Decoding Digital Greenwashing: A Quantitative Analysis of Signaling Theory, Brand Trust, and Purchase Intention among Generation Z Consumers in the Fast-Fashion Sector
Open accessAbstract
The global fast-fashion industry faces increasing scrutiny as the proliferation of digital greenwashing—the deployment of vague or unsubstantiated environmental claims—intersects with the heightened digital literacy of Generation Z consumers. While corporate entities increasingly utilize sustainability-themed marketing to construct brand legitimacy, the psychological impact of deceptive signaling on consumer-brand relationships remains underexplored in the quantitative literature. This study addresses this gap by operationalizing Signaling Theory (Spence, 1973) to examine how perceived greenwashing is associated with brand equity and consumer behavior. Utilizing a cross-sectional survey design, data were collected from a sample of Generation Z consumers (N = 268) who actively engage with fast-fashion digital platforms. Pearson correlation analysis indicated that Perceived Greenwashing was strongly and negatively associated with Brand Trust (r = −.68, p < .001), suggesting that deceptive environmental signals are associated with elevated consumer eco-skepticism. A mediation analysis utilizing Hayes’ PROCESS macro (Model 4) with 5,000 bootstrapped resamples provided evidence of partial mediation: Brand Trust carried a significant indirect effect of Perceived Greenwashing on Purchase Intention (indirect effect = −0.46, 95% CI [−0.58, −0.35]), while a significant direct effect remained (β = −0.12, p < .05), together accounting for 48.1% of the variance in Purchase Intention (R² = .481, f² = .927). These findings suggest that for this digitally native cohort, deceptive green signaling is associated with significant erosion of brand trust and purchase intent, pointing to a managerial imperative for transparent, verifiable sustainability communication. Limitations of the cross-sectional design and directions for future experimental research are discussed.
AI snapshot
Written from the paper’s full text.
TL;DR
This cross-sectional survey of 268 Generation Z fast-fashion consumers finds perceived digital greenwashing strongly negatively associated with brand trust and purchase intention, with brand trust partially mediating the greenwashing–purchase intention link. The authors interpret the pattern as a signaling failure and argue for verifiable, substantive sustainability communication.
Key findings
- Perceived Greenwashing was high (M = 4.08, SD = 0.84), Brand Trust low (M = 2.12, SD = 0.89), and Purchase Intention moderate/suppressed (M = 2.76, SD = 0.95). PGW was negatively correlated with Brand Trust (r = -.68, p < .001) and Purchase Intention (r = -.54, p < .001); Brand Trust was positively correlated with Purchase Intention (r = .72, p < .001).
- Brand Trust partially mediated the PGW–Purchase Intention association: indirect effect = -0.46, 95% CI [-0.58, -0.35], with a remaining direct effect (β = -0.12, p < .05). The model accounted for 48.1% of variance in Purchase Intention (R² = .481, f² = .927, F(2, 265) = 122.59, p < .001).
- Path estimates were PGW → Brand Trust β = -0.72, p < .001, and Brand Trust → Purchase Intention controlling for PGW β = 0.65, p < .001.
- Scales showed strong reliability (PGW α = .89; BT α = .92; PI α = .87), convergent validity (AVE = .64, .69, .61), and discriminant validity (√AVE values .800, .831, .781 exceeded maximum |r| = .72).
Methods
- Quantitative, cross-sectional online Qualtrics survey of Generation Z consumers (born 1997–2012) who had purchased fast-fashion apparel in the prior three months and been exposed to a digital sustainability campaign. Final validated sample N = 268; from 342 responses, 46 were removed for attention-check failures and 28 for >10% missing data. Recruitment used convenience sampling with purposive criteria via social media and university networks.
- Measures: 5-item Perceived Greenwashing scale adapted from Laufer (2003) and Chen and Chang (2013); 4-item Brand Trust scale adapted from Chaudhuri and Holbrook (2001); 3-item Purchase Intention scale adapted from Spears and Singh (2004); all on 5-point Likert scales.
- Analysis: IBM SPSS v29; descriptives, reliability/validity assessment, Pearson correlations, and Hayes’ PROCESS macro Model 4 with 5,000 bootstrapped resamples and 95% CIs. Harman’s single-factor test assessed common method variance (26.7% single-factor variance).
