Mixed Models of Emotional Intelligence: Combining Traits and Abilities

When people talk about emotional intelligence, they often mean very different things – and that’s not a mistake. It reflects a genuine debate in psychology about what EI actually is: a set of cognitive abilities, a cluster of personality traits, or something in between. Mixed models of emotional intelligence take the “something in between” position seriously. Unlike ability models, which define EI strictly in terms of how well people process emotional information, mixed models combine mental abilities with personality traits, motivational factors, and interpersonal competencies. The two most influential mixed models – developed by Reuven Bar-On and Daniel Goleman – have shaped how organizations assess, train, and develop emotionally intelligent professionals around the world.

What makes a model “mixed”? 🔗

The term “mixed” has a precise meaning in the EI literature. Mixed models offer a broad definition of EI that combines mental abilities with personality traits such as optimism, motivation, and stress tolerance. This contrasts with ability models, which attempt to measure emotional processing the way traditional IQ tests measure cognitive reasoning – through performance-based tasks with objectively right or wrong answers.

In mixed models, EI is not treated as a single, pure cognitive faculty. Instead, it is seen as an umbrella construct that includes how you understand and regulate your own emotions, how you relate to others, how you cope with stress, and how motivated you are to pursue goals. Goleman and Bar-On regard EI as a set of skills that depend on both ability and personality traits – and this dual foundation is precisely what the “mixed” label captures.

Critics argue this breadth comes at a cost. Because mixed models blend so many psychological constructs, it becomes harder to isolate what EI specifically adds beyond what personality models like the Big Five already explain. That said, mixed models have proven enormously practical in applied settings – particularly in organizational psychology, leadership development, and coaching – because they map onto real, trainable behaviors rather than fixed cognitive capacities.

Bar-On’s model of emotional-social intelligence 🔗

Reuven Bar-On, a clinical psychologist, began developing his model in the late 1980s – making it one of the earliest systematic frameworks for EI, predating even Goleman’s popularization of the term. Bar-On defines EI as “an array of noncognitive capabilities, competencies, and skills that influence one’s ability to succeed in coping with environmental demands and pressures.” This definition does something important: it frames EI not as an innate intellectual gift, but as a dynamic set of capabilities that can be developed over time.

A key feature of Bar-On’s thinking is its adaptive focus. Rather than asking “how smart are you emotionally?”, the model asks “how effectively do you cope with your environment?” This shift in emphasis leads to a broader, more holistic portrait of emotional functioning.

The five components of Bar-On’s model 🔗

Bar-On’s model is composed of five key components: intrapersonal skills, interpersonal skills, adaptation skills, stress management skills, and general mood. Each component contains specific subscales, giving the model both breadth and granularity.

Intrapersonal skills form the inner core of the model. This component covers self-regard, emotional self-awareness, assertiveness, independence, and self-actualization. In practical terms, this is about knowing who you are emotionally – recognizing your own feelings, accepting yourself honestly, and expressing your inner states without causing harm to others or yourself.

Interpersonal skills cover the relational dimension. This component encompasses empathy, social responsibility, and interpersonal relationships. Bar-On draws a careful distinction here: social skills (the ability to influence others’ emotions and behaviors) are treated as related to, but separate from, emotional intelligence itself. The goal is not just to manage your own emotions, but to build genuinely cooperative relationships rooted in empathy and mutual benefit.

Adaptability refers to the ability to respond flexibly to change. Reality-testing – the ability to stay grounded and adopt an objective perspective towards what is happening – is a core subscale here, alongside flexibility and problem-solving. A person with strong adaptability can reassess a situation when new information arrives rather than clinging to their initial emotional reaction.

Stress management covers two critical subscales: stress tolerance (how well you cope with pressure) and impulse control (the ability to pause before acting under stress). Bar-On considers impulse control particularly important – the failure to manage impulsive emotional reactions is associated with a wide range of interpersonal and professional difficulties.

