer switching versus provider multihoming

Internet of things (IoT) brings new opportunities and represents a new source of welfare and efficiency. However, the emerging consumer IoT platform competition creates the risk of monopoly power due to network effects. Overall, it is likely that both competition (incentivized through lowering consumer switching costs) and cooperation (achieved through interoperability, which enables data portability and service provider multihoming) are needed to maximize social welfare. This article aims to address how consumer switching costs and provider multihoming affect competition of emerging consumer IoT data platforms under different market conditions and regulatory schemes. It utilizes agent-based modelling that is especially suitable when decision making is distributed at a micro level while some rules are applied in a centralized fashion. The obtained findings emphasize the role of the regulator in guiding the market. It seems that when switching costs diminish at all sides of the platforms, consumers and service providers will favour the platform with a higher number of users. Further, service provider multihoming mitigates market concentration on both sides of a platform when switching costs are low. Thus, there seems to be a minimum level of interoperability needed to promote market competition. Further, although data portability gives more freedom to consumers in choosing a platform provider, it may result in a winner-takes-all situation due to strong indirect network effects.

Consequences of Perceived Crowding: A Meta-Analytical Perspective

While perceived crowding is an important construct in retailing literature, empirical findings on the consequences of this construct are mixed. This study uses meta-analytic techniques to combine the findings from 73 samples and more than 19,000 shoppers in order to both summarize and extend understanding of the consequences of human and spatial crowding in retail stores. It makes a threefold contribution. First, the examination of two distinct types of crowding – human crowding and spatial crowding – provides evidence that they have different impacts on customer satisfaction and behavioral responses. In general, spatial crowding has a negative impact on customer outcomes, whereas human crowding has positive effects. Second, a test of various theoretical perspectives on crowding demonstrates strong indirect effects of crowding through different mediators. While spatial crowding reduces shoppers’ perceived control, human crowding has no such effect. Spatial crowding contributes to a negative evaluation of the store, whereas human crowding leads to a positive store evaluation. Both crowding types are related to positive and negative emotions experienced by shoppers. Thus, complex relationships are uncovered through the study of mediated effects, particularly within a comprehensive framework that integrates constructs and relationships from various theories. Third, the study of the impacts of various moderators indicates that human and spatial crowding display different effects depending on the retailer’s offering (hedonic/utilitarian), retail type (store/agglomeration), employee support (high/low), customer type (new/existing), and the environment (cooperative/competitive). Study findings not only extend theory but also offer relevant implications for brick-and-mortar retail stores faced with the challenges of competing with new retail forms and the use of new technologies.

Children's stressful life experience, school connectedness, and online gaming addiction moderated by gratitude

We investigated the mediating role of school connectedness in the relationship between stressful life experience and online gaming addiction among elementary school children. In addition, we investigated whether this mediation process is moderated by gratitude. Participants were 579 upper elementary school students in China, who completed a survey regarding stressful life experience, school connectedness, gratitude, and online gaming addiction. Results showed that school connectedness partially mediated the relationship between stressful life experience and online gaming addiction. Moreover, this indirect association was moderated by gratitude, with a stronger indirect effect observed for children with low gratitude and a weaker indirect effect observed for those with high gratitude. Empirical implications of the findings, limitations in the study, and future directions for related research are discussed.

P.429 Analysis of cognitive control in Wistar-Kyoto and spontaneously hypertensive rats

Across the world, people living with schizophrenia (PLS) are often cared for by family caregivers. This is especially true in China where community-based systems of care for PLS are underdeveloped. Thus, family caregivers of PLS may experience emotional distress and burden in the absence of community-based services. Pearlin (1990) proposed a highly influential model for understanding the stress process and its relationship to health and wellbeing. Although the model has been examined worldwide, it has yet to be studied in China for caregivers of PLS. In the present study, we use Pearlin's stress process model to examine the mediating effect of perceived caregiver burden, family functioning, and caregivers' positive feelings about caregiving on PLS global functioning and caregiver depressive symptoms. We also examine whether the model differs for parent and spouse caregivers. A total of 327 primary family caregivers of PLS in Hunan province, China, were assessed cross-sectionally using culturally-validated measures. Bootstrap methods with Hayes's PROCESS Macro were used to test multiple mediation models of global functioning scores of PLS and caregiver depressive symptoms. In this first study of the stress process model of family caregivers of PLS in China, the results generally support the model. Caregiver perceived burden, family functioning, and positive caregiver feelings about caregiving all mediate the relationship between PLS global functioning and caregiver depression, with perceived caregiver burden having the strongest indirect effect. Analyses also show that the stress process differs between parent and spouse caregivers, with perceived caregiver burden a mediator for both groups but family functioning only a mediator for parent depressive symptoms. We discuss implications of these findings for extending the stress process model cross-culturally; suggest hypotheses for future research to examine parent and spouse differences; and discuss fruitful directions for intervention.

