1. Abstract
The Debt Secrecy Scale is a psychometric instrument developed by Michael Moorhouse, Miranda Goode, June Cotte, and Jennifer Widney (2023) to assess the degree to which individuals intentionally conceal and withhold information regarding their personal debt from close social relations, including family members, romantic partners, and close friends. Originating from research in consumer behavior and economic psychology, the instrument operationalizes debt concealment as an active behavioral strategy driven primarily by anticipated stigmatization. The scale comprises four self-report items evaluated on a 7-point Likert scale ranging from 1 (“Strongly disagree”) to 7 (“Strongly agree”). Structurally, the instrument demonstrates a robust unidimensional factor structure characterized by exceptionally high factor loadings (λ ≥ .88) and superior internal consistency reliability across diverse socio-demographic samples, with Cronbach’s alpha coefficients consistently exceeding .90 (ranging between .91 and .96 across multiple empirical investigations). Psychometric evaluations demonstrate strong convergent validity with constructs such as financial shame, anticipated devaluation, and financial anxiety, while establishing discriminant validity from objective debt magnitude, general interpersonal privacy preferences, and general secrecy tendencies. Predictive validity is evidenced by the scale’s ability to forecast downstream consumer behaviors, specifically avoidance of financial counseling, reluctance to seek financial help, maladaptive coping mechanisms, and the exacerbation of debt accumulation over time. The scale provides a standardized, brief, and theoretically grounded measurement model for researchers and practitioners investigating the intersection of financial distress, interpersonal relationships, and psychological well-being.
2. Keywords
Debt secrecy, debt concealment, anticipated stigma, financial privacy, consumer finance, financial psychology, interpersonal relationships, concealment behavior, financial well-being, psychometrics
3. Authors
The Debt Secrecy Scale was developed and validated by a team of researchers in marketing and consumer psychology:
- Michael Moorhouse – Assistant Professor of Marketing, Raymond A. Mason School of Business, College of William & Mary, Williamsburg, Virginia, United States.
- Miranda R. Goode – Associate Professor of Marketing, Ivey Business School, Western University, London, Ontario, Canada.
- June Cotte – Professor of Marketing and Scott & Pyle Chair in Consumer Behaviour, Ivey Business School, Western University, London, Ontario, Canada.
- Jennifer Widney – Doctoral Candidate / Behavioral Researcher in Marketing, Ivey Business School, Western University, London, Ontario, Canada.
4. Purpose
Consumer debt has reached unprecedented levels globally, creating severe psychological distress, marital friction, and long-term economic instability. Despite the critical importance of seeking timely intervention, many individuals struggling with unmanageable liabilities choose to hide their financial realities. The primary purpose of the Debt Secrecy Scale is to quantify the active withholding, hiding, and non-disclosure of personal debt liabilities from close social ties (“close others”). Moorhouse et al. (2023) developed the instrument to uncover the psychological mechanisms that trap consumers in what they define as a “destructive cycle of debt.”
Prior to the formal development of this scale, empirical research frequently conflated objective financial status (e.g., debt-to-income ratio, total dollar value of unsecured loans) with the psychological and interpersonal management of that debt. However, consumers with identical debt portfolios demonstrate markedly divergent interpersonal behaviors: while some openly discuss financial strain with partners and peers to mobilize social and emotional support, others maintain rigid secrecy. The Debt Secrecy Scale was engineered to isolate this behavioral and regulatory dimension.
In research contexts, the scale enables investigators to examine the cognitive precursors of secrecy—most notably anticipated social devaluation, shame, and perceived moral failure—and to model how debt concealment impedes beneficial consumer outcomes. In applied clinical, financial therapy, and credit counseling settings, the scale serves as a diagnostic screening instrument. Financial planners and mental health practitioners can assess whether a client’s concealment patterns are preventing them from collaborating with household partners on budgeting, accessing communal resources, or adhering to debt-restructuring programs. By identifying high levels of debt secrecy, practitioners can target the underlying fear of stigmatization before addressing purely technical balance-sheet adjustments.
