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An Analysis of Data Quality: Professional Panels, Student Subject Pools, and Amazon's Mechanical Turk

https://doi.org/10.1080/00913367.2016.1269304
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/bdm.1753openalex-snapshot
Data Collection in a Flat World: The Strengths and Weaknesses of Mechanical Turk Samples
inferredcites →https://doi.org/10.1007/bf02289364openalex-snapshot
A Test of the Hypothesis that Cronbach's Alpha or Kuder-Richardson Coefficent Twenty is the Same for Two Tests
inferredcites →https://doi.org/10.1016/j.chb.2013.05.009openalex-snapshot
Separate but equal? A comparison of participants and data gathered via Amazon’s MTurk, social media, and face-to-face behavioral testing
inferredcites →https://doi.org/10.1016/j.jbusres.2013.08.010openalex-snapshot
Convenience samples of college students and research reproducibility
inferredcites →https://doi.org/10.1016/j.jbusres.2015.12.002openalex-snapshot
A multi-group analysis of online survey respondent data quality: Comparing a regular USA consumer panel to MTurk samples
inferredcites →https://doi.org/10.1016/j.jcps.2014.12.002openalex-snapshot
Toward a more nuanced understanding of the statistical properties of a median split
inferredcites →https://doi.org/10.1016/j.jesp.2009.03.009openalex-snapshot
Instructional manipulation checks: Detecting satisficing to increase statistical power
inferredcites →https://doi.org/10.1017/iop.2015.13openalex-snapshot
An Inconvenient Truth: Arbitrary Distinctions Between Organizational, Mechanical Turk, and Other Convenience Samples
inferredcites →https://doi.org/10.1017/iop.2015.24openalex-snapshot
Don't Throw the Baby Out With the Bathwater: Comparing Data Quality of Crowdsourcing, Online Panels, and Student Samples
inferredcites →https://doi.org/10.1017/s1930297500002205openalex-snapshot
Running experiments on Amazon Mechanical Turk
inferredcites →https://doi.org/10.1037/0022-3514.66.4.742openalex-snapshot
The consideration of future consequences: Weighing immediate and distant outcomes of behavior.
inferredcites →https://doi.org/10.1037/0022-3514.86.2.205openalex-snapshot
Bringing the Frame Into Focus: The Influence of Regulatory Fit on Processing Fluency and Persuasion.
inferredcites →https://doi.org/10.1080/00913367.2012.10672458openalex-snapshot
Sustainable Marketing and Social Media
inferredcites →https://doi.org/10.1080/00913367.2013.815110openalex-snapshot
Exploring the Boundaries of Nostalgic Advertising Effects: A Consideration of Childhood Brand Exposure and Attachment on Consumers’ Responses to Nostalgia-Themed Advertisements
inferredcites →https://doi.org/10.1080/00913367.2014.935897openalex-snapshot
Yo, DJ, That's My Brand: An Examination of Consumer Response to Brand Placements in Hip-Hop Music
inferredcites →https://doi.org/10.1080/00913367.2014.967424openalex-snapshot
Did You Get It? Factors Influencing Subjective Comprehension of Visual Metaphors in Advertising
inferredcites →https://doi.org/10.1080/00913367.2014.975877openalex-snapshot
Effect of Ad-Irrelevant Distance Cues on Persuasiveness of Message Framing
inferredcites →https://doi.org/10.1080/00913367.2015.1018461openalex-snapshot
Reexamining Health Messages in the Digital Age: A Fresh Look at Source Credibility Effects
inferredcites →https://doi.org/10.1080/00913367.2015.1018464openalex-snapshot
The Social Status of Health Message Endorsers Influences the Health Intentions of the Powerless
inferredcites →https://doi.org/10.1080/00913367.2015.1048911openalex-snapshot
Is Your Product Facing the Ad's Center? Facing Direction Affects Processing Fluency and Ad Evaluation
inferredcites →https://doi.org/10.1080/00913367.2015.1071210openalex-snapshot
Matching Temporal Frame, Self-View, and Message Frame Valence: Improving Persuasiveness in Health Communications
inferredcites →https://doi.org/10.1086/422116openalex-snapshot
When a Day Means More than a Year: Effects of Temporal Framing on Judgments of Health Risk
inferredcites →https://doi.org/10.1093/acprof:oso/9780195177664.003.0006openalex-snapshot
