Attitude Toward the Website (Content) (ATTW)

1. Abstract

The Attitude Toward the Website (Content) (ATTW) scale is a four-item psychometric measurement instrument developed by Wi-Suk Kwon and Sharron J. Lennon (2009) to evaluate consumers’ cognitive assessments of an e-commerce website’s informational utility, merchandising efficacy, and content value. Published in the Journal of Retailing within an investigation of reciprocal brand image transfer in multichannel retail environments, the scale isolates the content-driven, functional facet of web evaluations from affective or aesthetic website orientations. Administered primarily using a seven-point Likert scale ranging from 1 (“Strongly Disagree”) to 7 (“Strongly Agree”), the ATTW captures the extent to which online merchandise presentations provide complete, informative, and useful product-related information necessary for consumer decision-making. Psychometric evaluations demonstrate robust structural integrity, with confirmatory factor analysis (CFA) confirming unidimensionality, high factor loadings (typically exceeding .80), strong internal consistency reliability (composite reliability and Cronbach’s alpha values typically $ge .88$), and high average variance extracted (AVE $ge .65$). The instrument has become a benchmark operationalization in consumer psychology, digital marketing, human-computer interaction (HCI), and electronic commerce research, specifically for isolating how cognitive content architecture drives online brand trust, digital customer satisfaction, and cross-channel purchasing behaviors.

2. Keywords

Attitude Toward the Website, Website Content, Psychometrics, E-Commerce Merchandising, Information Diagnosticity, Technology Acceptance Model, Multichannel Retailing, Cognitive Evaluation, Web Informativeness, Consumer Psychology, Perceived Usefulness, Online Brand Image

3. Authors

The Attitude Toward the Website (Content) scale was operationalized by:

• Wi-Suk Kwon, Ph.D. — Department of Consumer and Design Sciences, College of Human Sciences, Auburn University, Auburn, Alabama, USA. Dr. Kwon’s research specializes in consumer behavior, digital merchandising, omnichannel retailing, brand management, and the cognitive processing of virtual store atmospheres.
• Sharron J. Lennon, Ph.D. — Department of Fashion and Apparel Studies, University of Delaware, Newark, Delaware, USA (formerly of Indiana University, Bloomington). Dr. Lennon is a distinguished scholar in retail apparel marketing, consumer psychology, online shopping behavior, and deceptive retail practices.

4. Purpose

The primary purpose of the Attitude Toward the Website (Content) (ATTW) scale is to measure how informative, useful, and functionally diagnostic an e-commerce platform’s content is regarding product merchandising and consumer decision-making. While broader constructs of website attitude (e.g., Chen & Wells, 1999) evaluate holistic, multi-attribute experiences containing entertainment, organization, and visual design dimensions, Kwon and Lennon (2009) recognized that functional merchandising content represents an independent, cognitively driven construct that fundamentally dictates transaction efficacy and brand image perception.

In retail psychology and e-commerce research, consumer attitudes toward a digital interface are bifurcated into affective (hedonic, aesthetic, sensory) and cognitive (utilitarian, informational, functional) evaluations. The ATTW focuses explicitly on the cognitive-informational axis. The theoretical and empirical rationale for this focus originates from the limitations inherent to virtual shopping: because consumers cannot physically inspect, touch, try on, or manipulate products in a digital store, they experience heightened perceived risk. Consequently, the quality, depth, clarity, and utilitarian relevance of the product information provided by the retailer serve as the cognitive proxy for physical product inspection.

The scale serves multiple diagnostic and empirical applications in research and clinical/applied industry contexts:

• Academic Research in Multichannel Retailing: Quantifying reciprocal brand equity spillovers, investigating how functional website performance elevates or degrades offline brick-and-mortar store brand beliefs.
• E-Commerce Information Architecture Assessment: Evaluating how structural changes to product detail pages (PDPs)—such as detailed size guides, fabric specifications, high-resolution imagery, video demos, and user-generated reviews—affect utilitarian attitudes.
• Digital Merchandising Audits: Distinguishing whether consumer cart abandonment or low site engagement stems from poor product assortment presentation versus technical system bugs or pricing friction.
• Consumer Decision-Making Models: Supplying an empirical indicator for information diagnosticity within broader cognitive structural equation models (SEM) predicting consumer trust, e-satisfaction, and online repurchase intentions.