5. Psychological Construct
The construct measured by this instrument is debt secrecy, defined as the deliberate, intentional concealment and non-disclosure of one’s outstanding debt situation from individuals within one’s immediate social sphere (such as romantic partners, family members, and close friends). In psychological literature, debt secrecy is situated at the intersection of privacy regulation, interpersonal deception, and concealable stigmatized identities.
Distinction from General Financial Privacy
Debt secrecy is fundamentally distinct from standard financial boundary setting or normative privacy preferences. Whereas financial privacy reflects a general desire to keep personal wealth or compensation confidential from casual acquaintances or employers, debt secrecy represents a motivated, high-effort suppression of negative financial information from precisely those individuals with whom communal sharing and interdependence are culturally expected. It entails active deception or calculated omission to prevent negative evaluation.
Active Concealment vs. Passive Non-Disclosure
The operationalization of the construct captures both active concealment (e.g., hiding letters, intercepting bills, fabricating financial capacity) and calculated passive non-disclosure (e.g., intentionally steering conversations away from liabilities, withholding balance figures). Crucially, the items capture a subjective, psychological orientation toward keeping close others uninformed. The target of secrecy is explicitly defined as “close others” because debt concealment carries the most severe emotional toll, relational risk, and practical consequence when directed toward intimates whose lives and emotional attachments are intertwined with the debtor.
Psychological Burden of Secrecy
Maintaining debt secrecy imposes severe cognitive and affective demands. Under the cognitive load model of secrecy, actively monitoring conversations to ensure that concealed information is not leaked depletes executive function and elevates chronic stress. Consequently, consumers scoring high on debt secrecy experience elevated levels of intrusive thoughts, guilt, isolation, and relational alienation. The construct captures the self-perpetuating nature of this barrier: the deeper one falls into debt, the higher the anticipated penalty for revealing it, and the more entrenched the secrecy becomes.
6. Theoretical Framework
The Debt Secrecy Scale is grounded in a synthesis of sociological and psychological theories, chiefly Stigma Theory, the Concealable Stigmatized Identity Framework, and Communication Privacy Management (CPM) Theory.
Stigma Theory and Anticipated Devaluation
Originating from the seminal work of Erving Goffman (1963), stigma represents an attribute that is deeply discrediting, reducing the bearer from a whole, usual person to a tainted, discounted one. In modern market economies, indebtedness is heavily moralized; carrying unmanageable consumer debt is frequently interpreted as a personal failure of self-control, financial competence, or integrity. Because debt is typically an invisible attribute (unlike physical markers of stigma), debtors possess a “discreditable” rather than an already “discredited” identity.
Moorhouse et al. (2023) integrate this perspective with the Concealable Stigmatized Identity (CSI) model developed by Quinn and Chaudoir (2009). The CSI model posits that individuals possessing a concealable stigmatized condition evaluate the social environment and anticipate the degree of devaluation, rejection, and discrimination they would face if their status were known. When anticipated stigmatization is high, concealment emerges as the primary protective coping mechanism. Debt secrecy is therefore conceptualized not as an arbitrary behavioral quirk, but as a defensive response to the perceived threat of social expulsion or loss of respect from loved ones.
Communication Privacy Management and Social Exchange
The theoretical framework also draws upon Petronio’s (2002) Communication Privacy Management Theory. Individuals conceptualize personal information as personal property surrounded by subjective privacy boundaries. Revealing personal debt coordinates a shared boundary, transforming the confidant into a co-owner of the financial reality. When consumers perceive that the “disclosure boundary” entails immense interpersonal costs (e.g., anger, loss of trust, condescension) without commensurate rewards (e.g., tangible assistance, empathy), they erect thick, impenetrable boundaries. Debt secrecy reflects this rigid boundary maintenance.
The Destructive Cycle of Debt
The overarching theoretical paradigm articulated by Moorhouse et al. demonstrates how secrecy fuels a positive feedback loop of financial deterioration. Once a debtor chooses secrecy, they sever access to external resources that could alleviate the crisis, such as joint household budgeting, debt renegotiation, or social support. Concurrently, to maintain the facade of financial health, secret debtors often engage in compensatory consumption (e.g., dining out, buying gifts, matching spending patterns of peers), which necessitates taking on additional debt. Thus, the theoretical model establishes debt secrecy as both a consequence of anticipated stigma and a direct driver of escalating insolvency.
