The DOI matches its Crossref record; 105 of the 110 references it cites were found in a registry or an index; 2 of the 29 sources its claims cite were checked for support.
Consumer Brand Engagement in Social Media: Conceptualization, Scale Development and Validation
Open accessAbstract
In the last three decades, an influential research stream has emerged which highlights the dynamics of focal consumer/brand relationships. Specifically, more recently the ‘consumer brand engagement’ (CBE) concept has been postulated to more comprehensively reflect the nature of consumers’ particular interactive brand relationships, relative to traditional concepts, including ‘involvement.’ However, despite the growing scholarly interest regarding the undertaking of marketing research addressing ‘engagement,’ studies have been predominantly exploratory in nature, thus generating a lack of empirical research in this area to date. By developing and validating a CBE scale in specific social media settings, we address this identified literature gap. Specifically, we conceptualize CBE as a consumer's positively valenced brand-related cognitive, emotional and behavioral activity during or related to focal consumer/brand interactions. We derive three CBE dimensions, including cognitive processing, affection, and activation. Within three different social media contexts, we employ exploratory and confirmatory factor analyses to develop a reliable, 10-item CBE scale, which we proceed to validate within a nomological net of conceptual relationships and a rival model. The findings suggest that while consumer brand ‘involvement’ acts as a CBE antecedent, consumer ‘self-brand connection’ and ‘brand usage intent’ represent key CBE consequences, thus providing a platform for further research…
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49 Own result · 21 Own interpretation · 9 No full text of the sources · 8 Sources not found · 8 Own method · 7 No basis given · 2 Couldn’t confirm · 1 Not checked yet · accuracy not yet measured
The cited sources that could be checked couldn’t confirm or dispute this claim.
In the paper
“the qualitative study shows consumer conceptions of CBE are aligned with key findings addressing the 'engagement' concept in prior research (Brodie et al. 2011;Leeflang 2011).”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Insert Table 2 about here
What the sources say
- Not matchedcites Brodie et al. 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Could not verifycites Leeflang 2011 sourceExperimental — accuracy not yet measured
The available Abstract describes the formalization of marketing and future developments, while the metadata lists customer engagement only as a keyword. Searches for consumer conceptions of CBE, qualitative findings, and the engagement concept found no passage addressing whether those conceptions align with prior research. (LLM, conf=0.71)
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
- Not matched
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In an additional EFA including only the 10 retained CBE items, the scree plot and the eigen values exceeding 1.0 concurred in suggesting the suitability of a threefactor solution for CBE, which explained 69.63% of the total variance.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Results
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“For these brands, the respondents exhibited a substantially lower willingness to exert cognitive, emotional or behavioral activity in their brand interactions”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Insert Table 2 about here
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“we observed the scree in the scree plot at three factors; thus corresponding to our hypothesized three-factor model of CBE.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Results
What the sources say
- Not checked — no full text of the sourcecites Cattell 1966 source
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The attained Cronbach alphas for the scale were: (i) Cognitive processing: .825;”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Insert Figure 1 about here
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The fit statistics for the re-estimated model were as follows: χ 2 (53) = 464.9(p=0.000); and χ 2 /df = 8.72, GFI = .865;CFI = .922;RMSEA = .118;and SRMR = .048;thus indicating a worse fit, relative to the three-factor model.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Insert Figure 1 about here
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“the audio recorded findings suggested that consumers predominantly equated their 'engagement' with their selected brands to specific brand interactions.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Insert Table 2 about here
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“while consumer brand 'involvement' acts as a CBE antecedent”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Abstract
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“the results indicated that for perceived 'highly engaging' brands consumers, typically, appeared willing to exert considerable cognitive, emotional and behavioral activity in their brand interactions”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Insert Table 2 about here
hedgedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“We derive three CBE dimensions, including cognitive processing, affection, and activation.”
- Also stated in: § CBE Conceptual Development · plain
“we propose three CBE dimensions, which correspond to the generic cognitive, emotional and behavioral nature of 'engagement.'”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Abstract
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
- Also stated in: § CBE Conceptual Development · plain
- Probably not a substantial claim. 11
- It may state two separate claims as one. 14
The cited sources that could be checked couldn’t confirm or dispute this claim.