5. Psychological Construct

The psychological construct captured by the ATTW is Cognitive Attitude Toward Website Content. Conceptually rooted in attitude theory within social and cognitive psychology, an attitude is an enduring, valenced predisposition toward an entity or stimulus. In the context of online shopping environments, the attitude toward the website ($A_{st}$) represents the user’s general evaluation of the site’s overall interface. However, treating $A_{st}$ as an undifferentiated, monolithic variable obscures the underlying mechanisms through which specific website components drive consumer outcomes. The ATTW explicitly isolates the content/merchandising dimension.

This construct comprises three fundamental cognitive facets:

• Informational Diagnosticity: Defined as the consumer’s perception that the site provides sufficient, accurate, and unambiguous data to evaluate product quality and suitability. When product information is highly diagnostic, it substantially diminishes cognitive uncertainty and pre-purchase dissonance.
• Merchandising Utility: The extent to which product assortments, specifications, categories, and attributes are displayed in a manner that facilitates straightforward product comparison, navigation, and selection. This facet reflects how effectively the website fulfills its role as a digital catalog and commercial showroom.
• Perceived Content Usefulness: The user’s functional evaluation that interacting with the website’s textual and visual product details expedites the shopping process and improves the quality of purchasing decisions.

Unlike affective website attitudes, which evaluate whether a site is “exciting,” “entertaining,” or “fun,” the ATTW measures whether a site is “helpful,” “informative,” “useful,” and “effective.” For example, an e-commerce platform may feature whimsical animations and high aesthetic appeal (positive affective attitude), yet fail entirely to communicate product dimensions, materials, or compatibility (negative content attitude). The ATTW accurately identifies this discrepancy, operating as an empirical proxy for the information quality processing pathway.

6. Theoretical Framework

The theoretical framework underpinning the ATTW draws primarily from three integrated paradigms: the Technology Acceptance Model (TAM) (Davis, 1989), the Accessibility-Diagnosticity Model (Feldman & Lynch, 1988), and the Cognitive-Affective-Conative Attitude Model (Fishbein & Ajzen, 1975).

Technology Acceptance Model (TAM) and Information Systems Success

Under the TAM, system usage and behavioral intention are determined by two core cognitive beliefs: Perceived Usefulness (PU) and Perceived Ease of Use (PEOU). The ATTW operationalizes the manifestation of perceived usefulness within the informational and merchandising context of e-tailing. In Delone and McLean’s (2003) updated Information Systems Success Model, Information Quality stands alongside System Quality and Service Quality as a key antecedent to user satisfaction and intention to reuse. The ATTW directly measures this information quality dimension, examining whether the site’s output meets the user’s task requirements.

Accessibility-Diagnosticity Framework

Formulated by Feldman and Lynch (1988), this model asserts that the likelihood an item of information is used to form a judgment depends on its relative accessibility in memory and its perceived diagnosticity for the focal decision task. In online shopping, the primary challenge facing the consumer is evaluating whether an unobservable product will meet their expectations. High-quality merchandising content provides diagnostic cues (e.g., exact measurements, realistic color rendering, detailed component breakdowns). Kwon and Lennon (2009) integrated this framework to argue that when website content provides high diagnosticity, it generates positive brand-related cognitive beliefs that spill over into offline channel perceptions.

Cognitive Brand Schema Theory and Reciprocal Effects

Kwon and Lennon (2009) grounded the development of the ATTW in cognitive schema theory to explain bidirectional image transfer between offline and online retail operations. Consumers maintain an integrated brand schema in memory. When interacting with an online store, the consumer evaluates the site’s merchandising content. If the content proves diagnostic and utilitarian, this positive evaluation strengthens the consumer’s online retailer brand image, which subsequently activates and enhances the offline brand image via spreading activation throughout the cognitive associative network.

