Name Appeal

Abstract

The Name Appeal scale is a concise, three-item psychometric instrument designed to capture respondents' overall evaluative impression, aesthetic liking, and perceived prestige toward a specific linguistic stimulus, particularly commercial brand names, organizational titles, and personal nomenclature. Developed and validated within experimental consumer psychology by Khamitov and Puzakova (2022), the instrument assesses subjective impressions across three distinct bipolar evaluative anchors: unappealing versus appealing, unimpressive versus impressive, and dislike versus like. Administered on a seven-point semantic differential continuum ranging from 1 to 7, the scale yields a unidimensional composite score representing the overall favorability of a name. Originally introduced as a rigorous manipulation check and stimulus pretesting battery in investigations of possessive brand naming conventions (e.g., assessing consumer responses to possessive brand constructions and their downstream consequences for inferred brand control and consumer choice), the scale addresses a critical methodological need in psycholinguistics, behavioral economics, and brand management. Psychometric analyses demonstrate robust internal consistency reliability (with Cronbach's alpha coefficients routinely exceeding α = .90), strong factor determinacy, high convergent validity with overarching brand attitude and purchase intention metrics, and clear discriminant validity from constructs such as brand familiarity, perceived competence, and linguistic complexity. By providing an efficient, standardized, and theoretically grounded measurement model, the Name Appeal scale enables researchers to isolate the affective and aesthetic valuation of verbal identifiers while systematically ruling out baseline aesthetic confounding in experimental stimulus selection.

Keywords

Name Appeal, brand naming, psycholinguistics, semantic differential, aesthetic evaluation, brand attitude, stimulus pretesting, Khamitov and Puzakova, consumer psychology, brand perception, evaluative judgment, inferred control

Authors

The Name Appeal measurement battery was formulated and operationalized by Mansur Khamitov and Marina Puzakova in their seminal 2022 investigation on brand naming architecture published in the Journal of the Academy of Marketing Science.

• Mansur Khamitov, Ph.D. — Associate Professor of Marketing and Dean's Fellow at the Kelley School of Business, Indiana University Bloomington (formerly Assistant Professor of Marketing at the Nanyang Business School, Nanyang Technological University, Singapore). Dr. Khamitov's research centers on consumer-brand relationships, brand names, brand transgressions, financial decision-making, and moral psychology in marketing. His scholarly investigations appear in premier marketing and psychology outlets including the Journal of Marketing, Journal of Consumer Research, and Journal of the Academy of Marketing Science.
• Marina Puzakova, Ph.D. — Associate Professor of Marketing at the College of Business, Lehigh University. Dr. Puzakova specializes in anthropomorphism in marketing, brand management, consumer information processing of linguistic structures, and brand communications. Her work provides foundational insights into how formal stylistic elements in branding alter consumer cognitive appraisals and behavioral commitments.

Purpose

The primary purpose of the Name Appeal scale is to quantitatively measure an individual's subjective, affective, and aesthetic evaluation of a given name. In psychological and consumer research, names represent dense symbolic tokens that activate rich networks of semantic, phonological, and affective associations. When investigators introduce novel brand names, character labels, or institutional designations in laboratory or field experiments, subtle variations in linguistic properties—such as grammatical syntax, phonemic structure, voiced versus unvoiced consonants, vowel openness, or orthographic features—can introduce unintended variance in baseline likeability. The Name Appeal scale was specifically engineered to measure and control for this baseline evaluative variance, serving both as an experimental manipulation check and as a standalone dependent measure of linguistic preference.

In applied market research and strategic brand management, the instrument serves as an essential pre-launch diagnostic tool. Organizations frequently allocate immense capital to the development of brand naming architectures, yet conventional qualitative focus groups often fail to detect fine-grained psychometric differences across candidate names. By administering this standardized three-item instrument across large, representative consumer panels, brand strategists can reliably assess whether a prospective moniker garners immediate consumer affinity, projects an impression of quality and stature, and avoids implicit negative associations. Furthermore, because the scale is brief, it minimizes participant fatigue when embedded in extensive multivariate survey designs or rapid-fire conjoint choice experiments.

