Brand-Nation Connection Scale

Abstract

The Brand-Nation Connection Scale (He & Ge, 2023) is an empirical psychometric instrument developed to operationalize and quantify the bidirectional cognitive-affective associative strength between commercial brands and sovereign nation-states. Transcending conventional, unidirectional Country of Origin (COO) conceptualizations, the brand-nation connection (BNC) construct captures the reciprocal cognitive linkages formed in memory schemata within the contemporary globalized marketplace. The instrument was refined through rigorous content validation, back-translation protocols, and exploratory and confirmatory factor analyses, reducing an initial 14-item pool down to a parsimonious 8-item measurement model. The scale comprises two distinct, correlated subscales: Nation-to-Brand Association (four items) and Brand-to-Nation Association (four items). Evaluated across multiple consumer samples in China, the scale utilizes a 7-point Likert response format ranging from 1 (“totally disagree”) to 7 (“totally agree”).

Psychometric evaluations demonstrate high reliability and robust construct validity. Composite reliability (CR) coefficients consistently exceed 0.80 across dimensions (CR = 0.90 for Nation-to-Brand; CR = 0.88 for Brand-to-Nation), with Cronbach’s alpha coefficients ranging between 0.78 and 0.93 across independent samples. Convergent validity is confirmed via average variance extracted (AVE) values surpassing the 0.50 benchmark. Confirmatory factor analysis (CFA) validates the bifurcated dimensional structure, outperforming alternative unifactorial models and demonstrating acceptable fit when embedded within complex nomological structural networks encompassing perceived brand globalness, brand competence, technological turbulence, and cultural change. By establishing a structurally validated metric, the Brand-Nation Connection Scale enables consumer psychologists, international marketing scholars, and corporate strategists to diagnose the cognitive reciprocity linking national identity to brand equity.

Keywords

Brand-Nation Connection, Nation-to-Brand Association, Brand-to-Nation Association, Country of Origin, Perceived Brand Globalness, Brand Competence, Associative Network Memory Model, Consumer Psychometrics, International Marketing, Brand Equity

Authors

The Brand-Nation Connection Scale was conceptualized, developed, and validated by scholars at East China Normal University:

• Jiaxun He, Ph.D. — Faculty of Economics and Management, East China Normal University, Shanghai, China. ORCID: 0000-0002-6324-514X. Email: [email protected]. Correspondence author.
• Jiaye Ge, Ph.D. — Institute for Nation(al) Branding Strategy, East China Normal University, Shanghai, China. ORCID: 0000-0001-9162-1854.

Purpose

The primary purpose of the Brand-Nation Connection Scale is to provide an empirical assessment tool designed to quantify the mental linkages that consumers establish between commercial corporate entities and sovereign nation-states. For decades, international business and consumer psychology literature relied on the classical Country of Origin (COO) paradigm. While COO historically accounted for how a product’s geographical provenance (such as “Made in Germany” or “Designed in California”) influenced consumer evaluations, the proliferation of global value chains, offshore manufacturing, and cross-border corporate acquisitions significantly diminished the diagnostic utility of static origin labels. In contemporary markets, a country functions not merely as an extrinsic cue or production site, but as an overarching symbolic cultural entity or “nation brand.” Simultaneously, iconic commercial enterprises often become cognitive ambassadors or cultural standard-bearers for their home or adopted nations.

The BNC scale resolves these theoretical and operational limitations by evaluating the reciprocal associative strength uniting the brand and the nation. Rather than presuming an invariant, top-down spillover from nation to product, the scale measures:

1. The extent to which thinking about a nation activates cognitive nodes representing a brand (Nation-to-Brand Association).
2. The reverse cognitive pathway wherein thinking about a brand triggers immediate mental activation of the nation (Brand-to-Nation Association).

In empirical research, the instrument serves as a critical diagnostic mechanism for testing nomological models concerning Perceived Brand Globalness (PBG) and Brand Competence. Emerging multinational corporations (e.g., Huawei, Samsung, or Haier) often navigate complex identity trade-offs: leveraging strong home-nation associations can reinforce perceived technical competence and patriotic loyalty, yet excessive national entanglement may impede perceived globalness or invite geopolitical headwinds. By deploying the BNC Scale, researchers can isolate the dual impetuses of brand-nation ties and trace how variations in socio-cultural environments, national traditions, and technological turbulence moderate market performance.