Sexual Orientation Disparities in Substance Use: Investigating Social Stress Mechanisms in a National Sample

Sexual minorities are disproportionately more likely than heterosexuals to suffer from substance use disorders, but relatively little is known about differences in substance use disorders across diverse sexual minority subgroups. There is also limited understanding of how different social stressors account for sexual orientation disparities in substance use disorders. Using nationally representative data collected in 2012-2013 (n=34,597), differences in past-year DSM-5 alcohol, cannabis, and tobacco use disorders were assessed across 4 sexual orientation groups (heterosexuals and 3 sexual minority subgroups, lesbian/gay-, bisexual-, and heterosexual-identified sexual minorities). This study assessed whether stressful life events mediated substance use disorder disparities between heterosexuals and each sexual minority subgroup, and whether stressful life events and lesbian, gay, and bisexual discrimination events mediated these substance use disorder differences. Analyses were conducted in 2019. For both men and women, substance use disorders and stress experiences varied by sexual identity. For example, compared with heterosexual men, larger proportions of gay and bisexual men had a past-year alcohol use disorder. Among women, all sexual minority subgroups had higher rates of each substance use disorder than heterosexuals. For each substance use disorder, stressful life events mediated disparities between heterosexuals and sexual minority subgroups, except for heterosexual-identified sexual minority men. Both stressful life events and lesbian, gay, and bisexual discrimination mediated substance use disorder differences between sexual minority subgroups, with stronger indirect effects through lesbian, gay, and bisexual discrimination for lesbians/gay men and stronger indirect effects through stressful life events for bisexual adults, generally. Sexual minority subgroups have a greater prevalence of substance use disorders, mediated through both stressful life events and lesbian, gay, and bisexual discrimination. More research is needed to comprehensively assess the processes underlying sexual orientation substance use disparities.

Experimental effects of white-tailed deer and an invasive shrub on forest ant communities

Ungulate browse and invasive plants exert pressure on plant communities and alter the physical and chemical properties of soils, but little is known about their effects on litter-dwelling arthropods. In particular, ants (Formicidae) are ubiquitous in temperate forests and are sensitive to changes in habitat structure and resources. As ants play many functional roles, changes to ant communities may lead to changes in ecosystem processes. We conducted a long-term experiment that controlled white-tailed deer (Odocoileus virginianus) access and presence of an invasive understory shrub in deciduous forests located in southwestern Ohio, USA from 2011 to 2017. Several leaf-litter ant community responses and litter biomass were measured in five paired deer access and exclosure plots, each with a split-plot removal of Amur honeysuckle (Lonicera maackii). Ant abundance and species richness increased with time in deer exclosures, but not in deer access plots. Honeysuckle removal reduced abundance and richness of ants. There were additive effects of deer and honeysuckle on ant richness, and interactive effects of deer and honeysuckle on ant abundance. Deer exclusion reduced variation in ant composition relative to access plots. There was little evidence that treatments directly influenced species diversity of ants. However, all ant measures were positively related to litter biomass, which was greater in deer exclosures relative to access plots. Our results indicate strong indirect effects of herbivores and honeysuckle on litter-dwelling ants, mediated through changes in litter biomass and likely vegetation structure, which may alter ant-mediated ecosystem processes.

The relationships among parental psychological control/autonomy support, self-trouble, and internalizing problems across adolescent genders.

This study aimed to explore the relationships among early adolescents' perceived parental psychological control/autonomy support, self-trouble, and internalizing problems as well as the potential gender differences in these relationships. Multiple-group path analysis was performed on the data collected from 1,089 adolescents in Beijing junior high schools. Results revealed that parental psychological control (autonomy support) was associated with adolescents' more (fewer) internalizing problems, and self-trouble acted as a mediator in these two relationships. Moreover, only the indirect relationship between parental autonomy support and internalizing problems via self-trouble was moderated by gender, with girls showing a little stronger indirect effect than boys, and specifically, it was the relationship between autonomy support and self-trouble that existed gender differences, with girls showing higher coefficient than boys. The relationship between parental psychological control/autonomy support and early adolescents' internalizing problems was discussed with regard to self-trouble and gender differences.