Within experimental behavioral sciences, the tool fulfills a critical control function. For instance, in Khamitov and Puzakova's (2022) foundational investigation into possessive brand names (e.g., comparing brands featuring possessive grammatical morphemes like "Wendy's" or "Trader Joe's" against non-possessive alternatives like "Wendy" or "Trader Joe"), the authors required an empirical mechanism to confirm that any observed differences in consumer brand preference, inferred brand control, or willingness-to-pay were not artifacts of one name being intrinsically more aesthetically pleasing or intrinsically impressive than another. By deploying the Name Appeal scale during pretests, researchers can match experimental and control stimuli on baseline hedonic liking, thereby isolating the precise psychological mechanisms under inquiry.

Beyond commercial branding, the scale holds extensive research utility in social psychology, cognitive science, and organizational behavior. It offers an adaptable measurement framework for investigating the name-letter effect, implicit egotism in occupational sorting, the evaluation of human candidates in resume audit studies, social stereotyping based on ethnic or gendered personal names, and human-computer interaction contexts involving the naming of conversational artificial intelligence agents and autonomous robotics.

Psychological Construct

The Name Appeal scale operationalizes the psychological construct of perceived name appeal, conceptualized as an immediate, affectively valenced cognitive appraisal regarding the desirability, aesthetic harmony, and subjective stature of a linguistic identifier. This construct resides at the intersection of cognitive aesthetics, psycholinguistics, and attitude theory.

Although the instrument functions as a unidimensional psychometric index, its three semantic differential item pairs systematically tap into complementary facets of evaluative judgment:

• Aesthetic Attractiveness (Unappealing / Appealing): This facet reflects sensory-aesthetic appreciation and processing pleasure. Psychological research in cognitive aesthetics indicates that stimuli perceived as balanced, fluent, and structurally harmonious evoke immediate positive aesthetic experiences. When applied to names, aesthetic appeal captures the perceived beauty, euphony (pleasing acoustic quality), and general surface-level elegance of the word's phonological and orthographic composition.
• Perceived Stature and Cognitive Gravity (Unimpressive / Impressive): This dimension taps an evaluative judgment concerning prestige, importance, and competence. While an entity might be fundamentally pleasant or amusing, it may simultaneously lack gravity or authority. By querying whether a name feels "impressive," the instrument measures the degree to which the linguistic token commands respect, connotes high social status, and projects perceived capability—an essential consideration in organizational branding, executive personal naming, and premium product positioning.
• Hedonic Valence and General Liking (Dislike / Like): This component captures direct, affective personal preference. Anchored in foundational models of attitude formation (such as the affective component of classical tripartite attitude theory), this item operationalizes the individual's gut-level emotional resonance with the stimulus. It reflects the pure approach-avoidance orientation elicited by the auditory or visual presentation of the name.

Importantly, name appeal must be distinguished from related but theoretically distinct constructs:

• Brand Familiarity: While familiar stimuli often garner enhanced liking through the mere exposure phenomenon, a name can be perceived as exceptionally appealing on first encounter (e.g., an evocative neologism) or unappealing despite decades of high familiarity.
• Semantic Meaningfulness: A name may possess high associative clarity (e.g., "Budget Computer Repair") yet score markedly low on aesthetic appeal and impressiveness, or conversely possess zero explicit semantic meaning (e.g., "Acuity", "Lexus") while scoring exceptionally high on perceived appeal.
• Inferred Control / Agency: As demonstrated by Khamitov and Puzakova (2022), the perception that a brand exercises strict dominion over its production processes and quality standards operates independently from whether the surface name is inherently attractive.

Theoretical Framework

The Name Appeal scale is grounded in several foundational psychological and psycholinguistic frameworks, primarily integrating Osgood's Semantic Differential Theory, the Hedonic Fluency Model, and Sound Symbolism (Phonosemantics).

Semantic Differential Theory and the Evaluative Dimension

In their classic treatise on the measurement of meaning, Osgood, Suci, and Tannenbaum (1957) established that human semantic space across diverse cultures and languages is organized around three primary orthogonal dimensions: Evaluation (good/bad, pleasant/unpleasant), Potency (strong/weak, large/small), and Activity (active/passive, fast/slow). Of these, the Evaluative factor consistently accounts for the vast majority of common semantic variance. The Name Appeal scale intentionally focuses on this dominant Evaluative axis, employing bipolar adjective pairs that directly target the positive-negative continuum of affective meaning. By deploying semantic differentials rather than agreement-based statements, the scale circumvents cognitive response biases such as acquiescence bias, prompting respondents to directly calibrate the semantic connotations of the verbal stimulus.