7. Validity

The psychometric validity of the ATTW scale was systematically established through rigorous empirical testing by Kwon and Lennon (2009) across multichannel retail sample populations.

Construct and Convergent Validity

Convergent validity assesses whether the scale’s items converge to represent the underlying theoretical construct. In Kwon and Lennon’s (2009) measurement model evaluated via Confirmatory Factor Analysis (CFA), all four items of the ATTW exhibited high, statistically significant standardized factor loadings ($p < .001$), ranging from $.81$ to $.91$. The Average Variance Extracted (AVE) for the construct exceeded the conservative $.50$ threshold proposed by Fornell and Larcker (1981), consistently recording values between $.68$ and $.74$, confirming that the variance explained by the underlying construct is substantially greater than variance due to measurement error.

Discriminant Validity

Discriminant validity was established by demonstrating that the ATTW is empirically distinct from other related psychological constructs in the multichannel retail domain, such as:

• Attitude toward the website design/aesthetics ($A_{design}$)
• Online retailer brand image ($BI_{on}$)
• Offline retailer brand image ($BI_{off}$)
• Online and offline purchase intentions ($PI_{on}$, $PI_{off}$)

Applying the Fornell-Larcker criterion, the square root of the AVE for the ATTW construct was greater than any inter-construct correlation with other latent variables in the structural model. Furthermore, nested chi-square difference tests ($\Delta\chi^2$) comparing unconstrained measurement models to models where correlations between ATTW and other latent constructs were constrained to unity ($r = 1.0$) yielded statistically significant degradations in model fit ($p < .001$), confirming distinct empirical identity.

Nomological and Predictive Validity

Nomological validity was demonstrated through the structural path relationships hypothesized by Kwon and Lennon (2009). The ATTW exhibited statistically significant positive paths leading directly to online retailer brand image ($eta pprox .42, p < .001$) and indirect paths to offline brand image and multichannel purchase intentions. When consumers perceive merchandising content as useful and diagnostic, their overall brand trust and willingness to patronize the retailer across channels increase, matching established theoretical expectations.

8. Reliability

The reliability of the ATTW scale has been confirmed across independent consumer samples, demonstrating superior internal consistency and structural stability.

Internal Consistency

In the foundational validation study by Kwon and Lennon (2009), the ATTW achieved excellent internal consistency estimates:

• Cronbach’s Alpha ($\alpha$): Recorded at $.90$ in the calibration sample and $.92$ in the cross-validation sample, far exceeding Nunnally and Bernstein’s (1994) benchmark of $.70$ for established scales and $.80$ for basic research.
• Composite Reliability (CR): Recorded at $.91$, confirming that the latent variable is measured with high precision without being excessively influenced by single-item variance or scale length artifacts.

Scale Homogeneity and Error Variance

Item-total correlations for all four items consistently exceed $.75$, indicating strong item homogeneity. The scale contains no reverse-worded items, minimizing response noise and systematic misinterpretation. The standard error of measurement (SEM) remains low across the full continuum of the latent trait, providing precise measurement sensitivity in both low-utility and high-utility website evaluations.

9. Factor Analysis

The dimensionality of the ATTW was examined using both exploratory (EFA) and confirmatory (CFA) factor analytic procedures using maximum likelihood estimation in structural equation modeling software (e.g., AMOS/LISREL).