Limitations
- Stated: the cross-sectional design precludes causal inference; respondents evaluated self-nominated brands, introducing brand heterogeneity; convenience sampling via university and social media networks over-represents educated, urban, digitally engaged Gen Z consumers; Harman’s single-factor test is an imperfect CMV diagnostic; specific transparency technologies (e.g., certification labels, blockchain tracking) remain empirically untested.
- Stated: future research should use longitudinal panel and experimental between-subjects designs to test trust recovery and compare strong verified signals, weak unverified signals, and null environmental signals.
- Evident from the text: all three constructs were measured in a single survey administration, so common-source and common-method bias cannot be fully ruled out despite the Harman test; the mediation table reports only paths a and b, while the indirect and direct effects are described in prose, so the full path model is not tabulated.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 12 cited sources checked · 0 supported · 0 flagged
- Findingown data
Among Generation Z fast-fashion consumers, Perceived Greenwashing was negatively associated with Purchase Intention (r = -.54, p < .001).
“Perceived Greenwashing was negatively associated with Purchase Intention (r = -.54,p < .001),providing support for Hypothesis 3 and confirming a negative association between deceptive green signaling and consumer purchase engagement.”
Quote in the paperSubstantial claim - Findingown data
Among Generation Z fast-fashion consumers, Brand Trust was strongly positively associated with Purchase Intention (r = .72, p < .001).
“Brand Trust exhibited a strong positive association with Purchase Intention (r = .72,p < .001),supporting Hypothesis 2.”
Quote in the paperSubstantial claim - Findingown data
In the mediation model, the path from Perceived Greenwashing to Brand Trust was significant (β = -0.72, p < .001).
“Path a (PGW → BT) was significant (β = -0.72,p < .001),indicating that higher perceived greenwashing is associated with substantially lower brand trust.”
Quote in the paperSubstantial claim - Findingown data
The direct effect of Perceived Greenwashing on Purchase Intention after controlling for Brand Trust remained statistically significant (β = -0.12, p < .05).
“while a significant direct effect remained (β = -0.12,p < .05)”
- Also stated in: § 4.4. Mediation Analysis: The Brand Trust Pathway · plain
“Critically, the direct effect of Perceived Greenwashing on Purchase Intention, after controlling for Brand Trust (path c'), remained statistically significant (β = -0.12,p < .05).”
Quote in the paperSubstantial claim - Also stated in: § 4.4. Mediation Analysis: The Brand Trust Pathway · plain
- Findingown data
The indirect effect of Perceived Greenwashing on Purchase Intention via Brand Trust was -0.46, with a bootstrapped 95% CI of [-0.58, -0.35].
“Brand Trust carried a significant indirect effect of Perceived Greenwashing on Purchase Intention (indirect effect = -0.46,95% CI [-0.58, -0.35])”
- Also stated in: § 4.4. Mediation Analysis: The Brand Trust Pathway · plain
“The indirect effect of Perceived Greenwashing on Purchase Intention via Brand Trust was -0.46, with a bootstrapped 95% CI of [-0.58, -0.35].”
Quote in the paperSubstantial claim - Also stated in: § 4.4. Mediation Analysis: The Brand Trust Pathway · plain
- Findingown data
In the mediation model, the path from Brand Trust to Purchase Intention controlling for Perceived Greenwashing was significant (β = 0.65, p < .001).
“Path b (BT → PI controlling for PGW) was also significant (β = 0.65, p < .001).”
Quote in the paperSubstantial claim - Findingown data
The mediation model accounted for 48.1% of the variance in Purchase Intention (R2 = .481, Cohen's f2 = .927).
“The regression model demonstrated strong explanatory power, accounting for 48.1% of the variance in Purchase Intention (R² = .481,Cohen's f² = .927,indicating a large effect; F(2, 265) = 122.59,p < .001).”
Quote in the paperNot a substantial claim - Findingown data
Among Generation Z fast-fashion consumers, Perceived Greenwashing was strongly and negatively associated with Brand Trust (r = -.68, p < .001).