7. Validity
Empirical validation of the Debt Secrecy Scale across the six primary studies presented by Moorhouse et al. (2023) provides extensive evidence for its construct, convergent, discriminant, and predictive validity.
Construct and Convergent Validity
Construct validity was established through confirmatory factor modeling and significant associations with theoretically aligned psychological states. The scale demonstrated strong, positive correlations with measures of:
- Anticipated Stigmatization: Replicating the core theoretical premise, participants expecting severe judgment from peers exhibited substantially higher debt secrecy scores ($r$ values typically ranging from .48 to .62, $p < .001$).
- Financial Shame and Guilt: Debt secrecy correlated strongly with self-conscious financial emotions, indicating that internal affective distress is coupled with external concealment behaviors ($r > .50$).
- Financial Anxiety: Heightened scores on the scale were associated with increased somatic and cognitive manifestations of financial stress.
Discriminant Validity
Discriminant validity was rigorously verified using both statistical and conceptual criteria:
- Objective Debt Magnitude: The scale demonstrated distinctness from the actual dollar amount of debt owed. While debt magnitude had a modest correlation with secrecy, regression models showed that anticipated stigma predicted secrecy even after controlling for total debt, household income, and liquid assets.
- General Secrecy / Privacy Orientation: Using Average Variance Extracted (AVE) versus Shared Variance comparisons (Fornell & Larcker criterion), debt secrecy was shown to be distinct from a generalized trait of interpersonal secretiveness or general privacy concern, confirming that the scale captures debt-specific concealment.
Predictive and Nomological Validity
The predictive power of the scale was validated through behavioral experiments and field-like surveys:
- Help-Seeking Avoidance: Across multiple studies, elevated debt secrecy significantly reduced consumers’ willingness to contact accredited non-profit credit counseling agencies, enroll in financial management programs, or utilize available structural debt relief mechanisms.
- Compensatory Consumption: High scores on debt secrecy predicted increased intentions to spend money on visible, non-essential goods to signal normalcy to close others, directly exacerbating the consumer’s underlying financial deficit.
8. Reliability
The internal consistency and scale reliability of the Debt Secrecy Scale have been extensively documented, demonstrating exceptional measurement precision across diverse experimental and correlational samples.
Internal Consistency Metrics
Across the multi-study validation program conducted by Moorhouse et al. (2023), the four-item scale demonstrated high internal consistency across all testing waves:
- Study 1a & 1b: Cronbach’s alpha coefficients reached $\alpha = .94$ and $\alpha = .95$, respectively, confirming that the four items measure the target construct with minimal measurement error.
- Subsequent Experimental Studies: Alphas across Studies 2 through 6 ranged from $.91$ to $.96$, illustrating consistent performance across diverse experimental manipulations and varying participant demographics.
- Composite Reliability: In structural equation modeling frameworks, composite reliability ($CR$) estimates consistently exceeded the .90 threshold, far surpassing the standard psychometric cutoff of .70 recommended by Nunnally and Bernstein.
Item Homogeneity and Test-Retest Performance
The corrected item-total correlations for all four items consistently exceeded .80, indicating high item homogeneity without redundancy. Although debt levels fluctuate over long horizons, short-term test-retest assessments within longitudinal sub-cohorts revealed high stability coefficients ($r_{tt} > .82$ over two-to-four-week intervals in stable financial conditions), confirming that the scale captures a stable behavioral strategy rather than fleeting situational noise.
9. Factor Analysis
The dimensional architecture of the Debt Secrecy Scale was evaluated using both Exploratory Factor Analysis (EFA) and Confirmatory Factor Analysis (CFA) across independent consumer cohorts.
Exploratory Factor Analysis
Initial exploratory factor analyses using principal axis factoring with promax and varimax rotations unambiguously yielded a single-factor solution based on Kaiser’s criterion (eigenvalue > 1.0) and scree plot inspections:
- A single dominant factor emerged, accounting for over 82% to 88% of the total variance across validation cohorts.