In the paper
“As such, this research responds directly to the Marketing Science Institute's (MSI 2010), Leeflang's (2011), and Brodie et al.'s (2011) call for the undertaking of 'engagement'-based scale development research.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Brand usage intent
What the sources say
- Not matchedcites MSI 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Could not verifycites Leeflang (2011) sourceExperimental — accuracy not yet measured
The indexed Abstract describes a broad agenda for developing marketing research, and the keywords include customer engagement. Searches for engagement-based scale development and customer-engagement measures returned no passage in our copy calling for that research; the retrieved text does not establish the specific attribution to Leeflang. (LLM, conf=0.72)
- Not matchedcites Brodie et al. (2011)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
- Not matched
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“we employ exploratory and confirmatory factor analyses to develop a reliable, 10-item CBE scale”
- Also stated in: § Results · plain
“resulting in a three-factor, 10-item CBE scale for further analysis.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Abstract
plainn = 200- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
- Also stated in: § Results · plain
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The item screening generated a reduced pool of 39 CBE items.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Results
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“we retained 12 items for the 'cognitive processing,' 15 items for the 'affection,' and 12 items for the 'activation' dimensions of CBE for further analysis.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Results
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Reliability (internal consistency) analyses using Cronbach's alpha indicated the scale had good reliability: (i) Cognitive processing: .753;(ii) Affection: .839;(iii) Activation: .776;and (iv) Overall 10-item CBE scale: .823.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Results
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The attained Cronbach alphas for the scale were: (i) Cognitive processing: .825;(ii) Affection: .907; (iii) Activation: .894;and (iv) Overall CBE scale: .933.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Insert Figure 1 about here
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“The results in Figure 1 suggested excellent model fit (Iacobucci 2010: p. 91): χ 2 (32) = 97.994(p=0.000); and χ 2 /df = 3.06.Further, GFI = .968;CFI = .984;RMSEA = .061;and SRMR = .0278;thus corroborating the excellent model fit to the data”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Insert Figure 1 about here
What the sources say
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“The regression weights (βs) for each of the items onto their intended factor were significant (e.g.AFFECTION → AFFEC.1: .895);and all standardized coefficients .50;suggesting that each of the items should remain in the model”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Insert Figure 1 about here
What the sources say
hedgedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Similarly, while we found consumers' brand-related 'affection' (.426) and 'activation' (.402) in specific consumer/brand interactions to exert a similar significant effect on individuals' ensuing 'brand usage intent,' consumers' level of 'cognitive processing' (.045) failed to produce a significant effect.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Hypothesis Testing Results
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“which indicated that discriminant validity was attained for 14 of the 15 possible construct pairs; that is, with the exception of COG.PROC.-AFFEC.(Table 5).”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Model Results
What the sources say
- Not matchedcites Fornell and Larcker 1981a/b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
- Not matched
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Each of the squared multiple correlations exceeded .50;also indicating good item reliability.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Model Results
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The regression coefficients indicated that each of the items made a significant contribution to the measurement of its intended construct, thus contributing to the model's convergent validity.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Model Results
hedgeddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The fit statistics for the calibration sample are: χ 2 (243) = 653.561(p=0.000); and χ 2 /df = 2.69, GFI = .824;CFI = .932;RMSEA = .078;and SRMR = .0616;the validation sample: χ 2 (243) = 666.7 (p=0.000);χ 2 /df = 2.77, GFI = .817;CFI = .938;RMSEA = .079;and SRMR = .0516.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Insert Table 5 about here
plainn = 278- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Highly similar results were attained across both sub-samples (Table 6), which also exhibited significant resemblance to the results for the full sample (Alwin and Jackson 1981).”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Insert Table 5 about here
What the sources say
- Not matchedcites Alwin and Jackson 1981
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
boostedn = 278- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
- Not matched
In the paper
“Fourth, 'engagement' plays a central role in a nomological net of focal conceptual relationships (Brodie et al. 2011)”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Table 1 about here
What the sources say
- Not matchedcites Brodie et al. 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As such, study 3 confirmed the CBE scale representing a valid, reliable and stable measurement instrument.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Insert Figure 1 about here
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“more recently the 'consumer brand engagement' (CBE) concept has been postulated to more comprehensively reflect the nature of consumers' particular interactive brand relationships, relative to traditional concepts, including 'involvement.'”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Abstract
What the sources say
- Not matchedcites Brodie et al. 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
- Not matched
In the paper