“Pearson correlation analysis indicated that Perceived Greenwashing was strongly and negatively associated with Brand Trust (r = -.68,p < .001)”
- Also stated in: § 4.3. Correlation Analysis · boosted
“Perceived Greenwashing was strongly and negatively associated with Brand Trust (r = -.68,p < .001),providing support for Hypothesis 1.”
Quote in the paperSubstantial claim - Also stated in: § 4.3. Correlation Analysis · boosted
- Findingown data
The mean Brand Trust score was 2.12 (SD = 0.89).
“Correspondingly, Brand Trust yielded a low mean (M = 2.12, SD = 0.89) and Purchase Intention a moderate, suppressed mean (M = 2.76, SD = 0.95).”
Quote in the paperNot a substantial claim - Findingown data
The mean Purchase Intention score was 2.76 (SD = 0.95).
“Correspondingly, Brand Trust yielded a low mean (M = 2.12, SD = 0.89) and Purchase Intention a moderate, suppressed mean (M = 2.76, SD = 0.95).”
Quote in the paperNot a substantial claim - Findingown data
The mean Perceived Greenwashing score was 4.08 (SD = 0.84).
“Descriptive statistics indicated a high mean score on Perceived Greenwashing (M = 4.08, SD = 0.84), suggesting that participants perceive substantial greenwashing in the fast-fashion brands they evaluated.”
Quote in the paperNot a substantial claim - Study design and conductcitation
The sample provides sufficient statistical power for mediation analysis.
“While this sample provides sufficient statistical power for mediation analysis (Hair et al., 2024)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hair et al., 2024
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
Brand Trust partially mediates the negative association between Perceived Greenwashing and Purchase Intention.
“provided evidence of partial mediation”
- Also stated in: § 4.4. Mediation Analysis: The Brand Trust Pathway · boosted
“This pattern-a significant indirect effect alongside a significant residual direct effect-constitutes partial mediation, providing support for the reformulated Hypothesis 4.”
Quote in the paperSubstantial claim - Also stated in: § 4.4. Mediation Analysis: The Brand Trust Pathway · boosted
- Study design and conductown data
All three constructs exceeded the minimum AVE threshold of .50 (PGW AVE = .64; BT AVE = .69; PI AVE = .61).
“All three constructs exceeded the minimum AVE threshold of .50(PGW: AVE = .64;BT: AVE = .69;PI: AVE = .61),indicating that each scale explains a majority of the variance in its respective items.”
Quote in the paperSubstantial claim - Premisecitation
Digital greenwashing directly undermines the benevolence and integrity dimensions of brand trust.
“Digital greenwashing directly undermines the dimensions of benevolence and integrity: when a brand is perceived to be deploying environmental claims for reputational rather than substantive purposes, it may be interpreted as a violation of the implicit consumer-brand relationship (Gomez & Thorne, 2025).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gomez & Thorne, 2025
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Study design and conductown data
Common method variance is unlikely to be a major confound in this dataset, based on Harman's single-factor test accounting for 26.7% of total variance, below the 50% threshold.
“An exploratory factor analysis of all scale items constrained to a single factor accounted for 26.7% of the total variance, substantially below the commonly applied 50% threshold.This result suggests that common method variance is unlikely to be a major confound in this dataset”
Quote in the paperNot a substantial claim - Premisecitation
Psychological Reactance theory predicts a boomerang effect wherein a brand's persuasive attempt generates suspicion and active avoidance rather than the intended trust-building response.
“As consumers decode vague green claims as potential manipulation, Psychological Reactance theory (Brehm, 1966) predicts a 'boomerang effect' wherein the brand's persuasive attempt generates suspicion and active avoidance rather than the intended trust-building response (Kim & Zhao, 2024).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Brehm, 1966
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Kim & Zhao, 2024
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
Perceived digital greenwashing is associated with significant erosion of brand trust and purchase intention among Generation Z fast-fashion consumers.
“This study provides quantitative evidence that perceived digital greenwashing is associated with significant erosion of brand trust and purchase intention among Generation Z fast-fashion consumers.”
Quote in the paperSubstantial claim- Rests on an assumption: The existing literature has focused heavily on the drivers of green purchase intention, leaving underexplored the mechanisms through which greenwashing perception erodes brand trust.
