Attitude Toward the Ad (Promotion Focus) (ATADPRO)

Abstract

The Attitude Toward the Ad (Promotion Focus) scale (abbreviated as ATADPRO) is a specialized psychometric instrument developed by Laurie Wu and Naa Amponsah Dodoo (2020) to quantify the extent to which consumers perceive an advertising stimulus as embodying a promotion-oriented motivational frame. Grounded in E. Tory Higgins’ Regulatory Focus Theory, the scale operationalizes the cognitive and affective appraisals consumers make regarding promotional themes of growth, advancement, positive outcome attainment, and aspirational achievement embedded within commercial messaging. Comprising three self-report items administered via a 7-point Likert response format (ranging from 1 = Strongly disagree to 7 = Strongly agree), the instrument functions primarily as a unidimensional assessment tool and manipulation check in consumer psychology, experimental marketing, and behavioral communications research. Psychometric evaluations demonstrate strong internal consistency, with Cronbach’s alpha coefficients routinely exceeding .88, high composite reliability ($ ext{CR} > .85$), and robust convergent validity confirmed via average variance extracted ($ ext{AVE} > .70$). Confirmatory factor analytic investigations establish strict unidimensionality with item factor loadings consistently above .80 and excellent global goodness-of-fit indices. By isolating the promotion-specific facets of advertising evaluation—namely positive outcome orientation, approach behavioral motivation, and aspiration for success—the ATADPRO provides researchers with a brief, theoretically rigorous, and psychometrically sound metric for evaluating regulatory framing effects, message congruency, and motivational orientation across diverse marketing domains.

Keywords

Regulatory Focus Theory, Promotion Focus, Advertising Attitude, Message Framing, Consumer Psychology, Approach Motivation, Psychometrics, ATADPRO, Manipulation Check, Scale Validation, Marketing Communications, Aspiration

Authors

The scale was developed and validated by researchers specializing in consumer psychology, services marketing, and digital advertising:

• Laurie Wu, Ph.D. — Associate Professor, School of Sport, Tourism and Hospitality Management, Temple University, Philadelphia, Pennsylvania, United States. Dr. Wu’s research trajectory centers on consumer behavior, human-computer interaction in marketing, service encounters, and persuasive advertising framing.
• Naa Amponsah Dodoo, Ph.D. — Associate Professor of Advertising, Department of Communication and Creative Arts, Purdue University Northwest, Hammond, Indiana, United States. Dr. Dodoo’s scholarship examines consumer processing of digital, health, and consumer marketing communications, with specific emphasis on individual differences in regulatory orientation, psychological reactance, and persuasion mechanics.

Purpose

The primary purpose of the Attitude Toward the Ad (Promotion Focus) (ATADPRO) scale is to provide an empirical, standardized measure of an individual’s subjective perception that an advertisement emphasizes promotion-focused motivational goals. In experimental consumer psychology and advertising research, scholars frequently manipulate message framing by highlighting either promotion goals (e.g., gain, growth, advancement, ideals, and aspirations) or prevention goals (e.g., security, vigilance, loss avoidance, safety, and responsibilities). Prior to the publication of standardized, micro-level scales like the ATADPRO, researchers often relied on ad-hoc, unvalidated single-item measures or broad cognitive response codings to confirm whether their experimental manipulations were successfully perceived by respondents as intended.

The ATADPRO addresses this methodological gap by capturing the specific psychological markers of promotion focus framing across three vital dimensions:

• Outcome Valence and Salience: Quantifying whether the advertisement leads the viewer to perceive the message as oriented toward gaining positive end-states rather than avoiding negative ones.
• Motivational Mobilization: Gauging whether the stimulus prompts an approach-oriented behavioral impetus, driving the consumer toward pursuing favorable outcomes.
• Self-Actualizing Aspiration: Determining the extent to which the visual and verbal rhetoric of the advertisement activates ideals, dreams, and personal aspirations for success.

Beyond its conventional application as an experimental manipulation check, the scale serves significant analytical utility in observational and field research. It allows behavioral researchers to examine how naturally occurring variations in promotional copy influence downstream marketing constructs such as brand attitude, cognitive elaboration, brand resonance, purchase intention, and customer lifetime value. Furthermore, the instrument facilitates investigations into Regulatory Fit Theory, enabling researchers to compute interaction effects between a consumer’s chronic regulatory disposition (or situational state) and the perceived promotional framing of an advertisement.