“'engagement' reflects a motivational state (Van Doorn et al. 2010), which occurs by virtue of an individual's (i.e. the 'engagement subject') focal interactive experiences with a particular object or agent”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Table 1 about here
What the sources say
- Not checked — no full text of the sourcecites Van Doorn et al. 2010 source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“studies have been predominantly exploratory in nature; thus generating a lack of empirical research in this area to date.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Abstract
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“and as such, may be useful for scholars and managers seeking to predict specific consumer behavior outcomes;”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Brand usage intent
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Additionally, this paper contributes insights regarding the potential role of CBE in the advancement of the broader theoretical perspectives of relationship marketing, S-D logic and consumer culture theory, which are centered upon the importance of establishing and maintaining value-laden, interactive and co-creative consumer/brand interactions and relationships.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Brand usage intent
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As a result, consumers' CBE levels with a focal brand may fluctuate: (i) During (i.e.within) a particular brand interaction; and (ii) Across brand interactions over time.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Contributions, Limitations & Implications Academic Implications
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Overall, we expect managerial cultivation of CBE to generate enhanced consumer brand retention and loyalty outcomes.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Managerial Implications
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: fails — The paper may give no reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Represents a promising, under-explored concept to date;”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Brand usage intent
plain- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“thus indicating that not only does CBE have a positive effect on consumer 'self-brand connection,' but CBE explains most of the variance observed for this construct.”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Hypothesis Testing Results
hedgeddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
The paper relies on this without support.
The selected social media brands (Facebook.com, Twitter.com, LinkedIn.com) are representative of social media contexts for studying CBE.
“Within three different social media contexts, we employ exploratory and confirmatory factor analyses to develop a reliable, 10-item CBE scale”
“we selected the brand Facebook.comfor investigation”
“we selected the social media brand Twitter.com for investigation”
The paper relies on this without support.
The causal direction is from consumer brand involvement through CBE to self-brand connection and brand usage intent, not the reverse.
“we identified a mediating effect of CBE in the association between consumer brand 'involvement' and 'brand usage intent.'”
The paper relies on this without support.
The nomological net includes all relevant mediating variables.
“which implies there are no omitted mediating variables, and the mediating hypotheses are supported.”
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.
Rated minor: it would not touch a result — a value no result rests on, a p-value that stays on the same side of the significance level, or a conflict that is clerical, resolved elsewhere in the paper, or outside its own findings.
In the paper
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Study 2: CBE Measurement Assessment & Scale Dimensionality
“We selected a social media setting in studies 1-3”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Study 1: Consumer Conceptions of 'Consumer Brand Engagement' (CBE)
“We instructed the participants to select a brand in any category that is 'highly engaging' to them”
Rated minor: it would not touch a result — a value no result rests on, a p-value that stays on the same side of the significance level, or a conflict that is clerical, resolved elsewhere in the paper, or outside its own findings.
In the paper
“| Activation | .72 | .67 | .75 | .69 | .46 | .49 | | Self-Brand | .84 | .74 | .86 | .86 | .75 | .45 |”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Brand usage intent
Reported 0.46 · recomputed 0.7396
Rated minor: it would not touch a result — a value no result rests on, a p-value that stays on the same side of the significance level, or a conflict that is clerical, resolved elsewhere in the paper, or outside its own findings.
In the paper
“| Affection | .84 | .85 | .76 | .57 | .74 | .46 | | Activation | .72 | .67 | .75 | .69 | .46 | .49 | | Self-Brand | .84 | .74 | .86 | .86 | .75 | .45 | | Connection | | | | | | | | Brand Usage | .67 | .64 | .74 | .70 | .67 | .76 |”
§ Consumer Brand Engagement in Social Media: Conceptualization, Scale Development & Validation > Brand usage intent
Reported 0.46 · recomputed 0.5476
Citations
Cites
Evaluating Structural Equation Models with Unobservable Variables and Measurement Error
Fornell, C., & Larcker, D. F. (1981) · Journal of Marketing Research · doi:10.2307/3151312 · Cited by 109,314
Evaluating structural equation models with unobservable variables and measurement error
Fornell, C., & Larcker, D. F. (1981) · Journal of Marketing Research · doi:10.1177/002224378101800104 · Cited by 109,190
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“The customer fit theory, proposed by Hollebeek et al [10], suggests that the customer and the company or brand will form a state of fit, which shows that the customer has a sense of recognition, trust, loyalty and commitment to the company or brand, and will actively recommend the brand to others, and actively partici…”
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“Meanwhile, according to Hollebeek brand engagement is the level of customer motivation regarding brand relationships and the context of customer thought that can be marked from several things ranging in terms of cognition, affection, and behavior related to interaction with the brand [4] There have been several studie…”
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MARKAYA BAĞLI MÜŞTERİ MARKA EVANGELİSTİ OLUR MU?