Effects of Social and Outcome Expectancies on Hazardous Drinking among Chinese University Students: The Mediating Role of Drinking Motivations

Background and Objectives: Based on the theory of reasoned action, the present study investigated the relative effects of drinking outcome expectancies and parental norms, as well as the mediating effect of drinking motivations, on hazardous drinking in Chinese university students. Method: A sample of Chinese university students in Hong Kong and Macao (N = 973, M = 19.82, SD = 1.57, 48.9% males), who reported drinking in the past 3 months, voluntarily completed an anonymous questionnaire. Path analysis was used to test the effects of the variables on hazardous drinking. Results: All the psychosocial variables showed positive correlations with hazardous drinking. In the path model, controlling for sex, parental norms had both direct and indirect effects on hazardous drinking through social and enhancement motivations. Courage had the strongest indirect effect on drinking behavior through social, enhancement, and coping motivations, whereas the relationship between tension reduction and hazardous drinking was mediated by enhancement and coping motivations. Sociality and sexuality only had indirect effect through social and coping motivations respectively. Negative outcome expectancies had no direct nor indirect effects on hazardous drinking. Conclusions: Perceived approval from parents and positive alcohol outcome expectancies may enhance individuals’ tendency to engage in hazardous drinking by increasing their motivation to drink to be social, for enjoyment, and to cope with problems. Parents should explicitly show their disapproval of their children’s drinking, and education efforts should focus on decreasing positive outcome expectancies and associated motivations for drinking among Chinese university students.

Changes in Bemisia tabaci feeding behaviors caused directly and indirectly by cucurbit chlorotic yellows virus

BackgroundPlant viruses can affect vector’s behaviors in order to enhance viral transmission. Cucurbit chlorotic yellows virus (CCYV) (genus Crinivirus) is an emergent RNA plant virus and is transmitted specifically by biotypes B and Q of tobacco whitefly, Bemisia tabaci (Gennadius), in a semipersistent manner.MethodsWe used the electrical penetration graph (EPG) to investigate the effect of CCYV on the feeding behaviors of B. tabaci biotypes B and Q.ResultsCCYV could affect, both directly and indirectly, the feeding behaviors of B. tabaci to various degrees, depending on biotypes and sexes of the insect. CCYV showed stronger direct effects on biotype Q than on biotype B in terms of increased non-phloem probing and phloem salivation. CCYV increased non-phloem probing and phloem salivation more on females than on males of biotype Q, and increased phloem salivation more on females than on males of biotype B. CCYV had stronger indirect effects, via virus-infested plants, on biotype B than on biotype Q by enhancing phloem sap ingestion and feeding bouts. CCYV increased non-phloem probing and feeding bouts more on males than on females of biotype B, and decreased phloem sap ingestion more on males than on females on biotype Q indirectly.ConclusionsThe results clearly indicated that CCYV affects the feeding behaviors of B. tabaci, which may lead to increased ability of the B. tabaci for CCYV transmission.

Mercury transport, transformation and mass balance on a perspective of hydrological processes in a subtropical forest of China

Forest ecosystem has long been suggested as a vital component in the global mercury (Hg) biogeochemical cycling. However, there remains large uncertainties in understanding total Hg (THg) and methylmercury (MeHg) variations and their controlling factors during the whole hydrological processes in forest ecosystems. Here, we quantified Hg mass flow along hydrological processes of wet deposition, throughfall, stemflow, litter leachate, soil leachate, surface runoff, and stream, and litterfall Hg deposition, and air-forest floor elemental Hg (Hg0) exchange flux to set up a Hg mass balance in a subtropical forest of China. Results showed that THg concentration in stream was lower than that in wet deposition, while an opposite characteristic for MeHg concentration, and both THg and MeHg fluxes of stream were lower than those of wet deposition. Variations of THg and MeHg in throughfall and litter leachate had strong direct and indirect effects on controlling variations of THg and MeHg in surface runoff, soil leachate and stream, respectively. Especially, the net Hg methylation was suggested in the forest canopy and forest floor layers, and significant particulate bound Hg (PBM) filtration was observed in soil layers. The Hg mass balance showed that the litterfall Hg deposition was the main Hg input for forest floor Hg, and the elemental Hg vapor (Hg0) re-emission from forest floor was the dominant Hg output. Overall, we estimated the net THg input flux of 13.8 μg m−2 yr−1 and net MeHg input flux of 0.6 μg m−2 yr−1 within the forest ecosystem. Our results highlighted the important roles of forest canopy and forest floor to shape Hg in output flow, and the forest floor is a distinct sink of MeHg.