In applied settings, brand managers, public diplomacy professionals, and national branding strategists utilize the instrument to benchmark corporate public relations initiatives, monitor consumer cognitive alignment during geopolitical transitions, and structure international market entry strategies without diluting core brand equity.

Psychological Construct

The psychological construct underlying the scale is Brand-Nation Connection (BNC), defined as the associative strength and bidirectional cognitive accessibility between a specific commercial brand node and a specific sovereign country node within consumer memory structures. Grounded in cognitive psychology, BNC operationalizes mental schemas as interconnected networks where nodes represent semantic concepts, feelings, and behavioral scripts, while links represent the associative pathways linking these entities.

Unlike unidimensional attachment or passive country-image perceptions, BNC explicitly delineates two structural dimensions that, while correlated, capture fundamentally asymmetrical cognitive phenomena:

1. Nation-to-Brand Association

The Nation-to-Brand Association dimension reflects the directional mental pathway initiated when a sovereign nation acts as the prime stimulus, spontaneously triggering mental retrieval of a specific corporate brand. In this cognitive dynamic, the nation occupies the central attentional schema, and the brand operates as an exemplifying semantic token. For instance, when a consumer contemplates “Germany,” mental spreading activation might rapidly evoke automotive and engineering nodes, leading directly to “BMW” or “Siemens.” If “Country” immediately brings “Brand” to mind, the brand enjoys a position of high national prototypicality or categorical dominance. Psychologically, this pathway reflects the brand’s standing as a flagship cultural artifact or national champion within the consumer’s mental landscape.

2. Brand-to-Nation Association

The Brand-to-Nation Association dimension captures the inverse cognitive vector: when a consumer encounters, evaluates, or reflects upon a commercial brand, the corresponding sovereign nation is retrieved into working memory as an essential identity attribute. For example, encountering the brand “IKEA” or “Volvo” immediately elicits mental representations of Sweden (its design philosophy, egalitarian social values, and geographical aesthetic). Conversely, weak Brand-to-Nation associations occur when a brand becomes so transnational or detached from its heritage (e.g., “Lenovo” or “Accenture”) that consumers no longer spontaneously recall its country of origin or primary national association. This dimension reflects the centrality of the nation within the brand’s inner conceptual core.

Associative Asymmetry in Consumer Cognition

Cognitive psychology has long recognized that directional association between two linked semantic nodes is not necessarily symmetrical (Tversky, 1977). A prime node (A) can strongly activate target node (B), while target node (B) only weakly activates prime node (A). For instance, thinking of a small, highly specialized nation might instantly activate its single global brand titan, yet thinking of that brand might or might not prompt immediate retrieval of the nation if the brand promotes a placeless, cosmopolitan identity. By segregating BNC into these two distinct four-item vectors, the construct preserves the structural nuance of human associative memory, allowing researchers to examine disparate psychological antecedents and downstream behavioral consequences for each cognitive vector.

Theoretical Framework

The conceptual foundation of the Brand-Nation Connection Scale synthesizes principles from cognitive memory architecture, social identity theory, and modern brand equity frameworks.

1. Associative Network Memory Model

The core theoretical bedrock of the BNC scale is the Associative Network Memory Model developed by Collins and Loftus (1975), and further integrated into cognitive architecture by Anderson (1983) through the ACT* (Adaptive Control of Thought) framework. In this paradigm:

• Long-term memory is represented as an interconnected network of cognitive nodes containing semantic and episodic information.
• Nodes are linked via associative pathways of varying strength, valence, and accessibility.
• When an external environmental cue activates a node (e.g., seeing a country’s flag or a company’s trademark), spreading activation propagates through the network along existing pathways.
• The speed, probability, and cognitive vividness with which activation reaches an adjacent node depend entirely on the strength of the associative linkage.