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Impactos do Efeito Filtro-Bolha no Engajamento de Fake News
Pessoa, L. Y. S., Gusmão, C. V., de Andrade, L. D. A. T., Neves, L. F., Rodrigues, W. D. M., & Camara, M. A. A. (2023) · Boletim do Arquivo da Universidade de Coimbra · doi:10.14195/2182-7974_36_1_3
“2 A consumer’s positively valenced brand-related cognitive, emotional and behavioral activity during or related to focal consumer/brand interactions (Hollebeek et al., 2014, p. 6).”
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DETERMINAN DAN OUTCOME BRAND ENGAGEMENT IN SELF-CONCEPT (BESC) PRODUK SEPATU LOKAL INDONESIA
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“Today, the formation of a vision for customer relations is considered as the most important resource and intangible asset of the organization (Hollebeek et al., 2014; Pansari and Kumar, 2017; Verhoef et al., 2010).”
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“Four items of BA were utilized by following Hollebeek et al. (2014).”
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พฤตกรรมและความผกพนของผใชงานตอแอปพลเคชน TikTok
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อทธพลของยทบเบอรสายรววอาหารตอพฤตกรรมการรบประทานตามของกลมผใชยทบ
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LITERATUR REVIEW BRAND LOYALTY MELALUI BRAND COMMUNITY ONLINE
Damayanti, D. D. (2023) · Jurnal Ilmiah Manajemen dan Bisnis (JIMBis) · doi:10.24034/jimbis.v2i2.5988
Brand Engagement and Creative Digital Advertising: A Case Study of Galo Portuguese Brand
Santos, S., Santo, P. E., & Ferreira, S. D. A. (2023) · Springer series in design and innovation · doi:10.1007/978-3-031-41770-2_12
Çekirdekci, Ş. O. (2023) · Cankiri Karatekin Universitesi Iktisadi ve Idari Bilimler Fakultesi Dergisi · doi:10.18074/ckuiibfd.1342357
Engajamento do Consumidor e do Cliente: Revisão de Uma Década (2010-2019) e Direcionamentos Futuros
Santos, S. R. D. O., & Oliveira, D. M. D. S. (2023) · Revista Ciências Administrativas · doi:10.5020/2318-0722.2023.29.e13159 · Cited by 1
Maar, D., Kéfi, H., & Orhan, M. A. (2023) · Recherche et Applications en Marketing (French Edition) · doi:10.1177/07673701231196660
“Selon Hollebeek et al. (2014), le traitement cognitif représente une dimension clé de l’engagement des consommateurs envers les marques sur les réseaux sociaux.”
BackgroundFantino, A. P. G., Sincorá, L. A., & Brand�ão, M. M. (2023) · ReMark - Revista Brasileira de Marketing · doi:10.5585/remark.v22i3.21544 · Cited by 2
Evolution of Consumer Brand Engagement in Past Two Decades: A Systematic Analysis
Ubgade, P. N., & Joshi, S. (2023) · Vision The Journal of Business Perspective · doi:10.1177/09722629231187913
“Hollebeek et al. (2014) further defined consumer brand engagement as customers’ positive evaluation of their cognitive, emotional and behavioural activity related to the brand during their interaction with a cognitive, emotional and behavioural activity during or related to focal consumer/brand…”
InfluentialFloriano, M. D. P. (2023) · Revista Alcance · doi:10.14210/alcance.v30n1(jan./abr.).p33-52
Floriano, M. D. P. (2023) · Revista Alcance · doi:10.14210/alcance.v30n1(jan/abr).p33-52
قرطام, و., البردان, م. ف., & طه, إ. ح. ا. (2023) · المجلة العلمية للبحوث التجارية (جامعة المنوفية) · doi:10.21608/sjsc.2023.233978.1344
“Therefore, they suggest that the Customer Brand Engagement forms part of the deep psychological processes of the customers (for example, activation, affective and cognitive (Hollebeek et al., 2014; So et al., 2021) which serve as elements that serve between cocreation activities, such as experience, and positive resul…”
BackgroundMethodInfluentialHoàng, N. N., Bá, T. T., & Thu, T. M. T. (2023) · Tạp chí Khoa học Thương mại · doi:10.54404/jts.2023.177v.04
Unravelling the Dynamics of Influencer Marketing on Social Commerce
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“A strong sense of motivation, involvement, and a positive response to online stimuli may generate online engagement (Hollebeek et al., 2014; Kim et al., 2016).”
