Crowdfunding Exploration Framing Perception

Abstract

The Crowdfunding Exploration Framing Perception scale is an empirically validated, three-item psychometric instrument designed to measure the degree to which potential backers perceive a reward-based crowdfunding campaign narrative as emphasizing fundamental innovation, novel technological discovery, experimental features, and calculated risk-taking. Developed by Zhang, DeCarlo, Manikas, and Bhattacharya (2023) within the context of entrepreneurial marketing and consumer decision-making, the instrument operationalizes the exploration dimension of James G. March's seminal exploration–exploitation framework. Administered using a seven-point Likert response format ranging from 1 (“Strongly disagree”) to 7 (“Strongly agree”), the scale yields a continuous composite mean score reflecting cognitive appraisal of an entrepreneurial pitch's exploration-oriented framing. Across multi-study empirical investigations combining randomized laboratory experiments and field validations on platforms such as Kickstarter, the scale exhibits robust psychometric integrity, featuring high internal consistency (Cronbach's α > .85; Composite Reliability > .88), marked convergent validity (Average Variance Extracted > .70), and rigorous discriminant validity against complementary constructs, notably perceived exploitation framing. Confirmatory factor analysis confirms an essentially unidimensional latent structure characterized by standardized factor loadings consistently exceeding .80. This psychometric tool offers significant utility for scholars, behavioral economists, and campaign creators examining how narrative positioning interacts with backer psychological states (such as power and regulatory focus) to drive pledge decisions and project success.

Keywords

Crowdfunding, Exploration framing, Organizational learning theory, Narrative positioning, Psychometrics, Entrepreneurial communication, Innovation perception, Scale validation, Reward-based crowdfunding, Consumer behavior

Authors

The Crowdfunding Exploration Framing Perception scale was conceptualized, developed, and validated by an interdisciplinary team of researchers in marketing, operations, and behavioral economics:

• Yufei Zhang — Department of Marketing, Industrial Distribution, and Economics, Collat School of Business, University of Alabama at Birmingham, Birmingham, Alabama, United States.
• Thomas E. DeCarlo — Department of Marketing, Industrial Distribution, and Economics, Collat School of Business, University of Alabama at Birmingham, Birmingham, Alabama, United States.
• Andrew S. Manikas — Department of Management and Marketing, College of Business, University of Louisville, Louisville, Kentucky, United States.
• Abhi Bhattacharya — Faculty of Economics and Business, University of Groningen, Groningen, Netherlands; and W. P. Carey School of Business, Arizona State University, Tempe, Arizona, United States.

Purpose

The primary purpose of the Crowdfunding Exploration Framing Perception scale is to provide a concise, psychometrically sound measurement mechanism to quantify how prospective consumers, investors, and backers cognitively decode entrepreneurial venture pitches. In reward-based crowdfunding environments such as Kickstarter and Indiegogo, ventures face severe information asymmetry. Creators must synthesize technical, utilitarian, and visionary information within restricted textual and multimedia project descriptions. How these communications are structured radically alters backer perceptions of the project's risk, innovativeness, and development trajectory.

Drawing on strategic management and organizational learning paradigms, Zhang et al. (2023) established that crowdfunding narratives generally bifurcate along two dominant rhetorical strategies: exploration framing and exploitation framing. The Crowdfunding Exploration Framing Perception scale was engineered specifically to capture the former. It systematically assesses whether readers recognize a campaign as an enterprise committed to the discovery of radically new solutions, experimentation with untested designs or novel technologies, and the active acceptance of uncertainty to achieve breakthrough innovation.

In academic research, this scale allows behavioral scholars to test complex interaction models involving backer psychological traits, such as chronic or situational psychological power, cognitive style, risk tolerance, and regulatory focus. In applied and managerial settings, the instrument functions as an essential pre-launch diagnostic tool. Campaign managers and digital copywriters can administer the instrument to sample audiences or focus groups to verify whether an intended exploratory framing is accurately transmitted by the project description before going live, thereby mitigating messaging misalignment and maximizing capital acquisition.

Psychological Construct

The psychological construct assessed by this scale is perceived exploration framing within narrative persuasion. Rooted in March's (1991) organizational learning typology, exploration represents behaviors characterized by search, variation, risk-taking, experimentation, flexibility, discovery, and breakthrough innovation. When translated into communicative and cognitive contexts, exploration framing does not refer to the objective, technical capabilities of the product itself, but rather to the backer's psychological appraisal of the creator's linguistic and conceptual positioning.

The latent construct captures three deeply interrelated psychological facets:

• Discovery of Novelty: The subjective inference that the project's core objective is the generation and refinement of fundamentally unprecedented conceptual ideas, rather than the minor iteration of existing concepts.
• Technological and Design Experimentation: The perceived prominence of cutting-edge, experimental, or unconventional materials, mechanisms, architectures, and design approaches within the pitch.
• Embrace of Innovation Uncertainty: The cognitive recognition that the campaign acknowledges, embraces, and leverages risk-taking to produce a distinctly differentiated offering, separating it from low-risk market duplicates.

