Every hiring decision carries risk. Every promotion reshapes a team. And every person who quietly disengages costs more than most companies realize. The OAD survey was built to address these realities, giving HR leaders, founders, and managers a fast, science-backed way to understand how people naturally behave and how their roles are shaping them. This article breaks down how the assessment works, what the science behind it looks like, and why it matters for organizational analysis, hiring, and retention.
Table of Content
Key Takeaways
- The OAD survey is a two-part, adjective-based behavioral assessment that captures both natural personality traits and perceived job behaviors. Participants complete the OAD survey twice using different instructions, with each pass covering 110 matched adjectives.
- Most respondents complete the survey in 10–20 minutes. The free-choice word format keeps friction low for candidates and employees alike.
- Unlike typology tools such as DISC or MBTI, OAD outputs continuous scale scores across multiple behavioral dimensions, preserving nuance for selection decisions and development planning.
- OAD’s validation rests on exploratory and confirmatory factor analysis across large datasets, with construct validity linked to the five factor model and criterion-related evidence tied to workplace outcomes.
- OAD helps reduce turnover and improve team performance by surfacing mismatch patterns early, enabling proactive coaching, role redesign, and smarter hiring.
What Is the OAD Survey?
OAD stands for Organization Analysis and Design. The OAD survey is an adjective-based behavioral and personality assessment built specifically for workplace use. It is designed for organizational diagnostics and team fit analysis, not personal curiosity or workshop entertainment. The OAD survey assesses behavioral traits to align individuals with suitable jobs, providing HR leaders, CEOs, and managers with structured data for high-stakes decisions around hiring, development, and organizational analysis.
Originally developed by Michael J. Gray through research dating back to the late 1980s, OAD has evolved from a tool used in Fortune 500 settings into a modern SaaS platform accessible to mid-sized companies. The assessment outputs scale-based scores across multiple behavioral dimensions rather than sorting people into rigid personality types. This means a person isn’t labeled as simply “dominant” or “analytical.” Instead, they receive nuanced scores that describe where they fall along each trait continuum, allowing more accurate and relevant job-person matching.
Purpose and Core Use Cases of the OAD Survey
The OAD survey serves three primary purposes: selection, development, and organizational diagnosis. Each of these maps to decisions that HR leaders and managers face daily.
- Hiring and role fit. Companies use OAD profiles as one input in the hiring process to clarify fit and reduce risk. OAD supports hiring by comparing candidates against benchmarks built from high-performing incumbents, which is especially valuable in high-variance roles like sales, account management, and frontline leadership.
- Leadership development and coaching. Managers use OAD assessment results to shape feedback conversations, identify leadership style tendencies, and build personalized development plans aligned with each person’s natural motivators and communication style.
- Organizational analysis. By aggregating data across teams and departments, OAD helps identify role overload and team friction early, revealing systemic issues that go beyond individual performance problems.
The OAD survey aids in understanding work temperaments to enhance management. It is positioned as a decision-support tool to complement interviews, reference checks, and skills tests, not to replace human judgment in the process.
Inside the OAD Survey: Two-Part Adjective Format
The OAD survey uses two matched questionnaires of 110 adjectives each. Participants complete the survey twice: first selecting words that describe them in general, and then selecting words that describe how they must behave in their current job. The same 110 adjectives appear in the same order across both passes, creating a clean basis for comparison.
OAD separates self-descriptions from perceived job behaviors. This structure is what makes the assessment more than a standard personality test. It captures two distinct signals from the same person using the same language.

Self Traits: How People See Themselves
In the first pass, respondents select adjectives that describe them “in general” across contexts. This gives a snapshot of stable traits, capturing how a person naturally thinks, communicates, and makes decisions regardless of job demands.
The OAD survey measures six behavioral scales including assertiveness and creativity. Other dimensions reported include emotional control, detail orientation, patience, and sociability. These natural personality traits align conceptually with the five factor model (Big Five) but are translated into workplace-relevant scales that predict leadership style, communication preferences, and decision speed.
This output is useful for both selection and long-term development planning. A person who scores high on assertiveness and low on patience, for example, will likely thrive in fast-paced roles but may struggle in positions requiring steady, process-heavy execution.
Perceived Job Behaviors: How People Feel They Must Act at Work
The second pass focuses on “How I must act in my current role.” Using the same 110 adjectives, respondents now select words that describe the job behaviors their position, manager, and organizational culture seem to demand.
This captures perceived job behaviors driven by workload pressure, reporting expectations, and team norms. Large differences between traits and perceived job behaviors can indicate over-adaptation, masking, or early warning signs of burnout.