General mood – the fifth component – might seem out of place in a model of intelligence, but Bar-On includes it deliberately. Through the use of optimism and happiness, individuals are able to promote emotional and social wellbeing. A consistently negative or pessimistic outlook, in Bar-On’s view, undermines all the other components – making mood not a trivial add-on but a genuine enabler of emotional functioning.

One of the model’s more distinctive claims is its egalitarian view of EI. Rather than ranking any single skill as superior, Bar-On argues that individuals can compensate for weaknesses in one area with strengths in another. Success, in this framework, is not about having the “right” emotional profile – it is about having enough flexibility to meet your environment’s demands on your own terms.

Goleman’s performance model 🔗

Daniel Goleman’s model took a different trajectory. While Bar-On was working from a clinical psychology perspective, Goleman was explicitly focused on workplace performance – specifically, what distinguishes outstanding leaders from merely adequate ones. His 1995 book Emotional Intelligence brought these ideas to a mass audience, and Goleman’s model includes a blend of emotion-related skills, traditional cognitive intelligence, and distinct personality traits, making it the most widely recognized mixed model in organizational contexts.

Goleman’s model has evolved through several iterations. His original framework described five domains – self-awareness, self-regulation, motivation, empathy, and social skills – each with multiple competencies. Later statistical analyses supported collapsing the twenty-five competencies into twenty, and the five domains into four: Self-Awareness, Self-Management, Social Awareness, and Relationship Management.

The four domains of Goleman’s framework 🔗

Self-awareness is the foundation. Self-aware leaders make better decisions because they understand how their emotional state influences their judgment. They are less likely to react impulsively, more likely to seek input, and more attuned to organizational values. Key competencies here include emotional self-awareness, accurate self-assessment, and self-confidence – not as arrogance, but as a grounded sense of one’s own capabilities.

Self-management builds on that awareness. Emotional self-control is not about suppressing emotions but about understanding their function as a natural guidance system. Goleman groups competencies like adaptability, achievement orientation, transparency, and initiative under this domain – all behaviors that reflect a leader’s capacity to direct their inner emotional life toward productive outcomes rather than letting disruptive feelings drive decisions.

Social awareness turns the lens outward. The central competency here is empathy – the ability to read what others are feeling and respond appropriately. Competencies in this domain include empathy, organizational awareness, and service orientation. Organizational awareness – the ability to read group dynamics, political currents, and unspoken norms – is particularly valued in leadership research because it enables leaders to navigate complex social environments without being blindsided by interpersonal undercurrents.

Relationship management is where awareness becomes action. Leaders who excel in this domain inspire and influence others, manage conflicts effectively, and foster a collaborative team environment. Competencies include inspirational leadership, influence, developing others, change catalyst, conflict management, and teamwork. Goleman’s research found that in studies of approximately 200 companies, over four-fifths (80%) of the competencies listed for superior performance in top leadership positions were related to emotional competence, with only one-fifth (20%) related to technical skill and cognitive ability.

A central argument in Goleman’s model is that these competencies are learned, not fixed. Within each construct of the mixed model, Goleman included a set of emotional competencies that are not innate talents or personality characteristics, but rather capabilities that can be learned and developed to achieve new levels of performance. This makes the model explicitly developmental – the point is not to classify people, but to identify areas for growth.

Assessment tools for mixed models 🔗

Both models have generated dedicated assessment instruments, and understanding these tools is important for anyone applying EI frameworks in professional settings.

The EQ-i: measuring Bar-On’s model 🔗

Bar-On’s primary assessment instrument is the Emotional Quotient Inventory (EQ-i), which he began developing in the 1980s. The EQ-i is a self-report inventory where participants answer 100+ items about their typical thoughts, feelings, and behaviors. Their responses are scored across 15 subscales grouped into five broad composites: Intrapersonal, Interpersonal, Stress Management, Adaptability, and General Mood.

The EQ-i produces a scoring structure deliberately modeled on traditional IQ metrics. Raw scores are automatically converted into standard scores based on a mean of 100 and a standard deviation of 15 – resembling IQ scores, which was Bar-On’s intention when he coined the term “EQ” during his doctoral studies.