Perceived exploration framing operates as a signaling mechanism. When backers process an exploration-framed narrative, it triggers schemas associated with high variance, transformative utility, visionary creativity, and developmental vulnerability. Backers evaluate this framing through their own motivational filters: individuals primed with high psychological power tend to respond favorably to exploration framing because their elevated power state enhances their preference for boundary-pushing, promotion-focused rewards and reduces subjective risk sensitivity (Zhang et al., 2023).

Theoretical Framework

The theoretical architecture supporting the Crowdfunding Exploration Framing Perception scale is built on the convergence of three foundational bodies of literature:

1. March's Dual Strategy Paradigm of Organizational Learning

James G. March (1991) established that organizational viability depends on balancing two distinct learning and operational pathways: exploration and exploitation. Exploration entails continuous search, discovery, variance-seeking, and radical innovation. Its returns are characterized as distant, uncertain, and potentially transformative. In contrast, exploitation involves refinement, implementation, efficiency, execution, and incremental expansion, offering proximate, predictable returns. Zhang et al. (2023) extended March's strategic architecture to consumer psychology and linguistic framing, positing that entrepreneurial narratives intentionally activate either an exploratory cognitive model (focused on what could be discovered) or an exploitative cognitive model (focused on how effectively an existing design is perfected).

2. Signaling Theory in Asymmetric Capital Markets

Under Signaling Theory (Spence, 1973), crowdfunding represents a classic setting of profound information asymmetry. Backers possess incomplete information regarding the creator's capabilities and the product's true viability. The narrative description functions as an intentional array of communicative signals. The Crowdfunding Exploration Framing Perception scale directly quantifies the clarity, salience, and reception of exploratory signals, measuring whether the backer's mental representation aligns with the creator's intended organizational archetype.

3. The Power-Approach Theory and Regulatory Fit

The utility of measuring exploration framing is rooted in social cognitive theory, specifically the Power-Approach Theory (Keltner, Gruenfeld, & Anderson, 2003) and Regulatory Focus Theory (Higgins, 1997). Psychological power activates behavioral approach systems, attuning individuals to rewards, aspirational ideals, and ambitious visions while attenuating threat perceptions. Exploration framing serves as an ideational match for high-power states, prompting favorable project evaluations, heightened willingness to pledge, and greater financial contribution intentions.

Validity

The psychometric validity of the Crowdfunding Exploration Framing Perception scale was established through rigorous experimental and econometric analyses conducted by Zhang et al. (2023).

Content and Face Validity

Initial items were formulated to reflect the core definitional boundaries established by March (1991) and subsequent ambidexterity literature (e.g., He & Wong, 2004). Marketing and entrepreneurship scholars reviewed the items to ensure that the phrasing captured exploration framing specifically within textual product descriptions, ensuring robust content and face validity.

Convergent Validity

Convergent validity evaluates whether scale items reliably converge upon the common theoretical latent factor. In confirmatory factor models across both student and national non-student samples (e.g., Prolific and Amazon Mechanical Turk cohorts), all standardized item factor loadings exceeded the recommended .70 benchmark (ranging between .82 and .93, p < .001). The Average Variance Extracted (AVE) for the construct surpassed the conventional threshold of .50, registering above .70 across validation studies, confirming that the majority of observed variance is explained by the latent exploration construct rather than measurement error.

Discriminant Validity

To verify that exploration framing is statistically distinct from related constructs, Zhang et al. (2023) evaluated discriminant validity against perceived exploitation framing (measured using its corresponding companion scale: items emphasizing incremental improvements, upgrading existing features, and efficient execution). Applying the Fornell–Larcker criterion, the square root of the AVE for perceived exploration framing was significantly greater than the inter-construct correlation between exploration and exploitation perceptions (r < .25). Furthermore, heterotrait-monotrait ratio of correlations (HTMT) remained well below the conservative .85 threshold, demonstrating that respondents differentiate between communicative cues emphasizing radical novelty versus those emphasizing incremental execution.

Predictive and Nomological Validity

Nomological validity was demonstrated through structural equation modeling and moderated regression. As hypothesized by theory, perceived exploration framing interacted significantly with backer psychological power states: high exploration framing significantly increased backer funding intentions, perceived project value, and actual contribution amounts specifically among backers experiencing high cognitive power states (Zhang et al., 2023), confirming robust predictive utility in applied settings.

Reliability

The scale displays exemplary internal consistency reliability across multiple experimental replications and empirical testing samples:

• Cronbach's Alpha (α): Across the validation studies reported by Zhang et al. (2023), internal consistency estimates for the three-item instrument consistently met or exceeded .86 (ranging between .86 and .91). This confirms high homogeneity among the items without introducing excessive item redundancy.
• Composite Reliability (CR): Composite reliability coefficients calculated within structural equation modeling environments ranged from .88 to .92, easily exceeding the established psychometric benchmark of .70 (Bagozzi & Yi, 1988).
• Item-Total Correlations: Corrected item-to-total correlations for each of the three indicators remained consistently above .72, indicating that each statement contributes significantly to the measurement of the underlying exploration dimension.
• Scale Brevity and Error Variance: By utilizing three tightly focused indicators, the scale minimizes respondent cognitive fatigue and boredom-induced measurement error, maintaining stability across both pre-test experimental manipulations and post-exposure campaign appraisals.