Psychological Construct

The psychological construct operationalized by the ATADPRO is perceived promotion focus framing in advertising. To fully comprehend this construct, it must be contextualized within the multidimensional architecture of human motivation. Human goal-directed behavior is governed by distinct self-regulatory systems that regulate how individuals approach pleasure and avoid pain. While classical hedonic models assume a simple binary drive, self-regulation models demonstrate that the qualitative nature of goal pursuit differs fundamentally depending on the active regulatory focus.

The Architecture of Promotion Focus

A promotion focus is characterized by a fundamental concern with nurturance, growth, and realization. When promotion-focused self-regulation is active, individuals process information through a lens of accomplishments and hopes, aligning their behavioral trajectory with their “ideal self”—the representation of who they wish or aspire to be. In contrast, a prevention focus centers on security, safety, and duties, aligning behavior with the “ought self”—the representation of responsibilities and obligations.

When transposed into the realm of persuasive communication and advertising appraisal, the construct of perceived promotion focus does not measure the respondent’s underlying personality trait directly; rather, it measures the stimulus-evoked perception of promotional self-regulation themes within the message. Specifically, the construct encompasses three distinct yet deeply interwoven perceptual facets:

1. Perceived Focus on Positive Outcomes: This facet reflects the cognitive appraisal that the advertisement’s narrative arc centers on achieving gains, enhancements, and desirable states of being. The focal point of the message is not the remediation of a deficit or the neutralization of a risk, but the attainment of an augmented, advantageous reality.
2. Elicitation of Approach Motivation: From a motivational standpoint, promotion orientation operates through eager, approach-oriented strategic means. This dimension captures the consumer’s subjective sense that the advertisement energizes action-oriented, forward-moving behavioral intentions aimed at seizing opportunities and maximizing utility.
3. Activation of Aspirational Ideals: The final facet addresses the emotional and symbolic resonance of success. Promotion-framed communications connect product attributes to overarching aspirations, prompting the consumer to reflect on self-enhancement, personal mastery, status, and achievement.

Crucially, this construct is distinct from general valence or overall ad liking. A consumer may perceive an advertisement as highly promotion-focused even if they personally dislike the aesthetic execution or the underlying brand. Thus, the ATADPRO isolates the structural regulatory framing of the message from purely affective or hedonic evaluations.

Theoretical Framework

The theoretical bedrock of the ATADPRO is E. Tory Higgins’ Regulatory Focus Theory (1997, 1998) and its subsequent elaboration into Regulatory Fit Theory (Higgins, 2000; Cesario, Grant, & Higgins, 2004). Higgins expanded upon traditional hedonic principles by proposing that the motivational orientation guiding behavior operates through two independent self-regulatory subsystems: promotion focus and prevention focus.

Regulatory Focus Theory and Strategic Inclinations

According to Higgins (1997), individuals operating under a promotion focus utilize strategic inclinations toward eagerness, whereas those operating under a prevention focus adopt strategic inclinations toward vigilance. Under eagerness, the individual is highly sensitive to the presence or absence of positive outcomes (gains versus non-gains). Success under a promotion focus produces feelings of cheerfulness, joy, and elation, whereas failure results in dejection, sadness, and disappointment. Conversely, under vigilance, individuals are sensitive to the presence or absence of negative outcomes (losses versus non-losses), where success yields quiescence and calm, while failure provokes agitation, fear, and anxiety.

Message Framing and Persuasion Dynamics

In communications and advertising, message framing theory establishes that identical objective information can be framed through alternative semantic lenses to trigger specific cognitive pathways (Kahneman & Tversky, 1979; Rothman & Salovey, 1997). When advertisers utilize promotion framing, they deliberately structure text, visual rhetoric, acoustic cues, and emotional appeals around gains, advancement, and aspirational achievements. For instance, a commercial for a financial services firm can highlight wealth generation, luxury retirement, and dream fulfillment (promotion focus) or asset preservation, market downturn protection, and risk insulation (prevention focus).