BackgroundResultInfluentialDİJİTAL PAZARDA KAYBOLMAK: PUANLAR, AVANTAJLAR VE SATIN ALIMLAR
YILDIZ, S. Y., & Altın, S. (2023) · Yönetim Bilimleri Dergisi · doi:10.35408/comuybd.1336714 · Cited by 1
Cross-cultural co-creation of a tourist site: the emic and etic makings
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Exploring the key marketing elements that shape brand awareness in service-oriented sector
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“Activation pertains to the relationship between consumers and the brand (Hollebeek et al., 2014).”
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زاهر, م. ص. م. (2023) · مجلة جامعة الإسکندرية للعلوم الإدارية · doi:10.21608/acj.2023.324638
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Influence of Marketing Content to Motivate Tourists in Visiting The Lembar Selatan Area, West Lombok
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“…memberikan nilai superior daripada pesaing untuk membangun kepercayaan dan komitmen dalam hubungan jangka panjang” (Sashi, 2012, p. 260) tetapi juga dengan aktif berinteraksi dan berkolaborasi dengan pelanggan dalam proses co-creation produk baru (Gummerus et al., 2012; Hollebeek et al., 2014).”
BackgroundSocial Distance, Ethics, and Engagement with Social Networks: How Do They Interact?
Filho, C. G., Chinelato, F. B., & Tolentino, R. D. S. D. S. (2023) · Journal of Media Ethics · doi:10.1080/23736992.2023.2294059
“Hollebeek et al. (2014) also found a positive relationship between CBE and Brand usage in their research, as Harrigan et al. (2018) confirm in their findings that CBE impacts brand usage.”
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Factors Affecting Repurchase Intention Of Paracetamol Users In Jabodetabek
Kurniawan, A., & Kustiawan, U. (2024) · Journal of Economic Bussines and Accounting (COSTING) · doi:10.31539/costing.v7i2.7288
B2B Branding in the Business-to-Business Context: A Literature Review
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A Mobile App Engagement Comprehensive Model of Matching to Purchase History Data:
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Brand Equity Creation through a Moderated Mediation Model in the Luxury Brand Industry
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Reprint: Sharing Economy—International Marketing Strategies
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Pengaruh Value Co-Creation Terhadap Keterlibatan Merek dan Niat Pembelian: Studi Kasus Menantea
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Keterlibatan Pelanggan dan Antesedennya pada Transaksi E-Commerce pada Generasi Z
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Engajamento do consumidor com destinos turísticos: adaptação e validação de uma escala
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Customer engagement at a business entity in the field of sport
Vachová, K., Martíšková, P., & Švec, R. (2024) · Inproforum ... · doi:10.32725/978-80-7694-053-6.19
Septiarini, E., & Karamang, E. (2023) · Journal of Trends Economics and Accounting Research · doi:10.47065/jtear.v4i2.1007
“Hasil analisis ini sejalan dengan penelitian sebelumnya yang dilakukan oleh (Fadillah et al., 2021; Hollebeek et al., 2014; Prasetya & Susilo, 2022) Hasil selanjutnya content marketing berpengaruh positif namun tidak signifikan terhadap purchase intention, dengan nilai path coefficient sebesar…”
BackgroundInfluentialBRAND ENGAGEMENT IN SELF CONCEPT PADA PEMBELIAN FASHION MUSLIM GENERASI Z DI JAWA TENGAH
Qurniawati, R. S., Rukmi, I. S., & Nurohman, Y. A. (2023) · Jurnal Manajemen Dayasaing · doi:10.23917/dayasaing.v25i2.23498
“Keterlibatan konsumen di media sosial di manifestasikan dalam bentuk melihat, bereaksi, membuat, dan berbagi konten merek produk dalam jaringan mereka (Giakoumaki & Krepapa, 2019; Hollebeek et al., 2014).”