He and Ge (2023) mapped commercial brand knowledge structures (Keller, 1993) directly onto national mental representations. BNC quantifies the physiological-cognitive ease with which neural activation crosses the synaptic link between the “Nation” mental node and the “Brand” mental node in both directions.

2. Schema Theory and Categorization

Under Schema Theory, individuals organize knowledge into complex, abstract cognitive structures that guide perception, information processing, and retrieval. A country schema encompasses historical narratives, governance systems, perceived cultural virtues, and technological capabilities. A brand schema encompasses product performance beliefs, emotional experiences, and symbolic values. BNC models the structural congruence and mutual integration between these two discrete schemas. High BNC implies an integrated cognitive schema where attributes belonging to the nation are fluidly transferred to the brand, and brand achievements systematically reinforce the national schema.

3. Social Identity and Nation Branding Paradigm

Beyond cold cognitive mechanics, the scale draws upon Social Identity Theory (Tajfel & Turner, 1979). Consumers use consumption to construct and communicate self-identity, group belonging, and national pride. Concurrently, nation-states actively construct and curate “nation brands” to project soft power and economic vitality. Commercial brands act as tangible, high-touch manifestations of national identity. When consumers perceive a robust brand-nation connection, brand evaluation ceases to be an isolated appraisal of product functional utilities; it becomes entangled with macro-level societal appraisals, geopolitical affinities, and cultural pride.

Validity

The Brand-Nation Connection Scale was subjected to psychometric validation procedures across multiple empirical samples in mainland China, following rigorous methodological guidelines for scale development and purification.

Content and Face Validity

Initial scale generation produced an over-inclusive pool of 14 items (7 items designated for Nation-to-Brand Association and 7 items for Brand-to-Nation Association). A panel of academic experts in international marketing, branding, and cognitive psychology evaluated the items for semantic clarity, representativeness, construct specificity, and non-redundancy. Items were adapted to accommodate cross-cultural linguistic nuances using a standardized committee translation and back-translation procedure (Brislin, 1970). Following pre-testing, non-essential and psychometrically ambiguous items were eliminated, yielding an optimized 8-item instrument (4 items per construct).

Construct and Convergent Validity

Construct validity was evaluated by assessing standardized factor loadings, Composite Reliability (CR), and Average Variance Extracted (AVE) values:

• Factor Loadings: In confirmatory factor models, all eight items loaded significantly on their designated latent factors ((p < 0.001)), with standardized factor loadings exceeding the conventional 0.70 benchmark.
• Composite Reliability: Across independent samples, composite reliabilities for both dimensions exceeded the recommended threshold of 0.70. Specifically, in initial testing, Nation-to-Brand association yielded a CR of 0.90, while Brand-to-Nation association yielded a CR of 0.88, demonstrating substantial shared variance among items within each latent construct.
• Average Variance Extracted: The AVE values for both dimensions exceeded the standard 0.50 threshold established by Fornell and Larcker (1981), verifying that the variance explained by the underlying latent factors substantially exceeds the variance attributable to measurement error.

Discriminant Validity

Discriminant validity between the two dimensions (Nation-to-Brand vs. Brand-to-Nation) was verified using confirmatory factor comparison. A two-factor model demonstrated fit indices that were significantly superior to a constrained single-factor model where all eight items were forced to load on a unitary brand-nation construct ((Delta chi^2) testing confirmed (p < 0.001)). Furthermore, the square root of the AVE for each dimension was greater than the inter-construct correlation, satisfying Fornell and Larcker’s discriminant validity criterion.

Nomological and Predictive Validity

To demonstrate predictive and nomological validity, He and Ge (2023) embedded the BNC scale within a comprehensive structural equation model (SEM) alongside theoretical antecedents and outcomes, including Brand Innovativeness, National Traditions, Perceived Brand Globalness (PBG), Brand Competence, Technological Turbulence, and Cultural Change. The empirical results confirmed that the two dimensions of BNC operate through distinct nomological pathways:

• Both BNC dimensions significantly influenced Perceived Brand Globalness and Brand Competence, supporting the theoretical premise that deep bidirectional associative linkages enhance market stature and cognitive authority.
• The structural models exhibited robust explanatory power across heterogeneous conditions of environmental dynamism, confirming that the scale accurately captures functional behavioral variance.