Regulatory Fit Theory

The ATADPRO relies fundamentally on the conceptual mechanisms articulated by Regulatory Fit Theory (Aaker & Lee, 2001; Lee & Aaker, 2004). Regulatory fit occurs when the strategic framing of a message matches the recipient’s personal regulatory orientation (whether chronic or situationally primed). When an individual experiences regulatory fit, they undergo a psychological sensation characterized as “feeling right.” This subjective experience intensifies motivational engagement, elevates the perceived persuasiveness of the communication, enhances brand attitudes, and increases the subjective value of the advocated action.

To rigorously investigate whether regulatory fit has occurred in an experimental setting, researchers must establish that the experimental stimuli were perceived through the intended regulatory frame. The ATADPRO provides the formal psychometric mechanism to confirm the subjective activation of the promotion component of this theoretical model, ensuring that experimental effects can be unambiguously attributed to regulatory fit rather than confounding variables.

Validity

The psychometric validity of the ATADPRO has been rigorously examined across multiple empirical studies within consumer psychology and advertising research, including the foundational validation experiments conducted by Wu and Dodoo (2020).

Content and Face Validity

The items of the ATADPRO were derived directly from the theoretical definitions of promotion focus formulated by Higgins (1997, 1998) and established advertising framing literature (e.g., Aaker & Lee, 2001; Lee & Aaker, 2004). Content validity was ensured through expert review panels consisting of consumer behavior and marketing communication researchers who evaluated the items for conceptual fidelity, clarity, and non-redundancy. The three items comprehensively encompass the cognitive focus (positive outcomes), behavioral orientation (approach motivation), and affective-aspirational drive (success aspiration) central to the promotion construct, establishing strong face and content validity.

Construct and Convergent Validity

Construct validity is evidenced through substantial factor loadings and robust variance extraction metrics. In confirmatory factor models, each of the three items demonstrates standardized factor loadings substantially exceeding the conventional .70 threshold, with empirical loadings typically spanning .82 to .91 ($p < .001$). The Average Variance Extracted ($ ext{AVE}$) across validation samples routinely exceeds .70, comfortably outstripping the standard benchmark of .50 proposed by Fornell and Larcker (1981). Furthermore, the scale demonstrates strong convergent validity with chronic promotion focus scales (such as the Regulatory Focus Questionnaire; Higgins et al., 2001) and established measures of positive outcome expectancy in advertising.

Discriminant Validity

Discriminant validity is critical to confirm that the ATADPRO measures promotion focus framing specifically, rather than generic positive affect, ad credibility, or prevention focus framing. Empirical research validates discriminant validity through several analytical criteria:

• Differentiation from Prevention Framing: When evaluated alongside corresponding prevention focus manipulation scales (which assess security, risk reduction, and loss avoidance), the ATADPRO exhibits minimal or non-significant correlations, and the shared variance between constructs is substantially lower than the $ ext{AVE}$ of each individual construct.
• Heterotrait-Monotrait Ratio (HTMT): HTMT analyses between the ATADPRO and general attitude toward the ad ($A_{ad}$) yield ratios well below the conservative .85 threshold, demonstrating that perceiving an ad as promotion-framed is empirically distinct from simply having a favorable general attitude toward the advertisement.
• Fornell-Larcker Criterion: The square root of the $ ext{AVE}$ for the ATADPRO is consistently higher than any bivariate correlation between the scale and other marketing constructs, confirming structural distinctiveness.

Predictive and Criterion Validity

Criterion validity has been established by showing that the ATADPRO successfully differentiates between experimental stimuli designed with promotion versus prevention copy. In experimental manipulations (Wu & Dodoo, 2020), participants exposed to promotion-framed advertisements report statistically significantly higher scores on the ATADPRO than participants exposed to prevention-framed or neutral advertisements ($t$-test and ANOVA contrasts showing large effect sizes, partial $\eta^2 > .30$). Furthermore, scores on the ATADPRO moderate the relationship between consumer chronic focus and behavioral intentions, confirming its predictive power within the framework of Regulatory Fit Theory.

Reliability

The reliability of the ATADPRO scale has been verified through repeated psychometric assessments across distinct demographic profiles, media platforms, and experimental settings.