Considering Future ConsequencesAn Integrative Model
inferredcites →https://doi.org/10.1093/pan/mpr057openalex-snapshot
Evaluating Online Labor Markets for Experimental Research: Amazon.com's Mechanical Turk
inferredcites →https://doi.org/10.1093/poq/nfn066openalex-snapshot
Web Survey Methods: Introduction
inferredcites →https://doi.org/10.1145/1869086.1869094openalex-snapshot
Analyzing the Amazon Mechanical Turk marketplace
inferredcites →https://doi.org/10.1145/1998549.1998550openalex-snapshot
Cooperation and contagion in web-based, networked public goods experiments
inferredcites →https://doi.org/10.1177/0013164415627349openalex-snapshot
Survey Satisficing Inflates Reliability and Validity Measures
inferredcites →https://doi.org/10.1177/0022022116638172openalex-snapshot
The Role of Regulatory Fit in Framing Effective Negative Feedback Across Cultures
inferredcites →https://doi.org/10.1177/1745691610393980openalex-snapshot
Amazon's Mechanical Turk
inferredcites →https://doi.org/10.1177/2053168015604648openalex-snapshot
“Who are these people?” Evaluating the demographic characteristics and political preferences of MTurk survey respondents
inferredcites →https://doi.org/10.1177/2053168015622072openalex-snapshot
Are samples drawn from Mechanical Turk valid for research on political ideology?
inferredcites →https://doi.org/10.1371/journal.pone.0015923openalex-snapshot
Structure of Urban Movements: Polycentric Activity and Entangled Hierarchical Flows
inferredcites →https://doi.org/10.1371/journal.pone.0016836openalex-snapshot
Cooperation and Contagion in Web-Based, Networked Public Goods Experiments
inferredcites →https://doi.org/10.1371/journal.pone.0031461openalex-snapshot
Economic Games on the Internet: The Effect of $1 Stakes
inferredcites →https://doi.org/10.1371/journal.pone.0051876openalex-snapshot
Common (Mis)Beliefs about Memory: A Replication and Comparison of Telephone and Mechanical Turk Survey Methods
inferredcites →https://doi.org/10.1371/journal.pone.0057410openalex-snapshot
Evaluating Amazon's Mechanical Turk as a Tool for Experimental Behavioral Research
inferredcites →https://doi.org/10.1371/journal.pone.0121595openalex-snapshot
Comparing the Similarity of Responses Received from Studies in Amazon’s Mechanical Turk to Studies Conducted Online and with Direct Recruitment
inferredcites →https://doi.org/10.2139/ssrn.2594183openalex-snapshot
Beyond the Turk: An Empirical Comparison of Alternative Platforms for Online Behavioral Research
inferredcites →https://doi.org/10.2307/2391755openalex-snapshot
Handbook of Industrial and Organizational Psychology.
inferredcites →https://doi.org/10.2753/joa0091-3367390102openalex-snapshot
The Impact of Regulatory Focus, Temporal Orientation, and Fit on Consumer Responses to Health-Related Advertising
inferredcites →https://doi.org/10.3758/s13428-010-0039-7openalex-snapshot
A validation of Amazon Mechanical Turk for the collection of acceptability judgments in linguistic theory
inferredcites →https://doi.org/10.3758/s13428-013-0434-yopenalex-snapshot
Reputation as a sufficient condition for data quality on Amazon Mechanical Turk
inferredcites →https://doi.org/10.3758/s13428-015-0578-zopenalex-snapshot
Attentive Turkers: MTurk participants perform better on online attention checks than do subject pool participants
inferredcites →https://doi.org/10.5860/choice.41-3182openalex-snapshot
Handbook of social psychology

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Longer-Term Mental Health Consequences of COVID-19 Infection: Moderation by Race and Socioeconomic Status
inferred← citeshttps://doi.org/10.1007/s12552-025-09438-0openalex-snapshot
The Nature of Racial Microaggressions in White Adults: A Community Sample Validation of the Cultural Cognitions and Actions Scale
inferred← citeshttps://doi.org/10.1007/s13178-024-01078-0openalex-snapshot
Recent Intimate Partner Violence, Sexual Risk and HIV-Related Worry: Examining the Mediating Effects of Sexual Autonomy
inferred← citeshttps://doi.org/10.1007/s13278-024-01301-1openalex-snapshot