- Rests on an assumption: There is a need for quantitative data to examine the association between deceptive green signaling and consumer-brand relationship outcomes among Generation Z.
- Interpretationown data
Investment in verifiable, substantive sustainability communication may generate more favorable brand outcomes than vague aesthetic greenwashing.
“These findings provide empirical grounding for the proposition that investment in verifiable, substantive sustainability communication-such as third-party environmental certifications, granular supply-chain disclosures, and quantified lifecycle impact data-may generate more favorable brand outcomes than vague aesthetic greenwashing.”
Quote in the paperSubstantial claim - Study design and conductown data
The square root of AVE for each construct exceeded all pairwise inter-construct correlations (maximum |r| = .72), supporting discriminant validity.
“The square root of AVE for each construct (PGW: .800;BT: .831;PI: .781)exceeded all pairwise correlations (maximum |r| = .72),providing evidence that the three-factor measurement model exhibits discriminant validity.”
Quote in the paperSubstantial claim - Interpretationreasoning
Weak environmental signals appear to be associated with increased consumer skepticism, effectively reversing the intended persuasive effect.
“This is consistent with the concept of Signal Backfire: rather than reducing information asymmetry, weak environmental signals appear to be associated with increased consumer skepticism, effectively reversing the intended persuasive effect.”
Quote in the paperSubstantial claim - Interpretationown data
Brand trust erosion carries a substantial portion of the association between greenwashing perception and reduced purchase engagement.
“The significant indirect effect of Perceived Greenwashing on Purchase Intention via Brand Trust (-0.46, 95% CI [-0.58, -0.35]) indicates that brand trust erosion carries a substantial portion of the association between greenwashing perception and reduced purchase engagement.”
Quote in the paperSubstantial claim - Interpretationown data
Perceived deceptive signaling, operating through trust erosion, is strongly associated with consumer purchase withdrawal.
“The model accounts for 48.1% of the variance in Purchase Intention (R² = .481),suggesting that perceived deceptive signaling, operating through trust erosion, is strongly associated with consumer purchase withdrawal.”
Quote in the paperSubstantial claim - Interpretationreasoning
In environments where consumers possess high digital literacy and low baseline trust in corporate environmental claims, signal integrity may be more consequential for brand outcomes than signal frequency.
“The present findings suggest that in environments where consumers possess high digital literacy and low baseline trust in corporate environmental claims, signal integrity may be more consequential for brand outcomes than signal frequency.”
Quote in the paperSubstantial claim - Study design and conductreasoning
The final validated sample comprised 268 Generation Z consumers.
“The final validated sample comprised N = 268 Generation Z consumers.”
Quote in the paperSubstantial claim - Study design and conductreasoning
The self-nominated brand measurement approach introduces brand heterogeneity that cannot be controlled in the analysis.
“A second limitation is the self-nominated brand measurement approach: respondents evaluated brands of their own choosing, introducing brand heterogeneity that cannot be controlled in the analysis.”
Quote in the paperNot a substantial claim
- Classified as probably not a substantial claim. 5
- May combine two claims. 8
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationDigital greenwashing in fast fashion includes executional greenwashing and hidden trade-offs.
“This includes executional greenwashing-the use of nature-inspired imagery, green color palettes, and naturalistic visual identities to induce a perception of ecological responsibility-and hidden trade-offs, where a brand highlights a singular recycled attribute of a garment while omitting the broader carbon footprint of its high-volume production cycle (Silva & Ibrahim, 2025).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Silva & Ibrahim, 2025
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim.
PremisecitationSocial contract theory proposes that legitimate economic activity is embedded within implicit normative agreements between organizations and their stakeholder communities.
“Social contract theory proposes that legitimate economic activity is embedded within implicit normative agreements between organizations and their stakeholder communities.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Donaldson & Dunfee, 1994
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim.
PremisecitationSignaling Theory posits that in environments characterized by uncertainty and information asymmetry, consumers rely on observable signals to infer the unobservable quality or ethical standards of a firm.