Consider a concrete example: an introverted analyst who naturally prefers independent, detail-oriented work but believes the role requires constant client-facing interaction and high-energy collaboration. That gap between how the person is and how they feel they must behave creates friction, and OAD makes it visible.
This second output is especially powerful for organizational analysis, revealing which roles or teams are under persistent strain.
Comparing Traits vs Perceived Job Behaviors
The real power of the OAD survey comes from comparing the two outputs across the same adjective set. OAD supports organizational analysis by comparing self-perception and role demands side by side.
Interpretation follows a straightforward pattern:
| Gap Size | What It Signals | Recommended Action |
|---|---|---|
| Small | Strong role fit | Maintain and develop |
| Moderate | Growth or stretch | Coach and monitor |
| Large | Friction or misalignment | Re-scope role or intervene |
OAD outputs help identify mismatch patterns like role overload. Aggregated comparisons across multiple people in the same job family can reveal structural design issues, not just individual problems. HR and managers can use these comparisons in direct conversations to adjust expectations, clarify priorities, or redesign workloads before issues escalate.
Questionnaire Length, Timing, and Candidate Experience
The OAD survey consists of two matched questionnaires of 110 adjectives each, for a total of 220 selections. The survey typically takes 10–20 minutes to complete, with many respondents finishing in under 10 minutes depending on reading speed, language fluency, and device.
Factors that influence completion time include reflection style (fast scanners vs. deliberate thinkers) and whether the assessment is taken on desktop or mobile. The OAD survey uses adjective-based formats to reduce social desirability bias. Rather than rating agreement with long statements, respondents simply select words that fit. There is no obvious “right” answer, which keeps friction low for candidates in high-volume hiring scenarios.
The candidate experience is clean: no trick questions, clear instructions, mobile-friendly design, and immediate availability of oad survey results to authorized HR users.
Where the OAD Survey Fits Among Workplace Personality Tests
Corporate environments rely on tools like DISC, MBTI, and generic Big Five inventories. Each serves a purpose, but they differ in format, rigor, and output. OAD is a behavioral analytics instrument grounded in psychometrics, not a simple type tool or morale-boosting workshop game.
Three differentiators set OAD apart: the adjective-based format, the two-part structure capturing traits and perceived job behaviors, and the explicit design for organizational analysis. OAD’s outputs are scale scores along multiple dimensions, which preserve nuance and support more precise job-person matching than binary types. This makes OAD an effective tool for leadership development and talent analytics.
Adjective-Based Surveys vs Rating-Scale Personality Tests
Most personality tests ask people to rate agreement with statements on a Likert scale. This approach invites socially desirable responding, where candidates answer in ways they think employers want. OAD’s adjective selection format reduces this effect. Respondents scan a list of words and select those that honestly describe them, rather than carefully weighing whether they “strongly agree” with a behavioral statement.
Good tests minimize the sense of a right answer. The OAD survey’s word list has been refined through psychometric item analysis to avoid vague or trendy adjectives that add noise. This format helps HR gather usable behavioral data without overburdening candidates.
OAD vs Typology Systems (DISC, MBTI)
OAD is not a typology system like DISC or MBTI. It does not classify people into fixed four-letter codes or quadrant types. Instead, OAD uses continuous scales, which allow more granular distinctions. Two people can both score high on assertiveness yet differ meaningfully on patience, detail orientation, or creativity.
Rigid types carry a risk of oversimplification, particularly for selection decisions. When you decide whether someone fits a role based on a four-quadrant label, you necessarily lose information. Scale-based profiles reduce that risk. OAD assessment results should be framed as tendencies and preferences, not destiny or boxes that define a person.
Scientific Foundations: Factor Analysis, Reliability, and Validity
For a workplace assessment to earn the label “science-based,” it needs stable structure, reliable scales, and clear job-related evidence. OAD meets these criteria through systematic validation work spanning decades.
Exploratory and Confirmatory Factor Analysis
OAD employs exploratory and confirmatory factor analysis for validation. Exploratory factor analysis was used in OAD’s early research to identify how the 110 adjectives naturally grouped into dimensions such as dominance, sociability, pace, conformity, and emotional control. This process, conducted across multiple administrations with US employees between 1987 and 1990, reduced an initial pool of roughly 250 adjectives down to the current 110.
Once a six-factor structure was identified, confirmatory factor analysis was performed on separate datasets, including a UK sample of approximately 2,842 respondents. The factor analysis confirmed that the model held up across different populations, establishing OAD as a serious psychometric instrument rather than an arbitrary grouping exercise.