Deep learning framework with multi-perspective social behaviors for vaccine hesitation
inferred← citeshttps://doi.org/10.1007/s40558-026-00410-1openalex-snapshot
From digital autonomy to vacation intentions: a self-determination theory perspective on mindfulness, digital minimalism, and tourist well-being
inferred← citeshttps://doi.org/10.1007/s40688-025-00541-yopenalex-snapshot
Perceptions of Homeschooled Students among U.S. Adult Populations: Implications for School Psychologists
inferred← citeshttps://doi.org/10.1007/s40732-021-00489-4openalex-snapshot
Risk of Cancer and Cost of Surgery Outweigh Urgency and Messaging in Hypothetical Decisions to Remove Tumors
inferred← citeshttps://doi.org/10.1007/s44202-024-00190-xopenalex-snapshot
Preliminary development of the Survey on Flourishing: measuring subjective well-being in an adolescent sample
inferred← citeshttps://doi.org/10.1016/b978-0-12-819445-4.00001-1openalex-snapshot
Approaches from cognitive neuroscience and comparative cognition
inferred← citeshttps://doi.org/10.1016/bs.pbr.2020.06.005openalex-snapshot
More time for science: Using Testable to create and share behavioral experiments faster, recruit better participants, and engage students in hands-on research
inferred← citeshttps://doi.org/10.1016/j.abrep.2023.100515openalex-snapshot
Access to medication for opioid use disorder supported by telemedicine and healthcare coverage: A web-based survey during the COVID-19 pandemic
inferred← citeshttps://doi.org/10.1016/j.accinf.2020.100470openalex-snapshot
Big data prioritization in SCM decision-making: Its role and performance implications
inferred← citeshttps://doi.org/10.1016/j.addbeh.2019.02.011openalex-snapshot
JUUL electronic cigarette use patterns, other tobacco product use, and reasons for use among ever users: Results from a convenience sample
inferred← citeshttps://doi.org/10.1016/j.annals.2020.103053openalex-snapshot
Understanding the COVID-19 tourist psyche: The Evolutionary Tourism Paradigm
inferred← citeshttps://doi.org/10.1016/j.annemergmed.2019.03.003openalex-snapshot
Simulation, Selection, and Mechanical Turk: Can Cases Presented Online Help Us Learn About Shared Decisionmaking and Medical Malpractice?
inferred← citeshttps://doi.org/10.1016/j.appet.2020.104635openalex-snapshot
Investigating the relationship between parental weight stigma and feeding practices
inferred← citeshttps://doi.org/10.1016/j.appet.2021.105689openalex-snapshot
Development and Validation of the Four Facet Mindful Eating Scale (FFaMES)
inferred← citeshttps://doi.org/10.1016/j.appet.2025.108192openalex-snapshot
Factors in predicting consumer affinity for non-alcoholic beer in the US
inferred← citeshttps://doi.org/10.1016/j.beproc.2019.05.020openalex-snapshot
Left-digit pricing effects in a high-resolution examination of hypothetical operant demand for alcohol
inferred← citeshttps://doi.org/10.1016/j.beproc.2021.104563openalex-snapshot
Evaluating effects of context changes on resurgence in humans
inferred← citeshttps://doi.org/10.1016/j.bodyim.2021.05.013openalex-snapshot
Modeling the associations between internal body orientation, body appreciation, and intuitive eating among early-adult and middle-adult men and women: A multigroup structural invariance analysis
inferred← citeshttps://doi.org/10.1016/j.bodyim.2021.12.012openalex-snapshot
Demographic predictors of objectification theory and tripartite influence model constructs: The U.S. Body Project I
inferred← citeshttps://doi.org/10.1016/j.bodyim.2022.01.004openalex-snapshot
An abbreviated 10-item, two-factor version of the Body Image Quality of Life Inventory (BIQLI-10): The U.S. Body Project I
inferred← citeshttps://doi.org/10.1016/j.bodyim.2022.01.010openalex-snapshot
Demographic and sociocultural predictors of sexuality-related body image and sexual frequency: The U.S. Body Project I
inferred← citeshttps://doi.org/10.1016/j.bodyim.2022.01.011openalex-snapshot
Demographic predictors of body image satisfaction: The U.S. Body Project I