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Saputra, A. S., & Rustiadi, S. (2024) · Jurnal Ilmiah Manajemen dan Bisnis · doi:10.22441/jimb.v10i1.24866
Pereira, M. M. (2024) · International Journal of Strategic Marketing Practice · doi:10.47604/ijsmp.2455
“Moreover, engagement strategies can enhance brand awareness as positive interactions with consumers on social media platforms can lead to increased visibility, word-of-mouth referrals, and user-generated content, thereby amplifying the brand's reach and impact (Hollebeek, 2014).”
BackgroundSato, T., & Kato, T. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4752197
The battle of hashtag on Twitter: Unraveling the pioneers of influence in social media marketing
Bate, A. P., & Prasetyo, K. (2024) · Bricolage Jurnal Magister Ilmu Komunikasi · doi:10.30813/bricolage.v10i1.4833
HİZMET ORTAMININ MÜŞTERİ VATANDAŞLIK DAVRANIŞI ÜZERİNDEKİ ETKİSİ: MÜŞTERİ KATILIMININ ARACILIK ROLÜ
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السرد القصصي للعلامة التجارية عبر الفيديو في اتصال العلامة التجارية الافتراضي:
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Social Media Analytics for Digital Entrepreneurs
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Online Interventions for Social Marketing
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The Dynamic Effect of Consumer Engagement Behavior on Sales Performance in E-Commerce Live-StreamingPreprint
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Engagement of Electronic Word-of-Mouth on M-Health Platforms
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Structural Equation Modeling for the Effect of Involvement on Consumer Engagement
Kuroda, M., & Oyabu, A. (2024) · Lecture notes in computer science · doi:10.1007/978-3-031-60114-9_15
Eksplorasi peran Customer Brand Engagement dalam Berlangganan Streaming
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“Consumer brand engagement menurut Hollebeek et al. (2014), sebagai aktivitas kognitif, emosional, dan perilaku konsumen yang bervalensi positif terkait merek selama atau terkait dengan interaksi fokus konsumen/merek.”
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Pengaruh Keterikatan Konsumen terhadap Loyalitas Merek pada Konsumen Grab di Kota Makassar
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The Synergy of Strategy and Engagement: Unlocking Social Media's Performance Potential
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“Hollebeek et al. (2014) state that a commitment to an active connection with a brand on social media is a cognitive, emotional, and behavioral condition for social media-based consumer engagement.”
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Metadata
- Authors
- Hollebeek, L. D., Glynn, M. S., & Brodie, R. J.
- Affiliations
- University of Waikato (NZ)
- Auckland University of Technology (NZ)
- University of Auckland (NZ)
- Corresponding author
- Hollebeek, Linda D.
- Glynn, Mark S.
- Brodie, Roderick J.
- Venue
- Journal of Interactive Marketing
- Publisher
- SAGE Publications
- Published
- 2014-05
- Volume
- 28
- Issue
- 2
- Pages
- 149-165
- ISSN
- 1094-9968 (ISSN-L)
- 1520-6653
- OpenAlex
- W2061289966
- Cited by
- 3,276
- References
- 110
- Citations by year
- 2026: 392 · 2025: 370 · 2024: 349 · 2023: 398 · 2022: 363 · 2021: 334 · 2020: 316 · 2019: 259 · 2018: 196 · 2017: 159 · 2016: 92 · 2015: 41 · 2014: 7
- FWCI
- 323.66
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Locations
- Journal of Interactive Marketing (publishedVersion)
- Tuwhera (Auckland University of Technology) (submittedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Adelaide Research & Scholarship (AR&S) (University of Adelaide) (submittedVersion)
- Funders
- Massey University
- Topics
- Social Sciences › Business, Management and Accounting › Marketing › Digital Marketing and Social Media
- Social Sciences › Business, Management and Accounting › Marketing › Consumer Behavior in Brand Consumption and Identification
- Social Sciences › Business, Management and Accounting › Marketing › Marketing and Advertising Strategies
- Keywords
- brand engagement, social media, scale development, consumer-brand relationships, consumer involvement, self-brand connection, cognitive processes, affect, activation, nomological network
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.
A language model drew the claims from the paper on 2026-10-11, under version 3 of the claim definition (model deepseek-v4.1-flash, prompt extract-v3).
A second model labelled each claim on 2026-10-11 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).
Cited sources are checked with a language model’s help (gpt-6-sol).
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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