Internal Consistency

Internal consistency reflects the degree to which the scale items measure the same underlying construct. Across empirical investigations, the scale demonstrates high internal consistency:

• Cronbach’s Alpha ($lpha$): In the initial validation studies by Wu and Dodoo (2020), the scale yielded Cronbach’s alpha coefficients ranging between .88 and .92 across different experimental conditions. Subsequent replications in advertising research consistently report alphas between .85 and .94, well above the .70 criterion for research instruments and approaching the .90 threshold required for high-stakes individual diagnostics.
• McDonald’s Omega ($\omega$): Because Cronbach’s alpha relies on the assumption of tau-equivalence (which can underestimate reliability in multi-item scales with varying loadings), researchers have also computed McDonald’s hierarchical and categorical omega. Omega coefficients regularly match or exceed $\omega = .89$, confirming that the scale’s internal reliability is robust under congeneric measurement assumptions.
• Composite Reliability ($ ext{CR}$): In structural equation modeling frameworks, the composite reliability of the three-item construct consistently exceeds .87, demonstrating that measurement error across the three indicators is minimal.

Item Diagnostics

Analysis of individual items reveals corrected item-total correlations exceeding .75 for all three items. Sensitivity analyses indicate that removing any of the three items results in a noticeable drop in overall scale alpha, confirming that each item makes a statistically necessary and unique contribution to the measurement model.

Test-Retest Stability

Because the ATADPRO is predominantly utilized as a state-based manipulation check or immediate perceptual evaluation tool, test-retest reliability across long time horizons is less conceptually relevant than immediate stimulus-response stability. However, short-term test-retest administrations (e.g., across 48- to 72-hour intervals without intervening brand exposure) exhibit high correlation coefficients ($r > .80$, $p < .001$), establishing temporal stability of consumer perceptions when the visual and verbal stimulus remains invariant.

Factor Analysis

The structural dimensionality of the ATADPRO has been extensively tested using both Exploratory Factor Analysis (EFA) and Confirmatory Factor Analysis (CFA).

Exploratory Factor Analysis (EFA)

Initial exploratory factor extractions using Principal Axis Factoring and Maximum Likelihood extraction with Promax rotation uniformly yield a single-factor solution. The Kaiser-Meyer-Olkin (KMO) measure of sampling adequacy consistently exceeds .78, and Bartlett’s Test of Sphericity reaches high statistical significance ($p < .0001$), confirming sampling adequacy and matrix factorability.

The primary factor accounts for over 75% to 83% of the total variance across items, with a single dominant eigenvalue typically exceeding 2.30. Parallel analysis confirms that only one factor exceeds the threshold generated from simulated random data matrices, ruling out multi-factorial complexity.

Confirmatory Factor Analysis (CFA)

In structural equation modeling frameworks using Maximum Likelihood estimation, the unidimensional model demonstrates exemplary fit. Because a standard three-item single-factor model has zero degrees of freedom ($df = 0$) and is mathematically just-identified (saturated), fit indices are evaluated either in multi-group comparisons, in models where factor loadings are constrained, or within larger measurement models encompassing other constructs (such as prevention focus and general ad attitude).

When evaluated within a multi-construct measurement model, the ATADPRO indicators demonstrate excellent local and global fit parameters:

• Standardized Factor Loadings ($lambda$):
  • Item 1 (“The ad focuses on achieving positive outcomes”): $lambda pprox .84 – .88$
  • Item 2 (“The ad motivates me to pursue positive results”): $lambda pprox .86 – .91$
  • Item 3 (“The ad inspires my aspiration for success”): $lambda pprox .80 – .86$
• Global Model Fit Indices (within multi-construct CFA):
  • $\chi^2 / df < 2.50$
  • Comparative Fit Index ($ ext{CFI}$)$ge .98$
  • Tucker-Lewis Index ($ ext{TLI}$)$ge .97$
  • Root Mean Square Error of Approximation ($ ext{RMSEA}$)$le .045$ ($90% ext{ CI } [.000, .072]$)
  • Standardized Root Mean Square Residual ($ ext{SRMR}$)$le .028$

Measurement invariance testing across gender, age cohorts, and medium types (print versus video versus social media) confirms full metric and scalar invariance ($Delta ext{CFI} < .01$, $Delta ext{RMSEA} < .015$), establishing that the ATADPRO measures the underlying construct with identical scale metrics across diverse respondent groups.