Factor Analysis

The dimensionality of the Crowdfunding Exploration Framing Perception scale was investigated through both exploratory factor analysis (EFA) and confirmatory factor analysis (CFA).

Exploratory Factor Analysis (EFA)

In initial scale calibration samples, principal axis factoring with promax rotation of the combined exploration and exploitation item pools consistently revealed a clean, two-factor solution. The three exploration framing items loaded onto a single common factor possessing an eigenvalue substantially greater than 1.0 (typically exceeding 2.30), accounting for over 75% of the total variance in the item set. No cross-loadings onto the exploitation dimension exceeded .18, demonstrating a clean, orthogonal-leaning factor separation.

Confirmatory Factor Analysis (CFA)

Structural equation modeling using maximum likelihood estimation was employed to assess the goodness-of-fit for the three-item unidimensional measurement model. The standardized factor loadings (λ) for the individual items are consistently high and statistically significant:

• Item 1 (“The project description focuses on discovering and developing new product ideas”): λ ≈ .84 – .88 (p < .001)
• Item 2 (“The project description emphasizes exploring novel technologies or designs”): λ ≈ .87 – .92 (p < .001)
• Item 3 (“The project description highlights taking risks to innovate and create something different”): λ ≈ .81 – .86 (p < .001)

Because a three-item single-factor model is mathematically saturated (just-identified) with zero degrees of freedom when evaluated in total isolation, model fit was systematically verified within full measurement models incorporating the companion exploitation framing scale and focal outcome constructs (funding intentions, product evaluations). In these multi-factor structural models, the fit indices consistently satisfied strict psychometric standards: Comparative Fit Index (CFI) > .97, Tucker-Lewis Index (TLI) > .96, Root Mean Square Error of Approximation (RMSEA) < .05, and Standardized Root Mean Square Residual (SRMR) < .04.

Instrument / Measurement Tool

• Instrument Name: Crowdfunding Exploration Framing Perception Scale
• Construct Measured: Cognitive perception of a crowdfunding campaign's emphasis on radical innovation, discovery of new ideas, novel technologies, and risk-taking.
• Instrument Type: Self-report psychometric scale (post-exposure manipulation check or narrative perception questionnaire).
• Number of Items: 3 items.
• Item Phrasing / Structure: Declarative perceptual statements regarding the content of an evaluated project description.
• Authentic Response Scale: 7-point Likert scale (1 = Strongly disagree, 7 = Strongly agree).
• Scoring Protocol: All three items are positively keyed (no reverse scoring). Items are averaged to create an overall composite score representing perceived exploration framing. Higher scores indicate a stronger perception that the venture is framed around exploratory innovation.
• Estimated Completion Time: Under 1 minute.

Permissions & Fee and Test Year

The Crowdfunding Exploration Framing Perception scale was published in 2023 in the Journal of the Academy of Marketing Science. As an academic psychometric measure published within peer-reviewed scientific literature, the scale is freely accessible for non-commercial academic, scientific, and educational research purposes, provided appropriate scholarly attribution is given to Zhang, DeCarlo, Manikas, and Bhattacharya (2023). Researchers and practitioners seeking to employ the scale within commercial diagnostic software, proprietary copy-testing platforms, or paid consulting engagements should consult the copyright policies of Springer Nature and the Journal of the Academy of Marketing Science regarding permissions.

References

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• He, Z. L., & Wong, P. K. (2004). Exploration vs. exploitation: An empirical test of the ambidexterity hypothesis. Organization Science, 15(4), 481–492. https://doi.org/10.1287/orsc.1040.0078
• Higgins, E. T. (1997). Beyond pleasure and pain. American Psychologist, 52(12), 1280–1300. https://doi.org/10.1037/0003-066X.52.12.1280
• Keltner, D., Gruenfeld, D. H., & Anderson, C. (2003). Power, approach, and inhibition. Psychological Review, 110(2), 265–284. https://doi.org/10.1037/0033-295X.110.2.265
• Levinthal, D. A., & March, J. G. (1993). The myopia of learning. Strategic Management Journal, 14(S2), 95–112. https://doi.org/10.1002/smj.4250141009
• March, J. G. (1991). Exploration and exploitation in organizational learning. Organization Science, 2(1), 71–87. https://doi.org/10.1287/orsc.2.1.71
• Spence, M. (1973). Job market signaling. The Quarterly Journal of Economics, 87(3), 355–374. https://doi.org/10.2307/1882010
• Zhang, Y., DeCarlo, T. E., Manikas, A. S., & Bhattacharya, A. (2023). To exploit or explore? The impact of crowdfunding project descriptions and backers' power states on funding decisions. Journal of the Academy of Marketing Science, 51(2), 444–462. https://doi.org/10.1007/s11747-022-00897-4

Items of the Scale