Primary productivity and habitat protection predict elevational species richness and community biomass of large mammals on Mt. Kilimanjaro.

Despite their diversity and their large functional and cultural importance, the patterns and predictors of large mammal diversity along elevational gradients on tropical mountains remain poorly understood. Today, large mammals are threatened by human disturbances such as habitat destruction and hunting and may increasingly depend on the conservation of protected areas. Here, we use field data on the diversity of large mammals along a 3.6km elevational gradient on Mt. Kilimanjaro to evaluate the importance of climate, net primary productivity and human impact for the distribution, species richness and community biomass of wild mammals. Mammal species richness was explored with camera traps on 66 study plots along an elevational gradient from 870 to 4,550m a.s.l.. We applied path analysis and variance partitioning analysis to unravel the direct and indirect effects of temperature, precipitation, primary productivity, land use, land area, the protection of habitats and the occurrence of domestic mammals on the diversity of wild mammals. Both species richness and community biomass of wild mammals showed a unimodal distribution with elevation, peaking in the montane zone of Mt. Kilimanjaro. However, the peak shifted significantly to lower elevations when only protected habitats were considered. Wild mammal diversity increased with net primary productivity, protection of habitats and temperature. Our study underscores the importance of energy resources for the establishment of diversity gradients in large mammals. While temperature has been revealed as a direct predictor of diversity in most ectothermic taxa, in endothermic organisms temperature has stronger indirect effects, via a modulation of net primary productivity. Moreover, our study reveals how patterns of diversity on tropical mountains are influenced by human impact, pointing to the pivotal role of protected areas for the long-term conservation of mountain biodiversity.

Technology readiness: a meta-analysis of conceptualizations of the construct and its impact on technology usage

The technology readiness (TR) index aims to better understand people’s propensity to embrace and use cutting-edge technologies. The initial TR construct considers four dimensions—innovativeness, optimism, insecurity, and discomfort—that collectively explain technology usage. The present meta-analysis advances understanding of TR by reexamining its dimensionality, and investigating mediating mechanisms and moderating influences in the TR–technology usage relationship. Using data from 193 independent samples extracted from 163 articles reported by 69,263 individuals, we find that TR is best conceptualized as a two-dimensional construct differentiating between motivators (innovativeness, optimism) and inhibitors (insecurity, discomfort). We observe strong indirect effects of these dimensions on technology usage through mediators proposed by the quality–value–satisfaction chain and technology acceptance model. The results suggest stronger relationships for motivators than for inhibitors, but also that these TR dimensions exert influence through different mediators. Further, the moderator results suggest that the strength of TR–technology usage relationships depends on the technology type (hedonic/utilitarian), examined firm characteristics (voluntary/mandatory use; firm support), and country context (gross domestic product; human development). Finally, customer age, education, and experience are related to TR. These findings enhance managers’ understanding of how TR influences technology usage.

Learning from extreme catastrophes

This article studies the effects of direct and indirect loss experience of extreme catastrophes on expectations concerning the likelihood of future events by investigating the earthquake insurance take-up of Japanese households after the two costliest disasters in history. Direct loss experiences caused the strongest reactions to extreme catastrophes, whereas risk belief updates were a nationwide phenomenon. Sharing personalized information contributed to strong and persistent indirect experience effects. Investigating the effect of past quake experience on reaction to a new major quake, we find that both availability bias and representativeness help explain the effect of past loss experiences. Furthermore, the gambler’s fallacy, as proposed by Tversky and Kahneman (Psychological Bulletin 76(2), 105–110, 1971), appears to play an important role after an indirect experience with a 1000-year earthquake.

A potential role for rare species in ecosystem dynamics

The ecological importance of common species for many ecosystem processes and functions is unquestionably due to their high abundance. Yet, the importance of rare species is much less understood. Here we take a theoretical approach, exposing dynamical models of ecological networks to small perturbations, to explore the dynamical importance of rare and common species. We find that both species types contribute to the recovery of communities following generic perturbations (i.e. perturbations affecting all species). Yet, when perturbations are selective (i.e. affects only one species), perturbations to rare species have the most pronounced effect on community stability. We show that this is due to the strong indirect effects induced by perturbations to rare species. Because indirect effects typically set in at longer timescales, our results indicate that the importance of rare species may be easily overlooked and thus underrated. Hence, our study provides a potential ecological motive for the management and protection of rare species.