inferred← citeshttps://doi.org/10.1016/j.bodyim.2022.01.013openalex-snapshot
Examining the utility of nonlinear machine learning approaches versus linear regression for predicting body image outcomes: The U.S. Body Project I
inferred← citeshttps://doi.org/10.1016/j.bodyim.2022.01.015openalex-snapshot
Measurement invariance of body image measures by age, gender, sexual orientation, race, weight status, and age: The U.S. Body Project I
inferred← citeshttps://doi.org/10.1016/j.bodyim.2022.01.016openalex-snapshot
Demographic and sociocultural predictors of face image satisfaction: The U.S. Body Project I
inferred← citeshttps://doi.org/10.1016/j.bodyim.2022.01.018openalex-snapshot
Pathways from sociocultural and objectification constructs to body satisfaction among men: The U.S. Body Project I
inferred← citeshttps://doi.org/10.1016/j.bodyim.2022.01.019openalex-snapshot
Racial identity differences in pathways from sociocultural and objectification constructs to body satisfaction: The U.S. Body Project I
inferred← citeshttps://doi.org/10.1016/j.bodyim.2022.02.001openalex-snapshot
Pathways from sociocultural and objectification constructs to body satisfaction among women: The U.S. Body Project I
inferred← citeshttps://doi.org/10.1016/j.bodyim.2022.02.002openalex-snapshot
Sexual orientation differences in pathways from sociocultural and objectification constructs to body satisfaction: The U.S. Body Project I
inferred← citeshttps://doi.org/10.1016/j.bodyim.2022.05.011openalex-snapshot
Negative messages from parents and sisters and Latina college students’ body image shame
inferred← citeshttps://doi.org/10.1016/j.bodyim.2022.12.009openalex-snapshot
A structural invariance analysis of the acceptance model of intuitive eating across black, hispanic, and white young-adult women
inferred← citeshttps://doi.org/10.1016/j.chb.2017.10.035openalex-snapshot
Limitations to the rapid adoption of M-payment services: Understanding the impact of privacy risk on M-Payment services
inferred← citeshttps://doi.org/10.1016/j.chb.2018.02.005openalex-snapshot
Do imposters threaten data quality? An examination of worker misrepresentation and downstream consequences in Amazon's Mechanical Turk workforce
inferred← citeshttps://doi.org/10.1016/j.chb.2019.03.010openalex-snapshot
Credibility of negative online product reviews: Reviewer gender, reputation and emotion effects
inferred← citeshttps://doi.org/10.1016/j.chb.2022.107329openalex-snapshot
AI-powered chatbot communication with customers: Dialogic interactions, satisfaction, engagement, and customer behavior
inferred← citeshttps://doi.org/10.1016/j.chb.2022.107416openalex-snapshot
Does sample source matter for theory? Testing model invariance with the influence of presumed influence model across Amazon Mechanical Turk and Qualtrics Panels
inferred← citeshttps://doi.org/10.1016/j.chb.2022.107526openalex-snapshot
Virtual assistants in the family home. Understanding parents’ motivations to use virtual assistants with their Child(dren)
inferred← citeshttps://doi.org/10.1016/j.chb.2025.108764openalex-snapshot
When online review is not enough? Adoption of cryptocurrencies through the lenses of NCA and fsQCA
inferred← citeshttps://doi.org/10.1016/j.chbr.2022.100198openalex-snapshot
Exploring uses and gratifications and psychological outcomes of engagement with Instagram Stories
inferred← citeshttps://doi.org/10.1016/j.chiabu.2019.01.007openalex-snapshot
Patterns of childhood maltreatment and intimate partner violence, emotion dysregulation, and mental health symptoms among lesbian, gay, and bisexual emerging adults: A three-step latent class approach
inferred← citeshttps://doi.org/10.1016/j.childyouth.2025.108213openalex-snapshot
The impact of age and sexual orientation on work-related changes and stress early in the pandemic
inferred← citeshttps://doi.org/10.1016/j.clrc.2023.100116openalex-snapshot
An experimental study of consumer attitudes and intentions in electricity markets
inferred← citeshttps://doi.org/10.1016/j.cognition.2024.105919openalex-snapshot
Moral preference reversals: Violations of procedure invariance in moral judgments of sacrificial dilemmas