Reliability: Consistent Measurement Over Time and Items
Reliability basically asks: does this test measure traits consistently enough that two people with similar behaviors will get similar scores? OAD uses internal consistency metrics to ensure each scale is built from adjectives that correlate meaningfully with each other. Core scales show acceptable reliability coefficients sufficient for workplace decisions, though some random variation is expected in any self-report tool.
Consistent measurement supports fairer, more defensible decisions in hiring and promotion, which is relevant for companies involved in high-volume talent acquisition.
Validity: Connecting OAD Scores to Real Job Behaviors
Validity asks whether scores relate predictably to job behaviors and outcomes. OAD’s two-part structure has construct validity support because it separates baseline personality from role pressure effects. Criterion-related validity studies have linked OAD patterns to outcomes such as retention, promotion readiness, and communication effectiveness across industries.
Convergent validity with Big Five-based tools shows expected overlaps in constructs like extraversion and conscientiousness, while retaining OAD’s work-specific lens. Organizations using OAD for hiring should ensure transparent, job-related use to meet ethical expectations and legal standards around selection practices.
OAD and the Five Factor Model (Big Five)
The five factor model is the dominant framework in personality psychology, covering extraversion, openness, agreeableness, conscientiousness, and emotional stability. OAD is not a direct Big Five clone but aligns conceptually with these domains, translated into behaviorally specific workplace scales.
Overlap and Translation from Big Five to OAD
OAD scales related to sociability, assertiveness, and emotional control map roughly onto Big Five extraversion and emotional stability. Detail orientation and rule focus correspond to aspects of conscientiousness. OAD’s structure was influenced by practical workplace demands first, with the Big Five used as a validation reference point rather than a design blueprint. HR leaders familiar with psychology research can use the Big Five as a mental map while relying on OAD outputs for specific decisions about role fit, communication style, and team design.
When to Use OAD vs Big Five Tools
Big Five inventories are best suited for research, broad developmental workshops, or university contexts. For applied HR contexts like hiring for specific positions, planning leadership pipelines, and analyzing team performance, the oad assessment delivers workplace-specific insights without requiring translation. OAD’s perceived job behaviors output makes it particularly valuable when role pressure, workload, and culture fit are central concerns. For mid-sized companies, OAD alone usually provides sufficient behavioral signal for most talent decisions.
Organizational Analysis: Using OAD Beyond Individual Profiles
OAD is an organizational signal, not just a tool for individual reports. Aggregating OAD data across departments allows HR and executives to detect patterns: which teams are under chronic role strain, where leadership style misaligns with culture, and where organizational development efforts should focus.

Leadership Style and Coaching With OAD
OAD profiles expose default leadership tendencies, from directive vs. collaborative style to tolerance for ambiguity. Comparing a leader’s traits to their perceived job behaviors highlights where they feel pressure to manage differently than they naturally would. An OAD analyst can walk through a typical coaching workflow: review the profile, explore behavior gaps, identify strengths under pressure, and create targeted behavior experiments. OAD can flag early burnout risk in leaders whose profiles show extreme gaps between trait patience and high-urgency perceived job behaviors over time.
Team Diagnostics: Fit, Friction, and Role Demands
Plotting multiple team members’ OAD profiles reveals where group norms help or hinder collaboration. For example, a sales team overloaded with highly dominant, low-detail profiles might close deals fast but struggle with implementation and client retention. The OAD survey results can help in team dynamics and self-awareness by creating shared language for discussing fit, workload, and collaboration norms. Shared perceived job behavior patterns, where everyone feels they must behave in a certain way, often suggest organizational design issues rather than individual quirks.
Integrating OAD Into Role Design and Intervention Planning
Job benchmarking identifies specific behavioral traits required for roles. OAD patterns from high performers inform job design by clarifying which behavioral demands are critical versus nice-to-have. HR can use this data to adjust job descriptions, KPIs, and reporting structures. Of course, OAD is not a skills or cognitive ability test, so it should be combined with performance metrics, interviews, and knowledge assessments in intervention planning.
From Traits to Turnover: How the OAD Survey Helps Reduce Attrition
Turnover costs for knowledge workers often reach 1.0–1.5x annual salary per departure. Behavioral misfit is a major contributor. OAD helps reduce turnover by identifying mismatch patterns early, people placed into roles that demand constant behaviors far from their stable traits.