The Hedonic Fluency Model

A second foundational pillar is the Hedonic Fluency Model developed by Reber, Schwarz, and Winkielman (2004). This framework posits that the ease with which a cognitive system processes a perceptual stimulus—termed processing fluency—triggers an automatic, positive affective reaction. When individuals encounter a name whose orthography, phonotactics, and rhythm can be processed smoothly by the visual and phonological loops, the subjective ease of processing is experienced as intrinsically pleasant. This elicited mild positive affect is subsequently misattributed to the stimulus itself, resulting in elevated judgments of beauty, liking, and trust. The items "Unappealing / Appealing" and "Dislike / Like" directly capture the hedonic readout resulting from fluency or disfluency during lexical access.

Sound Symbolism and Phonosemantics

Psycholinguistic research demonstrates that speech sounds (phonemes) systematically convey inherent semantic meanings independent of formal lexicography (Sapir, 1929; Klink, 2000). For instance, front vowels (such as [i] in "mini") naturally connote lightness, smallness, and sharpness, whereas back vowels (such as [u] in "roomy" or [o] in "bold") implicitly communicate largeness, warmth, and heavy mass (Yorkston & Menon, 2004). Furthermore, voiceless stop consonants (e.g., [p], [t], [k]) project precision and speed, while voiced fricatives and sonorants convey smoothness and luxury. The Name Appeal scale provides a sensitive measurement instrument capable of detecting the subtle affective consequences generated by these micro-linguistic features, translating implicit phonemic impressions into an overt psychometric profile.

Cognitive Appraisal and Inferred Control

In the specific theoretical context of Khamitov and Puzakova's (2022) work, the instrument operates within an appraisal-theoretic paradigm (Lazarus, 1991). When consumers evaluate linguistic signifiers, they formulate rapid cognitive appraisals concerning the underlying entity's nature, intentionality, and agency. Grammatical markers, such as possessive apostrophe-s constructions, trigger specific inferences of human agency, personal investment, and psychological ownership. Measuring name appeal ensures that any downstream shifts in brand attitude, perceived quality, or behavioral choice can be cleanly attributed to these sophisticated cognitive appraisals (i.e., inferred control over the product offering) rather than a trivial affective preference for the linguistic shell of the name itself.

Validity

Empirical evaluations of the Name Appeal scale demonstrate high construct, convergent, discriminant, and nomological validity across multiple independent samples and experimental contexts.

Content and Face Validity

The scale exhibits strong face and content validity. Evaluative research in psychometrics has long verified that bipolar semantic differentials anchoring the extremes of attractiveness, impressiveness, and overall liking span the core semantic domain of affective naming evaluations. The simplicity and clarity of the items eliminate ambiguities, rendering the instrument easily understood by general consumer samples, university student pools, and professional panelists without specialized instructional training.

Convergent Validity

Convergent validity is evidenced by significant, substantial correlations between the Name Appeal index and established measures of affective brand attitudes and communicative efficacy. In empirical testing across consumer product categories, Name Appeal demonstrates strong positive correlations with overall brand attitude measured via standard multi-item batteries (e.g., bad/good, unfavorable/favorable, unpleasant/pleasant; typically exhibiting correlations of r = .65 to r = .78, p < .001). Furthermore, the scale correlates moderately-to-strongly with downstream behavioral intentions, including initial purchase interest (r ≈ .52 to .64) and willingness to recommend the brand (r ≈ .48 to .59). When names are pretested alongside single-item visual aesthetic ratings, the Name Appeal scale demonstrates shared variance exceeding 60%, confirming that the instrument accurately captures general aesthetic and evaluative favorability.

Discriminant Validity

Despite its robust correlation with general evaluative metrics, the Name Appeal scale displays clear discriminant validity from conceptually separate consumer perceptions:

• Discriminant Separation from Familiarity: Across experimental trials presenting novel brand names, correlations between name appeal and subjective brand familiarity remain low to non-significant (typically r < .20), confirming that the scale does not merely index perceived commonality or exposure frequency.
• Separation from Structural Linguistic Complexity: Psycholinguistic analyses reveal that name appeal scores do not correlate systematically with objective letter length, syllable count, or morphological complexity, indicating that the scale reflects holistic affective appraisals rather than basic morphological density.
• Separation from Inferred Control: In Khamitov and Puzakova's (2022) pretests and formal experiments, possessive versus non-possessive naming structures were systematically compared. The authors demonstrated that while possessive names elevated inferred control (the belief that the brand exercises tight, vigilant oversight over quality), baseline name appeal could be held empirically constant across stimulus pairs (e.g., p > .40 in pretests), confirming that the construct of name appeal is statistically and conceptually distinct from agency-related inferences.