What distinguishes the EQ-i from casual EQ quizzes is its depth and specificity. It goes deeper than surface-level assessments by producing scores on specific competencies – such as empathy, impulse control, or optimism – that coaches and trainers can turn into concrete action steps. The instrument has been validated across large, demographically diverse samples and has versions for adults, youth (ages 7-15), and clinical populations.

The EQ-i has also been applied to understand gender differences in emotional functioning. Similar gender patterns have been observed in almost every population sample examined with the EQ-i, with men showing relative deficiencies in interpersonal skills compared with women, while women tend to show lower stress tolerance scores – patterns that may help explain gender differences in certain psychological diagnoses. These findings highlight how the EQ-i can reveal not just individual but also group-level patterns in emotional competence.

The ECI: measuring Goleman’s model 🔗

The primary tool associated with Goleman’s performance model is the Emotional Competence Inventory (ECI), developed in collaboration with Richard Boyatzis and the Hay Group. The ECI is a 360-degree tool designed to assess the emotional competencies of individuals and organizations. The ECI 2.0 measures 18 competencies organized into four clusters: Self-Awareness, Self-Management, Social Awareness, and Relationship Management.

The 360-degree format is a defining feature of the ECI. Responses are collected from the individual as well as from peers, subordinates, and supervisors to form a comprehensive picture of emotional competence. This multi-rater approach addresses a major weakness of pure self-report tools: the fact that people often have blind spots about their own emotional behavior. By comparing how someone sees themselves with how colleagues see them, the ECI can pinpoint gaps between self-perception and actual impact – which is precisely the kind of information that drives meaningful development.

It is worth noting that the only EI measure Goleman has personally worked on is the Emotional and Social Competence Inventory (ESCI), developed with Boyatzis and the McClelland Institute at the Hay Group, now part of Korn Ferry – a detail relevant for practitioners who want to ensure fidelity to his framework when selecting assessment tools.

Comparing the two tools 🔗

The EQ-i and ECI serve similar purposes but from different angles. The EQ-i is a self-report instrument that produces a broad emotional-social profile across 15 subscales – useful for individual development, coaching, and research. The ECI/ESCI uses 360-degree multi-rater feedback and is specifically designed for workplace contexts, making it more appropriate for leadership development and organizational assessment. Both instruments are based on the mixed EI model and were specifically developed to assess emotional competencies for workplace success, though their methodological approaches and theoretical underpinnings differ in important ways.

Strengths and limitations of mixed models 🔗

Mixed models have real strengths. They are intuitive, practically applicable, and aligned with how organizations actually think about performance. The Harvard Business Review called emotional intelligence “a revolutionary, paradigm-shattering idea,” and Goleman’s work broadened the conversation about potential and success beyond the narrow lens of IQ.

But the breadth that makes mixed models useful also generates legitimate criticism. Self-report measures of EI are strongly correlated with at least two of the Big Five personality traits – neuroticism and extraversion – which raises questions about whether mixed models are measuring something genuinely new or simply repackaging existing personality constructs. Other frequent criticisms include a lack of theoretical cohesion, changing definitions and terms, and exaggerated claims about the predictive power of EI in business and leadership performance.

Additionally, Goleman and others have acknowledged that emotional intelligence alone is not likely a strong predictor of work performance, but provides a basis for emotional competencies that are strong predictors of job success – a more measured claim than early popular accounts suggested. The practical value of mixed models, then, lies not in grand predictions but in the structured, trainable competency frameworks they provide.

For researchers and practitioners alike, the most responsible approach is to treat mixed models as what they are: practical frameworks for development rather than precise measurements of a single psychological construct. Used with that understanding, both Bar-On’s and Goleman’s models remain valuable tools for anyone interested in building more emotionally capable individuals, teams, and organizations.

What do you think? Given that mixed models blend personality traits with emotional skills, does this make them more or less useful as assessment tools compared to ability-only models of EI? And if emotional competencies are genuinely learnable, what responsibility do organizations have to actively develop them in their employees rather than simply selecting for them at hiring?

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