Common Method Bias Assessment

To confirm that construct validity was not compromised by common method variance (CMV) stemming from self-report administration, Harman’s single-factor test was executed. An unrotated exploratory factor analysis containing all survey variables revealed that the first extracted factor accounted for 40.47% of the total variance. Because this value falls safely below the traditional 50% threshold, common method bias was established as an improbable threat to the validity of the empirical conclusions (Podsakoff et al., 2003).

Reliability

The Brand-Nation Connection Scale demonstrates high internal consistency across empirical administrations involving varied target brands and product categories.

Internal Consistency Coefficients

Initial validation testing across consumer cohorts yielded the following internal consistency metrics:

• Nation-to-Brand Association: Cronbach’s (lpha = 0.90); Composite Reliability (( ext{CR})) = (0.90).
• Brand-to-Nation Association: Cronbach’s (lpha = 0.87); Composite Reliability (( ext{CR})) = (0.88).

In subsequent independent cross-validation samples (e.g., Samples 1, 2, and 3 reported in the multi-study empirical investigation), the Cronbach’s alpha coefficients for the individual constructs ranged consistently between 0.78 and 0.93. These figures systematically exceed the conventional psychometric threshold of 0.70 (Nunnally & Bernstein, 1994), illustrating that the 4-item configurations provide stable, redundant, and error-minimized measures of their respective associative trajectories.

Measurement Invariance and Stability

Item-total correlations across the eight individual items uniformly surpassed 0.60, confirming that item deletion does not improve alpha coefficients for either subscale. The stability of composite reliability coefficients (> 0.80 across diverse sample demographics, age strata, and market sectors) demonstrates that the instrument maintains reliable operational properties when evaluating both domestic and international brand-nation pairings.

Factor Analysis

The structural dimensionality of the 8-item Brand-Nation Connection Scale was established through sequential exploratory and confirmatory factor analytic workflows.

Exploratory Factor Analysis (EFA)

During initial structural exploration, principal component analysis with oblique (promax/oblimin) rotation was conducted on the purified item set. The sample data satisfied fundamental sampling adequacy criteria (Kaiser-Meyer-Olkin measure > 0.85; Bartlett’s Test of Sphericity (p < 0.001)). The analysis extracted exactly two distinct factors possessing eigenvalues greater than 1.0, corresponding to:

1. Factor 1: Nation-to-Brand Association (Items 1–4)
2. Factor 2: Brand-to-Nation Association (Items 5–8)

Together, these two factors accounted for 79.06% of the total cumulative variance. All items demonstrated high primary factor loadings (> 0.75) on their designated latent factors, with cross-loadings falling well below the 0.30 threshold, corroborating clean simple structure.

Confirmatory Factor Analysis (CFA)

Confirmatory factor analysis was conducted using maximum likelihood estimation to test the empirical fit of the hypothesized two-factor oblique structure against rival configurations. Testing the isolated two-factor BNC model yielded:

• (chi^2( ext{df}) = 178.78 , (19))
• (chi^2 / ext{df} = 9.41)
• Root Mean Square Error of Approximation (( ext{RMSEA})) = (0.16)
• Goodness-of-Fit Index (( ext{GFI})) = (0.90)
• Non-Normed Fit Index (( ext{NNFI})) = (0.91)
• Comparative Fit Index (( ext{CFI})) = (0.92)

While the isolated (chi^2 / ext{df}) ratio and RMSEA reflect sample sensitivity and the constrained degrees of freedom typical of small-scale isolated measurement models, the comparative incremental indices (( ext{CFI} ge 0.92), ( ext{NNFI} ge 0.91)) supported the two-factor specification over the unidimensional alternative.