Talent Selection: Putting the Right Person in the Right Job
Talent acquisition aligns candidates’ natural temperaments with job demands. Organizations build success profiles using OAD data from existing high performers in specific roles, then compare candidate profiles against these benchmarks to spot strong fits and likely friction before making offers. OAD is one component in a legally defensible selection process that also includes structured interviews and job-related assessments. When you assess candidates against accurate behavioral benchmarks, you avoid obvious misfits at the hiring stage and reduce downstream performance management struggles.
Retention and Engagement: Monitoring Role Stretch Over Time
Re-administering OAD at key points, after promotions, during reorganizations, or annually, tracks changes in perceived job behaviors. Growing gaps between traits and job behaviors act as an early-warning system for disengagement, fatigue, or quiet quitting. Managers can use this data to adjust responsibilities, clarify priorities, or provide resources before issues escalate. OAD insights also shape internal mobility decisions, helping redeploy employees into roles that better match their behavioral profile. Making OAD part of a broader people analytics stack alongside engagement surveys and retention metrics strengthens the overall quality of talent decisions.
Implementation: Admin, Reporting, and Data Governance in OAD.ai
OAD is delivered via the OAD.ai cloud platform, built for mid-sized companies that need fast, actionable behavioral insights without heavy analytics infrastructure.
Admin Flow and Instant Reporting
The workflow is straightforward: create a role in OAD.ai, send the survey link to candidates or employees, track completion, and view results dashboards. Reports are available within seconds of completion, allowing HR to integrate OAD into fast-moving hiring without delay. Non-psychologist HR professionals can interpret results via clear visuals, summaries, and suggested interview questions. The platform supports multi-location and multi-role deployments, which clients scaling from 50 to 250+ employees find particularly useful.
Reporting Structure: From Psychometrics to Practical Insights
While OAD is built on robust psychometrics, the reporting layer translates statistics into behaviorally concrete language. Reports include overview summaries, trait scale graphs, gaps between traits and perceived job behaviors, and interpretive text tied to work outcomes like decision-making, conflict style, and response to role pressure. Reports include prompts for follow-up conversations rather than prescriptive judgments, which keeps the tool responsible and actionable.
Data Confidentiality, Ethics, and Responsible Use
Anonymity and communication are crucial for effective OAD survey implementation. Responsible use requires clear governance: who has access to profiles, how results are communicated, and how long data is stored. OAD.ai adopts globally aligned standards for data protection, including secure transmission and role-based access controls. Organizations should maintain transparent policies with employees about why the assessment is used and how it benefits both the business and individuals. Overreliance on any single assessment for hiring decisions is wrong. OAD should complement a balanced, fair selection process where relationships between data points, not isolated scores, drive decisions.

FAQ
What does OAD stand for, and what is an OAD Survey in simple terms?
OAD stands for Organization Analysis and Design. The OAD survey is a 10–20 minute adjective-based behavioral assessment used in workplaces. Participants pick words describing themselves and how they must behave at work, generating scales that help HR talk about role fit, team composition, and leadership potential in concrete terms. It is not a clinical test or therapy tool but a practical instrument for hiring, development, and organizational analysis.
How long does the OAD Survey really take, and when should we tell candidates about it?
The typical completion window is 10–20 minutes, with many respondents finishing in under 10 minutes. Tell candidates upfront so they can find a quiet window, ideally before or after interviews. Communicating expected timing builds trust and helps ensure thoughtful, honest responses that produce accurate results.
Is the OAD Survey a personality test, and how is it different from MBTI or DISC?
Yes, OAD is a personality and behavioral assessment, but it outputs continuous scales instead of putting people into types. MBTI and DISC assign a type or quadrant, whereas OAD provides nuanced profiles plus perceived job behaviors for each person. OAD is designed for organizational analysis and data-driven decision-making, not just self-awareness workshops.
Can we use OAD results to make hiring decisions without getting into legal trouble?
No reputable assessment should be the sole basis for hiring decisions. OAD is intended as one structured input alongside interviews and job tests. Its job-related, validated scales and transparent methodology support legally defensible use when combined with consistent, non-discriminatory processes. Organizations should align OAD use with local employment laws and, where needed, consult legal counsel or industrial-organizational psychologists with relevant interest and knowledge.
Does the OAD Survey help us reduce turnover, or is it mainly for leadership development?
OAD is built to support both. It identifies misfits early and reveals ongoing role pressure, providing leading indicators of churn risk that HR can act on across front-line roles, sales teams, customer success, and management tracks. To quantify impact, track turnover and performance metrics before and after implementing OAD in your organization.