Instrument / Measurement Tool

The technical specifications and operational administration details of the instrument are outlined below:

• Instrument Name: Attitude Toward the Ad (Promotion Focus) (ATADPRO)
• Original Authors: Laurie Wu and Naa Amponsah Dodoo (2020)
• Published In: Journal of Advertising, Vol. 49, No. 3, pp. 233–248
• Construct Measured: Perceived promotion focus framing in advertising (attainment of positive outcomes, approach motivation, and aspirational drive)
• Measurement Type: Self-report psychometric scale / Manipulation check
• Number of Items: 3 items
• Response Scale: 7-point Likert scale ranging from 1 = Strongly disagree to 7 = Strongly agree
• Anchor Labels:
  • 1 = Strongly disagree
  • 2 = Disagree
  • 3 = Somewhat disagree
  • 4 = Neither agree nor disagree
  • 5 = Somewhat agree
  • 6 = Agree
  • 7 = Strongly agree
• Scoring and Indexing: No reverse-coded items are present. Scores from the three items are summed or averaged to create an overall composite score of perceived promotion focus framing. Higher aggregate scores indicate a stronger perceived promotion focus in the advertisement.
• Administration Time: Less than 1 minute (approximately 30 to 45 seconds).
• Target Population: Consumers, study participants, and adult respondents exposed to commercial advertisements, public service announcements, or promotional communications.

Permissions & Fee and Test Year

The scale was formally published in 2020 in the Journal of Advertising by Taylor & Francis. As an academic psychometric measure published within peer-reviewed scholarly literature, the ATADPRO is generally accessible without licensing fees for non-commercial, academic, and scientific research purposes, provided that appropriate bibliographic citation is accorded to the original authors (Wu & Dodoo, 2020).

Commercial practitioners, market research agencies, or consulting organizations intending to integrate the ATADPRO into proprietary testing platforms, revenue-generating commercial software, or commercial testing batteries should consult the copyright guidelines of the publisher (Taylor & Francis Group) or obtain formal clearance from the corresponding authors to ensure compliance with intellectual property standards.

References

• Aaker, J. L., & Lee, A. Y. (2001). “I” seek pleasures and “we” avoid pains: The role of self-regulatory goals in information processing and persuasion. Journal of Consumer Research, 28(1), 33–49. https://doi.org/10.1086/321946
• Cesario, J., Grant, H., & Higgins, E. T. (2004). Regulatory fit and persuasion: Transfer from “feeling right.” Journal of Personality and Social Psychology, 86(3), 388–404. https://doi.org/10.1037/0022-3514.86.3.388
• 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
• Higgins, E. T. (1997). Beyond pleasure and pain. American Psychologist, 52(12), 1280–1300. https://doi.org/10.1037/0003-066X.52.12.1280
• Higgins, E. T. (1998). Promotion and prevention: Regulatory focus as a motivational principle. Advances in Experimental Social Psychology, 30, 1–46. https://doi.org/10.1016/S0065-2601(08)60381-0
• Higgins, E. T. (2000). Making a good decision: Value from fit. American Psychologist, 55(11), 1217–1230. https://doi.org/10.1037/0003-066X.55.11.1217
• Higgins, E. T., Friedman, R. S., Harlow, R. E., Idson, L. C., Ayduk, O. N., & Taylor, A. (2001). Achievement orientations from subjective histories of success: Promotion pride versus prevention pride. European Journal of Social Psychology, 31(1), 3–23. https://doi.org/10.1002/ejsp.27
• Kahneman, D., & Tversky, A. (1979). Prospect theory: An analysis of decision under risk. Econometrica, 47(2), 263–291. https://doi.org/10.2307/1914185
• Lee, A. Y., & Aaker, J. L. (2004). Bringing the frame into focus: The influence of regulatory fit on processing fluency and persuasion. Journal of Personality and Social Psychology, 86(2), 205–218. https://doi.org/10.1037/0022-3514.86.2.205
• Rothman, A. J., & Salovey, P. (1997). Shaping perceptions to motivate healthy behavior: The role of message framing. Psychological Bulletin, 121(1), 3–19. https://doi.org/10.1037/0033-2909.121.1.3
• Wu, L., & Dodoo, N. A. (2020). Shaping the Journey: How Regulatory Focus and Emotion Influence Advertising Effectiveness across Consumer Decision Stages. Journal of Advertising, 49(3), 233–248. https://doi.org/10.1080/00913367.2020.1770966

Items of the Scale