Ecological worldview, attitudes, and visitors’ behaviour: a study of front-country campers

ABSTRACTTourism and recreation have included attitudes in their pro-environmental behaviour prediction frameworks, though not many have assessed the cognitive and affective dimensions of attitudes in their analyses. In environmental psychology, environmental values are antecedent to attitudes, where ecological worldviews are reflective of environmental values. This study reports the influence of nature-based tourists’ ecological worldviews in combination with the cognitive and affective dimensions of attitudes on pro-environmental behavioural intentions. A sample of 1,009 front-country campers visiting Alberta, Canada’s provincial parks were surveyed. Analysis of data using structural equation modelling revealed that affective-attitudes strongly and positively influenced intentions to engage in nature-protective behaviours while camping; cognitive-attitudes had a non-significant effect on intentions. This is congruent with other studies’ findings that emphasize the importance of affect in influencing intentions and behaviours. Respondents’ New Ecological Paradigm scale scores demonstrated a direct, positive effect on camper’s intention to engage in pro-environmental camping behaviours. They also had a strong indirect effect on intentions through affective-attitudes. These findings suggest an emphasis on affect-based messaging to promote pro-environmental behaviour among nature-based tourists are warranted, especially when communicating to individuals who already possess pro-ecological worldviews.

Age, executive functioning, and decision-making styles in adults: a moderated mediation model

ABSTRACT The current study aimed to assess: i) whether executive functioning (EF) mediates the association of age with different decision-making (DM) styles in adults, and ii) whether these mediational associations change with age in adulthood. Our sample included 195 adults (110 young adults and 85 middle-aged adults; 95 males) selected from different government, semi-government, and private sector organizations. They were assessed on a self-report measure of General Decision-making Styles and on two EF tests: the Design Fluency Test and the Color-Word Interference Test from the Delis–Kaplan Executive Functions System. Results indicated that EF mediated the association of age with three decision-making styles including dependent, avoidant, and spontaneous DM. However, a conditional indirect effect of EF was significant only for spontaneous DM, indicating stronger indirect effects for middle-aged adults than for young adults. The findings highlight the idea that EF is an important factor in DM, particularly during middle adulthood.

Indirect legacy effects of an extreme climatic event on a marine megafaunal community

AbstractWhile extreme climatic events (ECEs) are predicted to become more frequent, reliably predicting their impacts on consumers remains challenging, particularly for large consumers in marine environments. Many studies that do evaluateECEeffects focus primarily on direct effects, though indirect effects can be equally or more important. Here, we investigate the indirect impacts of the 2011 “Ningaloo Niño” marine heatwaveECEon a diverse megafaunal community in Shark Bay, Western Australia. We use an 18‐year community‐level data set before (1998–2010) and after (2012–2015) the heatwave to assess the effects of seagrass loss on the abundance of seven consumer groups: sharks, sea snakes (multiple species), Indo‐pacific bottlenose dolphins (Tursiops aduncus), dugongs (Dugong dugon), green turtles (Chelonia mydas), loggerhead turtles (Caretta caretta), and Pied Cormorants (Phalacrocoraxspp.). We then assess whether seagrass loss influences patterns of habitat use by the latter five groups, which are under risk of shark predation. Sharks catch rates were dominated by the generalist tiger shark (Galeocerdo cuvier) and changed little, resulting in constant apex predator density despite heavy seagrass degradation. Abundances of most other consumers declined markedly as food and refuge resources vanished, with the exception of generalist loggerhead turtles. Several consumer groups significantly modified their habitat use patterns in response to the die‐off, but only bottlenose dolphins did so in a manner suggestive of a change in risk‐taking behavior. We show thatECEs can have strong indirect effects on megafauna populations and habitat use patterns in the marine environment, even when direct effects are minimal. Our results also show that indirect impacts are not uniform across taxa or trophic levels and suggest that generalist marine consumers are less susceptible to indirect effects ofECEs than specialists. Such non‐uniform changes in populations and habitat use patterns have implications for community dynamics, such as the relative strength of direct predation and predation risk. Attempts to predict ecological impacts ofECEs should recognize that direct and indirect effects often operate through different pathways and that taxa can be strongly impacted by one even if resilient to the other.