inferred← citeshttps://doi.org/10.1016/j.concog.2026.104044openalex-snapshot
Representing technological “minds”: How anthropomorphic inferences influence legal judgments and policy opinions
inferred← citeshttps://doi.org/10.1016/j.cose.2026.105050openalex-snapshot
Relationships between cultural orientations, phishing victimization, and phishing recognition: A cross-cultural experiment
inferred← citeshttps://doi.org/10.1016/j.dhjo.2020.100991openalex-snapshot
Evaluating MTurk as a recruitment tool for rural people with disabilities
inferred← citeshttps://doi.org/10.1016/j.dhjo.2021.101062openalex-snapshot
A cross-sectional analysis of trust of information and COVID-19 preventative practices among people with disabilities
inferred← citeshttps://doi.org/10.1016/j.dib.2022.108124openalex-snapshot
Ambivalence and adherence to preventive measures during the COVID-19 pandemic: Data from the U.S. and Germany
inferred← citeshttps://doi.org/10.1016/j.drugalcdep.2021.108600openalex-snapshot
Development and examination of the attribution questionnaire-substance use disorder (AQ-SUD) to measure public stigma towards adolescents experiencing substance use disorders
inferred← citeshttps://doi.org/10.1016/j.dss.2022.113914openalex-snapshot
Is bigger better? A study of the effect of group size on collective intelligence in online groups
inferred← citeshttps://doi.org/10.1016/j.ecolecon.2017.09.010openalex-snapshot
Consequences of Participant Inattention with an Application to Carbon Taxes for Meat Products
inferred← citeshttps://doi.org/10.1016/j.ejtd.2023.100324openalex-snapshot
Psychometric evaluation of the multiscale dissociation inventory (MDI): A replication and extension in two trauma-exposed samples
inferred← citeshttps://doi.org/10.1016/j.erss.2022.102753openalex-snapshot
Who prefers renewable energy? A moderated mediation model including perceived comfort and consumers’ protected values in green energy adoption and willingness to pay a premium
inferred← citeshttps://doi.org/10.1016/j.foodqual.2020.104035openalex-snapshot
Consumers’ willingness to pay for upcycled foods
inferred← citeshttps://doi.org/10.1016/j.foodqual.2021.104321openalex-snapshot
The fair trade food labeling health halo: Effects of fair trade labeling on consumption and perceived healthfulness
inferred← citeshttps://doi.org/10.1016/j.foodqual.2023.104827openalex-snapshot
The influence of health star rating labels on plant-based foods: The moderating role of consumers’ believability
inferred← citeshttps://doi.org/10.1016/j.foodqual.2024.105295openalex-snapshot
A food well-being index for sustainable eating behavior: Construction, validation, and implementation
inferred← citeshttps://doi.org/10.1016/j.foodqual.2025.105730openalex-snapshot
Applications of the ErrVarNorm index in case 1 best-worst scaling and data quality insights
inferred← citeshttps://doi.org/10.1016/j.giq.2021.101664openalex-snapshot
Digital transformation toward AI-augmented public administration: The perception of government employees and the willingness to use AI in government
inferred← citeshttps://doi.org/10.1016/j.heliyon.2021.e06318openalex-snapshot
Social class, social self-esteem, and conspicuous consumption
inferred← citeshttps://doi.org/10.1016/j.ijhm.2019.102444openalex-snapshot
Evidence of green signaling in green hotels
inferred← citeshttps://doi.org/10.1016/j.ijhm.2020.102568openalex-snapshot
Reports of Bed Bugs on Hotel Selection: A Choice Experiment
inferred← citeshttps://doi.org/10.1016/j.ijhm.2020.102570openalex-snapshot
The effect of 99-ending calories and anticipated guilt on restaurant menu development strategy
inferred← citeshttps://doi.org/10.1016/j.ijhm.2020.102614openalex-snapshot
When dessert comes close: The effects of anticipating indulgent consumption and dietary restraint on healthy food preference at restaurants
inferred← citeshttps://doi.org/10.1016/j.ijhm.2020.102713openalex-snapshot
Environmental Actions and Consumer Participation: Which Impacts on Brand Relationship? The Multiple Realities of the Hospitality Sector
