The research behind the model.

The foundational paper on loss aversion. Established that the emotional experience of a financial loss is roughly twice as intense as the pleasure of an equivalent gain. Directly underpins questions about how people respond to a dropping stock and how long a loss lingers emotionally.

The refined version of Prospect Theory, incorporating how people weight probabilities — specifically the tendency to overweight small probabilities of extreme outcomes (relevant to the private deal question) and underweight moderate probabilities.

One of the most cited papers on individual differences in risk tolerance. Established that risk preference is a stable individual trait — not just a situational response — and that it predicts real financial behavior including portfolio allocation and business ownership.

The development of one of the most widely used financial risk tolerance instruments. Directly relevant to the construction of risk-related questions in this dimension.

Established that risk tolerance is domain-specific — someone can be risk-seeking in financial contexts and risk-averse in health contexts. Supports the decision to measure risk specifically in financial scenarios rather than as a general trait.

Established the concept of mental accounting — the tendency to treat different pools of money differently based on their perceived category or origin. Directly relevant to how people budget (or fail to) and how spending decisions get made.

Established the ego depletion model — the finding that self-control draws on a limited resource that can be depleted. Relevant to impulsive spending, particularly the question about spending during stressful periods.

Examined how people make tradeoffs between present and future rewards, establishing the systematic tendency toward present bias — choosing smaller immediate rewards over larger delayed ones. Directly underpins the question about how long someone waits before buying something they want.

A behavioral revision of the standard life-cycle savings model, establishing that people mentally categorise income and wealth differently and that this systematically affects saving and spending behavior. Underpins the budgeting and spending tracking questions.

Examined how financial constraint — real or perceived — affects decision-making quality. Relevant to understanding why some people find budgeting liberating and others find it constricting.

Established the link between self-control as a personality trait and financial outcomes including over-spending and debt accumulation. Directly relevant to the financial discipline dimension.

The foundational paper on locus of control — the dimension along which people attribute outcomes to their own decisions (internal) versus external forces (external). This is the core theoretical construct behind the Autonomy dimension. People with high internal locus of control take more ownership of financial decisions and outcomes.

Examined the conditions under which people extend or withhold trust in institutional and interpersonal contexts. Relevant to the advisor relationship questions — specifically why some people can delegate financial decisions comfortably and others cannot.

Established that individual investors who trade most actively — a behavior associated with high autonomy and overconfidence — significantly underperform those who trade less. One of the most cited papers in behavioral finance, directly relevant to the costs and benefits of high autonomy in financial decision-making.

Extended the overconfidence findings, establishing that overconfidence — a pattern associated with high autonomy orientation — leads to excessive trading and worse returns. Relevant to the question of when autonomy becomes overconfidence.

A validated instrument for measuring locus of control across different life domains. Relevant to the construct validity of the Autonomy dimension.

One of the most cited papers in consumer psychology. Established that people incorporate their possessions into their sense of self — that what we own is experienced as part of who we are. Directly underpins the spending identity dimension, specifically the questions about visible possessions and status items.

The foundational paper on experiential versus material consumption. Established that experiences produce more lasting happiness than material purchases, partly because experiences are more resistant to social comparison and adaptation. Directly underpins the things versus experiences questions.

Extended the experiential consumption research, establishing that experiences are more central to identity than possessions — but that some people more naturally define themselves through what they own. Relevant to the individual differences captured in this dimension.

The original theoretical framework for conspicuous consumption — the idea that people spend on visible goods partly to signal social status. Remains the foundational reference for understanding status-driven spending, which this dimension captures directly.

Examined the relationship between materialistic values and financial behavior, establishing that higher materialism is associated with less disciplined financial management and greater credit use. Directly relevant to the overlap between Spending Identity and Financial Discipline.

The most directly relevant paper to this dimension. Developed the concept of money scripts — unconscious beliefs about money formed in childhood that drive adult financial behavior. Identified four primary money scripts: money avoidance, money worship, money status, and money vigilance. The Money and Emotion dimension draws heavily on this framework.

Extended the money scripts research into a clinical framework for understanding financial dysfunction. Established that most problematic financial behavior is emotionally rather than intellectually driven — people don't make bad financial decisions because they lack information, they make them because of emotional patterns that run beneath awareness.

Examined the emotional dimensions of money attitudes in young adults, finding that emotional responses to money are relatively stable across cultures and that anxiety is the most commonly reported emotional association.

Developed the Money Ethic Scale, measuring the degree to which people associate money with power, achievement, freedom, and evil. Relevant to understanding why money carries different emotional charges for different people.

One of the earlier clinical examinations of money as an emotionally loaded symbol rather than a neutral medium of exchange. Established the psychodynamic roots of money anxiety and the ways in which early financial experiences shape adult emotional responses.

Examined the psychological dimensions of money management, including the emotional drivers of saving, spending, and avoidance behavior. Directly relevant to the questions about emotional spending and financial avoidance.

The BBK Five-Way Model — one of the earliest personality-based investor classification frameworks. Used two axes (confidence and method of action) to produce five investor types. Influenced the structure of this model's archetype mapping.

Developed the Behavioral Alpha framework, classifying investors into four behavioral types based on cognitive and emotional biases. A key reference for the archetype design in this model, specifically the idea that different personality profiles require different advisory approaches rather than different asset allocations alone.

Established the predictive validity of personality measures for real-world behavior. Relevant to the broader claim that personality-based financial profiles predict financial behavior better than demographic or knowledge-based measures.

The Big Five personality framework — the most validated personality model in academic psychology. Several dimensions in this model map onto Big Five traits: Risk Comfort maps onto Neuroticism and Openness, Financial Discipline maps onto Conscientiousness, Autonomy maps onto Agreeableness and Openness. The Big Five provides the academic backbone for the claim that these dimensions are stable, measurable, and predictive.

A comprehensive review of factors that predict financial risk tolerance, establishing that personality variables — not just income or wealth — are the primary drivers. Directly supports the use of a personality-based framework for financial profiling.