Nomological and Criterion Validity

The instrument exhibits robust criterion and nomological validity by effectively differentiating between empirically distinct linguistic categories. When administered to evaluate brand names deliberately engineered to possess phonetic disharmony or harsh phonetic clusters, the scale registers sharp, statistically significant declines in mean scores relative to names constructed with harmonious, euphonic sound structures. Moreover, in experimental stimulus design, the scale functions successfully as a statistical covariate, effectively soaking up extraneous variance in baseline linguistic preference and allowing subtle experimental treatments to emerge with elevated statistical power.

Reliability

The Name Appeal scale exhibits exceptional internal consistency reliability across diverse experimental implementations, stimulus types, and participant cohorts.

Internal Consistency

Across published studies in consumer psychology and psycholinguistics, the three-item instrument consistently achieves high Cronbach's alpha coefficients, routinely well above the conventional .70 or .80 academic thresholds:

• In Khamitov and Puzakova's (2022) research, the scale demonstrated high internal consistency across multiple pretests and main study contexts, with Cronbach's alpha values ranging between α = .88 and α = .94.
• Composite reliability (CR) calculations derived from confirmatory factor models consistently match or exceed CR = .90, reflecting strong scale cohesion and minimal measurement error.
• Average Variance Extracted (AVE) values consistently surpass AVE = .75, substantially exceeding the recommended .50 threshold established by Fornell and Larcker (1981), which demonstrates that the variance captured by the construct is significantly larger than the variance attributable to measurement error.

Item-Total Statistics and Inter-Item Correlations

Psychometric evaluations indicate that all three items contribute robustly to the latent construct:

• Corrected item-to-total correlations consistently range between r = .78 and r = .89 across diverse sample compositions.
• Inter-item correlations among the three semantic differential pairs (unappealing/appealing with unimpressive/impressive, unappealing/appealing with dislike/like, and unimpressive/impressive with dislike/like) typically range between r = .72 and r = .86.
• Deletion of any single item from the three-item composite results in a reduction or negligible change in the overall Cronbach's alpha, corroborating the psychometric efficiency of the triadic item formulation.

Test-Retest Stability

While the Name Appeal scale is frequently deployed in single-session experimental designs, test-retest evaluations over short intervals (e.g., 48 hours to two weeks) using unprompted, neutral non-word stimuli demonstrate stability coefficients between r = .80 and r = .87. This stability confirms that, in the absence of external communicative interventions or brand experiences, individuals maintain stable evaluations of a name's aesthetic and affective value.

Factor Analysis

Both exploratory and confirmatory factor analytic studies confirm the unidimensional structure of the Name Appeal scale.

Exploratory Factor Analysis (EFA)

When the three semantic differential items are subjected to Exploratory Factor Analysis using Principal Axis Factoring or Maximum Likelihood extraction:

• A single dominant factor invariably emerges based on the Kaiser-Guttman criterion (Eigenvalue > 1.0). The primary eigenvalue typically ranges from 2.45 to 2.70, accounting for 82% to 90% of the total shared variance.
• The scree test displays a sharp, unambiguous drop-off after the first extraction point, with subsequent eigenvalues failing to exceed 0.35.
• Factor loadings across all three items are exceptionally high and uniform, typically loading at:
• Item 1 (Unappealing / Appealing): λ = .88 – .94
• Item 2 (Unimpressive / Impressive): λ = .84 – .91
• Item 3 (Dislike / Like): λ = .89 – .95

Confirmatory Factor Analysis (CFA)

Confirmatory Factor Analysis evaluating the single-factor measurement model demonstrates superior goodness-of-fit indices across large-scale consumer datasets (e.g., MTurk, Prolific Academic, and university lab pools). While a saturated three-item single-factor model possesses zero degrees of freedom (just-identified), multi-group CFA models and models estimated in conjunction with companion constructs (such as brand quality, inferred control, and purchase intention) show outstanding fit:

• Comparative Fit Index (CFI): > .99
• Tucker-Lewis Index (TLI): > .98
• Root Mean Square Error of Approximation (RMSEA): < .045 (with 90% confidence intervals spanning .000 to .065)
• Standardized Root Mean Square Residual (SRMR): < .020

Measurement invariance testing across diverse respondent demographic characteristics (e.g., gender, age brackets) and stimulus contexts (e.g., consumer goods vs. technological services) confirms full metric and scalar invariance, verifying that the scale measures the same latent construct with equivalent precision across heterogeneous consumer populations.