inferred← citeshttps://doi.org/10.1016/j.ijhm.2020.102715openalex-snapshot
Antecedents and the underlying mechanism of customer intention of co-creating a dining experience
inferred← citeshttps://doi.org/10.1016/j.ijhm.2021.103077openalex-snapshot
Developing creative service ideas through hotel customer engagement for open innovation: Focused on empowerment and motivation processes
inferred← citeshttps://doi.org/10.1016/j.ijhm.2023.103452openalex-snapshot
How observed customer mistreatment of supervisors affects employees’ service sabotage: A cross-cultural examination from the deontic justice theory
inferred← citeshttps://doi.org/10.1016/j.ijhm.2025.104306openalex-snapshot
Analyzing consumer decision-making patterns in online restaurant selection: A study of information processing styles on yelp
inferred← citeshttps://doi.org/10.1016/j.ijinfomgt.2022.102489openalex-snapshot
Effects of gender congruity in human-robot service interactions: The moderating role of masculinity
inferred← citeshttps://doi.org/10.1016/j.ijresmar.2020.08.001openalex-snapshot
Content analysis of fake consumer reviews by survey-based text categorization
inferred← citeshttps://doi.org/10.1016/j.ijresmar.2021.05.001openalex-snapshot
Collecting samples from online services: How to use screeners to improve data quality
inferred← citeshttps://doi.org/10.1016/j.indmarman.2022.03.007openalex-snapshot
Buffering B2B service failure: The role of customer engagement
inferred← citeshttps://doi.org/10.1016/j.intmar.2018.07.002openalex-snapshot
A Consumer-based Taxonomy of Digital Customer Engagement Practices
inferred← citeshttps://doi.org/10.1016/j.intmar.2020.01.002openalex-snapshot
An Experimental Analysis of the Effectiveness of Multi-Screen Advertising
inferred← citeshttps://doi.org/10.1016/j.jad.2021.03.085openalex-snapshot
Psychological distress and alcohol use disorder during the COVID-19 era among middle- and low-income U.S. adults
inferred← citeshttps://doi.org/10.1016/j.jad.2023.10.107openalex-snapshot
Anhedonia mediates the relationships between childhood trauma and symptom severity of PTSD and depression, but not of social anxiety
inferred← citeshttps://doi.org/10.1016/j.jadr.2020.100023openalex-snapshot
Modeling pandemic depression and anxiety: The mediational role of core beliefs and meaning making
inferred← citeshttps://doi.org/10.1016/j.janxdis.2020.102307openalex-snapshot
COVID-19 and traumatic stress: The role of perceived vulnerability, COVID-19-related worries, and social isolation
inferred← citeshttps://doi.org/10.1016/j.jbusres.2018.10.036openalex-snapshot
Customer responses to frontline employee complaining in retail service environments: The role of perceived impropriety
inferred← citeshttps://doi.org/10.1016/j.jbusres.2019.01.022openalex-snapshot
The effect of color and self-view priming in persuasive communications
inferred← citeshttps://doi.org/10.1016/j.jbusres.2019.02.015openalex-snapshot
The impact of implicit self-theories and loss salience on financial risk
inferred← citeshttps://doi.org/10.1016/j.jbusres.2019.02.068openalex-snapshot
The presence of copycat private labels in a product set increases consumers' choice ease when shopping with an abstract mindset
inferred← citeshttps://doi.org/10.1016/j.jbusres.2019.03.039openalex-snapshot
The effects of the FTC-mandated disclosure on homeopathic product purchase intentions and efficacy perceptions
inferred← citeshttps://doi.org/10.1016/j.jbusres.2019.05.020openalex-snapshot
Combating the negative effects of showrooming: Successful salesperson tactics for converting showroomers into buyers
inferred← citeshttps://doi.org/10.1016/j.jbusres.2019.07.023openalex-snapshot
Making bad look good: The counterpersuasive effects of natural labels on (dangerous) vice goods
inferred← citeshttps://doi.org/10.1016/j.jbusres.2019.11.060openalex-snapshot
Inferring brand integrity from marketing communications: The effects of brand transparency signals in a consumer empowerment context
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