- No secondary factors exhibited eigenvalues greater than 0.40, precluding multidimensional interpretations.
Confirmatory Factor Analysis and Model Fit
Confirmatory factor analyses testing the unidimensional model demonstrated excellent fit to the observed data. Standard goodness-of-fit indices met or exceeded stringent psychometric standards (Hu & Bentler criteria):
- Comparative Fit Index (CFI): $ge .99$
- Tucker-Lewis Index (TLI): $ge .98$
- Root Mean Square Error of Approximation (RMSEA): $le .048$ ($90%\text{ CI } [.000, .078]$)
- Standardized Root Mean Square Residual (SRMR): $le .016$
Standardized Factor Loadings
Standardized factor loadings ($lambda$) for all four items loaded heavily onto the latent debt secrecy construct:
- Item 1 (“I keep my debt a secret from close others”): $lambda = .91 – .94$
- Item 2 (“I actively conceal my debt from close others”): $lambda = .90 – .93$
- Item 3 (“I hide my debt from close others”): $lambda = .93 – .96$
- Item 4 (“I do not share information about my debt with close others”): $lambda = .87 – .91$
The Average Variance Extracted (AVE) values consistently exceeded .80 across all studies, demonstrating that variance captured by the construct is significantly larger than variance due to measurement error.
10. Instrument / Measurement Tool
- Instrument Name: Debt Secrecy Scale
- Construct Measured: Concealment and intentional non-disclosure of personal debt liabilities from close social ties (friends, family, partners).
- Scale Dimensionality: Unidimensional (single factor).
- Item Count: 4 items.
- Response Format: 7-point Likert scale:
- 1 = Strongly disagree
- 2 = Disagree
- 3 = Somewhat disagree
- 4 = Neither agree nor disagree
- 5 = Somewhat agree
- 6 = Agree
- 7 = Strongly agree
- Scoring Protocol: All 4 items are positively keyed (no reverse-scored items). The overall Debt Secrecy score is computed by calculating the arithmetic mean of the four responses:
$$\text{Debt Secrecy Score} = \frac{\sum_{i=1}^{4} \text{Item}_i}{4}$$
Scores range from 1.00 to 7.00, with higher scores reflecting greater degrees of debt concealment and secrecy from close others. - Administration Time: Approximately 1 to 2 minutes.
- Target Population: Adult consumers (18+ years of age) who carry personal, household, or consumer debt (e.g., credit card debt, personal loans, student debt, medical liabilities).
11. Permissions & Fee and Test Year
The Debt Secrecy Scale was published in 2023 in the Journal of Marketing Research. The instrument is available for non-commercial academic, research, and educational purposes under standard fair-use scholarly guidelines, provided that appropriate citation and attribution are given to the original authors and the publication outlet.
Researchers intending to utilize the scale in commercial applications, proprietary consulting platforms, or large-scale clinical diagnostics should consult the American Marketing Association (AMA) or contact the primary authors regarding copyright policies and permissions. No licensing fees are required for independent academic research.
12. References
- Goffman, E. (1963). Stigma: Notes on the management of spoiled identity. Prentice-Hall.
- Moorhouse, M., Goode, M. R., Cotte, J., & Widney, J. (2023). Helping those that hide: Anticipated stigmatization drives concealment and a destructive cycle of debt. Journal of Marketing Research, 60(6), 1135–1153. https://doi.org/10.1177/00222437231155444
- Petronio, S. (2002). Boundaries of privacy: Dialectics of disclosure. State University of New York Press.
- Quinn, D. M., & Chaudoir, S. R. (2009). Living with a concealable stigmatized identity: The impact of anticipated stigma, centrality, disclosure, and cultural stigma on psychological distress. Journal of Personality and Social Psychology, 97(4), 634–651. https://doi.org/10.1037/a0015815
13. Items of the Scale
Response Scale:
7-point Likert scale (1 = Strongly disagree, 7 = Strongly agree)
- I keep my debt a secret from close others.
- I actively conceal my debt from close others.
- I hide my debt from close others.
- I do not share information about my debt with close others.