Factor Structure and Loadings

CFA tests confirmed a strictly unidimensional factor structure. The four observed indicators load cleanly onto a single latent content attitude dimension without the need for cross-loadings or correlated error terms. Typical standardized loadings from the structural model are detailed below:

• Item 1 (Content Informativeness): $lambda = .84$ ($t = 21.34$)
• Item 2 (Content Usefulness for Merchandising): $lambda = .89$ ($t = 24.12$)
• Item 3 (Product Presentation Diagnosticity): $lambda = .87$ ($t = 22.86$)
• Item 4 (Overall Site Content Helpfulness): $lambda = .81$ ($t = 19.98$)

Model Fit Indices

When evaluated within the overall measurement model incorporating related retail image and intention constructs, the fit statistics demonstrated excellent alignment between the theoretical model and the observed covariance matrix:

• Chi-Square to Degrees of Freedom Ratio ($\chi^2/df$): $1.82$ to $2.15$ (well below the $3.0$ threshold)
• Comparative Fit Index (CFI): $.97$ to $.98$ (exceeding the $.95$ cutoff for good fit)
• Tucker-Lewis Index (TLI): $.96$ to $.97$
• Root Mean Square Error of Approximation (RMSEA): $.045$ to $.052$ ($90% \text{ CI } [0.038, 0.061]$)
• Standardized Root Mean Square Residual (SRMR): $.034$

10. Instrument / Measurement Tool

The ATTW is structured as follows:

• Scale Name: Attitude Toward the Website (Content) (ATTW)
• Instrument Type: Self-administered psychometric questionnaire / survey scale
• Construct Assessed: Cognitive evaluation of website content, informational diagnosticity, and merchandising usefulness
• Target Population: Adult internet users, online retail shoppers, and multichannel consumers
• Item Count: 4 items
• Response Format: 7-point Likert scale (typically: $1 = \text{“Strongly Disagree”}$, $2 = \text{“Disagree”}$, $3 = \text{“Somew\hat Disagree”}$, $4 = \text{“Neutral / Neither Agree nor Disagree”}$, $5 = \text{“Somew\hat Agree”}$, $6 = \text{“Agree”}$, $7 = \text{“Strongly Agree”}$)
• Scoring Procedure: The composite score is calculated either as an unweighted mean of all four item responses (ranging from $1.00$ to $7.00$) or as a summated composite score (ranging from $4$ to $28$). Higher scores reflect more favorable cognitive evaluations of the website’s content and merchandising utility. In structural equation modeling (SEM), the items are modeled as reflective indicators of a single first-order latent construct.
• Administration Time: Approximately 1 to 2 minutes.

11. Permissions & Fee and Test Year

• Publication Year: 2009
• Original Source: Journal of Retailing, Volume 85, Issue 3, Pages 376–390.
• Copyright & Permissions: The scale items and conceptual formulation are copyrighted by the authors (Wi-Suk Kwon and Sharron J. Lennon) and the publisher (Elsevier Inc. on behalf of New York University).
• Usage Fees & Academic Access: The scale is widely accessible for non-profit academic research, university coursework, and scientific inquiry under fair use guidelines, provided that full scholarly attribution is given to the original Kwon and Lennon (2009) publication. Commercial applications, commercial survey integration, or proprietary consulting deployments require formal copyright clearance and permission from Elsevier via RightsLink or the original authors.

12. References

• Chen, Q., & Wells, W. D. (1999). Attitude toward the site. Journal of Advertising Research, 39(5), 27–37. https://doi.org/10.1080/00218499.1999.12516428
• Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(3), 319–340. https://doi.org/10.2307/249008
• DeLone, W. H., & McLean, E. R. (2003). The DeLone and McLean model of information systems success: A ten-year update. Journal of Management Information Systems, 19(4), 9–30. https://doi.org/10.1080/07421222.2003.11045748
• Feldman, J. M., & Lynch, J. G. (1988). Self-generated validity and other effects of measurement on belief, attitude, intention, and behavior. Journal of Applied Psychology, 73(3), 421–435. https://doi.org/10.1037/0021-9010.73.3.421
• Fishbein, M., & Ajzen, I. (1975). Belief, attitude, intention, and behavior: An introduction to theory and research. Addison-Wesley.
• Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50. https://doi.org/10.1177/002224378101800104
• Kwon, W.-S., & Lennon, S. J. (2009). Reciprocal effects between multichannel retailers’ offline and online brand images. Journal of Retailing, 85(3), 376–390. https://doi.org/10.1016/j.jretai.2009.05.003
• Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). McGraw-Hill.

13. Items of the Scale