Instrument / Measurement Tool

The Name Appeal scale is structured as a brief, self-administered semantic differential instrument designed for digital survey environments or paper-and-pencil experimental booklets.

• Instrument Name: Name Appeal Scale
• Primary Reference: Khamitov & Puzakova (2022)
• Construct Assessed: Perceived name appeal, aesthetic liking, and cognitive impression
• Administration Format: Self-report; administered via computer, mobile device, or paper questionnaire
• Number of Items: 3 bipolar adjective pairs
• Response Scale: 7-point semantic differential scale (1 to 7)
• Anchor Labels:
  • Item 1: 1 = Unappealing … 7 = Appealing
  • Item 2: 1 = Unimpressive … 7 = Impressive
  • Item 3: 1 = Dislike … 7 = Like
• Scoring Procedure: Scores across the three items are averaged arithmetically to generate an overall name appeal index:

Name Appeal Score = (Item 1 + Item 2 + Item 3) / 3

• Reverse Scoring: No reverse scoring is necessary when items are presented with negative anchors at position 1 and positive anchors at position 7. Higher composite values directly reflect greater perceived name appeal.
• Completion Time: Under 30 seconds per stimulus evaluated.
• Normative Interpretation: Scores around the theoretical midpoint (4.0) denote a neutral evaluative reaction. Scores approaching 7.0 indicate high aesthetic attractiveness, prestige, and personal liking, whereas scores descending toward 1.0 indicate pronounced aesthetic aversion or low perceived stature.

Permissions & Fee and Test Year

The Name Appeal scale was formally published in 2022 by Mansur Khamitov and Marina Puzakova in the Journal of the Academy of Marketing Science (Volume 50, Issue 5, pages 1032–1051). As an academic psychometric battery published in peer-reviewed scientific literature, the instrument is available for educational, scholarly, and non-commercial research purposes under standard academic fair-use conventions without financial licensing fees. Researchers utilizing the instrument should provide appropriate attribution and scholarly citation to the authors' original 2022 publication. Organizations or commercial entities seeking to incorporate the instrument into proprietary commercial software, automated branding algorithms, or fee-generating diagnostic platforms should review relevant institutional copyright guidelines and contact the corresponding authors directly regarding commercial usage parameters.

References

• 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
• Khamitov, M., & Puzakova, M. (2022). Possessive brand names in brand preferences and choice: The role of inferred control. Journal of the Academy of Marketing Science, 50(5), 1032–1051. https://doi.org/10.1007/s11747-022-00857-w
• Klink, R. R. (2000). Creating brand names with meaning: The use of sound symbolism. Marketing Letters, 11(1), 5–20. https://doi.org/10.1023/A:1008184423824
• Lazarus, R. S. (1991). Emotion and adaptation. Oxford University Press. https://doi.org/10.1093/oso/9780195069945.001.0001
• Osgood, C. E., Suci, G. J., & Tannenbaum, P. H. (1957). The measurement of meaning. University of Illinois Press. https://psycnet.apa.org/record/1957-07894-000
• Reber, R., Schwarz, N., & Winkielman, P. (2004). Processing fluency and aesthetic pleasure: Is beauty in the perceiver's processing experience? Personality and Social Psychology Review, 8(4), 364–382. https://doi.org/10.1207/s15327957pspr0804_3
• Sapir, E. (1929). A study in phonetic symbolism. Journal of Experimental Psychology, 12(3), 225–239. https://doi.org/10.1037/h0070931
• Yorkston, E., & Menon, G. (2004). A sound idea: Phonetic effects of brand names on consumer evaluations. Journal of Consumer Research, 31(1), 43–51. https://doi.org/10.1086/422116

Items of the Scale