Higher-Order and Structural Model Fit

Crucially, when the Brand-Nation Connection constructs were incorporated into broader structural equation models alongside multi-item scales measuring technological turbulence, cultural change, brand innovativeness, national traditions, perceived brand globalness, and brand competence, the overall measurement and structural models achieved robust fit across independent empirical samples:

• Sample 1 Model Fit: (chi^2 / ext{df} = 2.44) ((p < 0.001)), Parsimony Goodness-of-Fit Index (( ext{PGFI})) = (0.66), ( ext{RMSEA} = 0.07), ( ext{CFI} = 0.92), Incremental Fit Index (( ext{IFI})) = (0.92), and Tucker-Lewis Index (( ext{TLI})) = (0.91).
• Sample 2 & Sample 3 Cross-Validation: In Sample 2, the model yielded (chi^2 / ext{df} = 1.84) ((p < 0.001)), ( ext{PGFI} = 0.66), ( ext{RMSEA} = 0.06), ( ext{CFI} = 0.91), and ( ext{IFI} = 0.91). These indices confirm that within realistic nomological contexts, the BNC construct behaves with psychometric stability.

Instrument / Measurement Tool

• Test Type: Original Multi-Item Inventory / Structured Psychological Questionnaire.
• Application Context: Empirical consumer psychology, global marketing strategy, nation branding, and public diplomacy studies.
• Administration Format: Self-administered paper-and-pencil questionnaire or computerized online survey.
• Item Count: 8 items (bifurcated into two 4-item subscales).
• Language Editions: English and Chinese (rigorously verified via back-translation).
• Target Population: General consumer populations (adults aged 18 years and older, including young adults 18–29, adults 30–39, and middle-aged adults 40–64).
• Response Scale: Items are rated using seven-point scales, ranging from “totally disagree” to “totally agree.”
  • 1 = Totally disagree
  • 2 = Disagree
  • 3 = Somewhat disagree
  • 4 = Neither agree nor disagree
  • 5 = Somewhat agree
  • 6 = Agree
  • 7 = Totally agree
• Scoring and Indexing Architecture:
  • Nation-to-Brand Association Score: Calculated as the unweighted mathematical mean of Items 1, 2, 3, and 4. Higher scores reflect greater cognitive accessibility of the brand when the country is primed.
  • Brand-to-Nation Association Score: Calculated as the unweighted mathematical mean of Items 5, 6, 7, and 8. Higher scores reflect greater cognitive salience of the nation when the brand is evaluated.
  • Overall Brand-Nation Connection Index: Calculated by averaging all 8 items, or operationalized as a second-order latent construct in structural equation modeling.
  • Reverse Scoring: None. All items are positively keyed.

Permissions & Fee and Test Year

• Test Year: 2023.
• Original Publication: International Marketing Review, Vol. 40, No. 1, pp. 4–27 (He & Ge, 2023).
• Commercial Status: Non-commercial. No license fee is required for non-profit academic research, scientific inquiry, or educational training purposes.
• Permissions Protocol: Researchers intending to utilize the scale in academic research should contact the corresponding author, Prof. Jiaxun He ([email protected]), and cite the foundational validation paper in all resulting scientific publications. Commercial applications or integration into proprietary consumer audit indices require prior written consent from the copyright holders.

References

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• He, J., & Ge, J. (2023). The dual impetus for perceived brand globalness and brand competence in a rapidly changing environment: The role of Brand-Nation Connection. International Marketing Review, 40(1), 4–27. https://doi.org/10.1108/IMR-06-2021-0210
• Keller, K. L. (1993). Conceptualizing, measuring, and managing customer-based brand equity. Journal of Marketing, 57(1), 1–22. https://doi.org/10.1177/002224299305700101
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• Podsakoff, P. M., MacKenzie, S. B., Lee, J.-Y., & Podsakoff, N. P. (2003). Common method biases in behavioral research: A critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5), 879–903. https://doi.org/10.1037/0021-9010.88.5.879
• Tajfel, H., & Turner, J. C. (1979). An integrative theory of intergroup conflict. In W. G. Austin & S. Worchel (Eds.), The social psychology of intergroup relations (pp. 33–47). Brooks/Cole.
• Tversky, A. (1977). Features of similarity. Psychological Review, 84(4), 327–352. https://doi.org/10.1037/0033-295X.84.4.327

Items of the Scale