“Signaling Theory posits that in environments characterized by uncertainty and information asymmetry, consumers rely on observable signals to infer the unobservable quality or ethical standards of a firm (Al-Sayed et al., 2026).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Al-Sayed et al., 2026
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Interpretationown dataVague, unverifiable environmental claims may not only fail to build brand equity among Gen Z consumers but may be negatively associated with the trust and purchase intention they were designed to cultivate.
“The data suggest that vague, unverifiable environmental claims may not only fail to build brand equity among Gen Z consumers but may be negatively associated with the very trust and purchase intention they were designed to cultivate.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenHarman's single-factor test is an imperfect diagnostic for common method variance.
“Fourth, the Harman's single-factor test, while suggesting CMV is not a dominant confound (26.7% single-factor variance), is an imperfect diagnostic”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationWhen the signaling environment becomes saturated with low-cost deceptive signals, the credibility of even genuine environmental claims may be systematically undermined by signal noise.
“According to Taj et al. (2025), when the signaling environment becomes saturated with low-cost deceptive signals, the credibility of even genuine environmental claims may be systematically undermined by signal noise.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Taj et al. (2025)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationIf a brand is perceived to have violated its environmental commitment through greenwashing, the resulting trust erosion may be qualitatively different from ordinary product dissatisfaction and may produce stronger and longer-lasting attitudinal consequences.
“If the brand is subsequently perceived to have violated this commitment through greenwashing, the resulting trust erosion may be qualitatively different from ordinary product dissatisfaction-it constitutes a perceived breach of a normative contract, which prior literature suggests produces stronger and longer-lasting attitudinal consequences (Taj et al., 2025).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Taj et al., 2025
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Study design and conductreasoningThe cross-sectional design precludes causal inference; findings should be interpreted as associational evidence.
“It is acknowledged at the outset that the crosssectional design of this study permits associational rather than causal conclusions”
- Also stated in: § 3.1. Research Design · plain
“It is acknowledged that the cross-sectional design precludes causal inference; all findings should be interpreted as associational evidence consistent with the proposed framework”
- Also stated in: § 6.2. Limitations and Future Research · plain
“The primary limitation is the cross-sectional design, which captures consumer perceptions at a specific point in time but cannot establish whether greenwashing perception causes trust erosion”
Quote in the paperSubstantial claim- Also stated in: § 3.1. Research Design · plain
May combine two claims.
PremisecitationStrong environmental signals are costly to produce and difficult to fabricate, such as verified third-party certifications, whereas weak signals are low-cost, vague, and easily mimicked.
“Strong signals are those that are costly to produce and difficult to fabricate, such as verified third-party certifications.Weak signals are low-cost, vague, and easily mimicked, such as the use of the term 'conscious' or 'eco-friendly' without supporting quantitative evidence (Patel & Rossi, 2024).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Patel & Rossi, 2024
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Study design and conductcitationInternal consistency was strong across all three constructs (PGW α = .89; BT α = .92; PI α = .87), each exceeding .70.
“Internal consistency was strong across all three constructs (PGW: α = .89;BT: α = .92;PI: α = .87),each exceeding the accepted threshold of .70 (Hair et al., 2024).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hair et al., 2024
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationTrust in the digital age is asymmetrically constructed-built incrementally through consistent and verifiable signaling, but potentially reduced rapidly through a single widely circulated greenwashing exposure.
“Research suggests that trust in the digital age is asymmetrically constructed-built incrementally through consistent and verifiable signaling, but potentially reduced rapidly through a single widely circulated greenwashing exposure (Chen & Mueller, 2025).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Chen & Mueller, 2025
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
InterpretationreasoningThe university-network recruitment strategy likely over-represents educated, urban, and digitally engaged Gen Z consumers, so findings are not generalizable to the full Gen Z cohort.
“While this sample provides sufficient statistical power for mediation analysis (Hair et al., 2024), the university-network recruitment strategy likely over-represents educated, urban, and digitally engaged Gen Z consumers.Findings should therefore be interpreted as indicative of this population segment rather than as generalizable to the full Gen Z cohort.”
Quote in the paperSubstantial claim
The paper relies on this without support.
The existing literature has focused heavily on the drivers of green purchase intention, leaving underexplored the mechanisms through which greenwashing perception erodes brand trust.
“The existing literature has focused heavily on the drivers of green purchase intention, leaving underexplored the mechanisms through which greenwashing perception erodes brand trust.”
The paper relies on this without support.
There is a need for quantitative data to examine the association between deceptive green signaling and consumer-brand relationship outcomes among Generation Z.
“There is a need for quantitative data to examine the association between deceptive green signaling and consumer-brand relationship outcomes among this digitally sophisticated cohort.”
The paper relies on this without support.
Continued exposure to misleading green signals is associated with elevated eco-skepticism among Generation Z consumers.
“Continued exposure to these potentially misleading signals has been associated with elevated eco-skepticism among Generation Z consumers.”
The paper relies on this without support.
Respondents can accurately recall and evaluate digital sustainability campaigns from the preceding three months.
“Respondents were instructed to evaluate a specific major fast-fashion brand of their choosing that they had encountered digital sustainability campaigns from in the preceding three months”
Statistics recomputed
Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.
- ConsistentF(2, 265) = 122.59reported p < .001 · recomputed p < .001
“F(2, 265) = 122.59,p < .001”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Reported mediation-model R2 conflicts with the correlation matrix
MajorFor a regression of Purchase Intention on Perceived Greenwashing and Brand Trust, the three reported correlations imply R2 = .523, not .481. The stated variance explained by the model is therefore inconsistent with the paper's own correlation matrix.
“accounting for 48.1% of the variance in Purchase Intention (R² = .481,Cohen's f² = .927,indicating a large effect; F(2, 265) = 122.59,p < .001)”
“| 2. Brand Trust | 2.12 | 0.89 | -.68** | - | | (BT) | | | | | | 3. Purchase | 2.76 | 0.95 | -.54** | .72** |”
Path-a t statistic conflicts with the reported correlation
MinorPath a is a single-predictor regression of Brand Trust on Perceived Greenwashing. With N = 268 and the reported correlation of −.68, its t statistic would be approximately −15.1, not −12.00.
“| a: PGW → BT | -0.72 | .06 | -12.00 | < .001 | [-0.84, |”
“Table: 3 Table 3 : Pearson Correlation Matrix (N = 268) | Construct | M | SD | 1 | 2 | | --- | --- | --- | --- | --- | | 1. Perceived | 4.08 | 0.84 | - | | | Greenwashing | | | | | | (PGW) | | | | | | 2. Brand Trust | 2.12 | 0.89 | -.68** | - |”
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- Hayes, A. F. (2018). Introduction to mediation, moderation, and conditional process analysis: A regression-based approach (2nd ed.). Guilford Press.
- Kim, H., & Zhao, L. (2024). Decoding the black box of eco-skepticism: Cognitive load and reactance in green marketing. Journal of Consumer Psychology, 28(1), 55–76.
- Patel, N., & Rossi, M. (2024). Digital greenwashing: A systematic review of corporate sustainability rhetoric. Harvard Business Review Analytics, 18(3), 55–74.
- Silva, C., & Ibrahim, T. (2025). The boomerang effect: Why deceptive green marketing erodes brand equity among Gen Z. Information Systems Research, 36(4), 888–905.
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- Authors
- Zhao, B., & Abu Bakar, A.
- Affiliations
- Kuala Lumpur University of Science & Technology (MY)
- Venue
- Social Reports
- Publisher
- LINDEN Publishing Sdn. Bhd.
- Published
- 2026-03-31
- Volume
- 1
- Issue
- 1
- Pages
- 57-71
- ISSN
- 3141-1231 (ISSN-L)
- OpenAlex
- W7154082337
- Cited by
- 0
- References
- 8
- FWCI
- 0.00
- Type
- journal article
- Open access
- hybrid
- doi.org
- Locations
- Social Reports (publishedVersion, cc-by)
- Topics
- Social Sciences › Business, Management and Accounting › Marketing › Environmental Sustainability in Business
- Social Sciences › Business, Management and Accounting › Marketing › Consumer Behavior in Brand Consumption and Identification
- Social Sciences › Business, Management and Accounting › Marketing › Consumer Perception and Purchasing Behavior
- Keywords
- signaling theory, brand trust, purchase intention, Generation Z consumers, fast fashion, sustainability communication, brand equity, consumer-brand relationships
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-23.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-23.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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