JD
Job Description
Defines responsibilities, qualifications and what the organization believes the position requires.
RoleMatch AI by Assessment.com
Hire based on proven success, not just a job description.
Your organization already has people who have demonstrated what success looks like. RoleMatch AI uses MAPP® profiles to compare candidates and employees with your proven top performers, giving HR and talent teams a powerful internal benchmark for hiring, mobility, development and succession.
Choose Nearest Neighbor to compare against one proven top performer, or
Cohort Match to compare against five proven top performers in the same or
similar role.
RoleMatch AI Candidate Comparison
Illustrative talent benchmarking view
C
Candidate ProfileMAPP motivational and work-preference pattern
87%
↓ COMPARED WITH ↓
Nearest Neighbor
1 proven top performer
Cohort Match
5 proven performers in similar roles
AI Talent Insight
Strong alignment in motivational pattern. Review differences in independence,
persuasion and change orientation during the structured interview.
1 Proven PerformerNearest Neighbor comparison
5 Proven PerformersCohort benchmark in same or similar role
9 MAPP AreasRich motivational and work-preference comparison
One Talent PlatformAdd skills, screening, interviews and development
A Different Hiring Question
Move from theoretical job fit to proven organizational fit.
Job descriptions explain what a role is supposed to require. Your proven performers provide evidence about the people who are actually succeeding inside your culture, processes, market and operating environment.
CV
Résumé & Experience
Shows where the candidate has been, what they have done and which qualifications they claim or demonstrate.
RM
RoleMatch AI
Adds another question: how closely does this person's MAPP profile resemble people who have already proven successful here?
Your Company's Success DNA
The same job title can require very different people in different organizations.
Two companies may both hire a Regional Sales Manager, yet one environment may reward independence, speed and competitive drive while another rewards patience, process discipline, analysis and coordination.
RoleMatch AI helps organizations examine the motivational and work-preference characteristics associated with the people who actually succeed in their environment.
✓
Use real internal evidenceBenchmark against people selected because they have demonstrated measurable
success.
✓
Go beyond generic occupational assumptionsCapture patterns that may be specific to your culture, operating model and
customers.
✓
Ask better questionsUse similarities and differences to guide interviews, development and talent
discussions.
Traditional question:
“Does this person have the right experience?”
RoleMatch question:
“How closely does this person resemble the people who have already succeeded here?”
Two Benchmarking Models
Compare with one proven performer or a cohort of five.
RoleMatch AI supports two practical ways to use proven success as an internal talent benchmark.
Compare Against 1 Proven Top Performer
Use one proven high-performing employee as the reference profile and compare the candidate or employee with that person's underlying MAPP pattern.
Especially useful when:- One employee is clearly exceptional in the role
- The position is highly specialized
- The team is small or only one benchmark is available
- A successor is being compared with a successful incumbent
- You want to know which proven performer a candidate most closely resembles
Compare Against 5 Proven Performers
Use five proven top performers in the same or similar role to establish a broader internal success benchmark and reduce dependence on one individual's unique profile.
Especially useful when:- Several strong performers are available in comparable roles
- The role exists across locations or teams
- You want a broader pattern of success
- A department or job family has enough incumbents to create a meaningful cohort
- You want to compare both individual similarity and group alignment
What RoleMatch AI Compares
A deeper view of motivation and work preference through MAPP®.
RoleMatch AI uses the underlying MAPP profile to compare patterns across major work-related dimensions. The objective is not to find the "highest" score everywhere. It is to understand similarity to proven internal success.
Interest in Job Contents
The tasks and forms of work a person is naturally motivated to perform, including preferences involving people, creativity, routine, tools, systems and other job content.
What you want to doTemperament for the Job
How someone prefers to perform tasks, including change and variety, persuasion, teamwork versus independence, evaluation, analysis, structure and responsibility.
How you prefer to workAptitude for the Job
A generalized perspective on how motivations and preferences may express themselves in work through mental, sensory, physical, mechanical, interpersonal, analytical or practical tendencies.
Expression of performing tasksPeople
Preferences involving interaction with others. Highly relevant to people-intensive roles, while lower interpersonal motivation may be valuable in independent or concentration-heavy work.
How you relate to peopleThings
Preferences involving tools, materials, equipment, processes, mechanical activities and tangible outputs, often relevant in technical, operational and skilled work.
How you relate to thingsData
Preferences for different forms of mental activity, including analytical, scientific, mathematical, academic, financial, technical and information-intensive work.
How you relate to informationReasoning
Where, why and how thinking is most naturally applied, including logic, analysis, problem-solving, strategy, evaluation, sequential reasoning and decision processes.
How you apply thinkingMathematical Capacity
Motivational preference toward different applications of mathematics. Where actual mathematical skill is required, it should also be validated with appropriate skills measures.
Applied use of mathLanguage Capacity
Broad preferences involving words and language, with related tendencies appearing across communication, persuasion, writing, explanation, teaching, reasoning and interpersonal activity.
How you use language
RoleMatch + Assessment.com Platform
Motivational fit is one part of a stronger hiring system.
MAPP is not a direct skills test. Assessment.com allows organizations to combine RoleMatch benchmarking with the additional evidence needed for a more complete talent decision.
MAPP® + RoleMatch AI
Compare motivational and work-preference patterns with proven performers.
100+ Assessment Marketplace
Add skills, communication, leadership, personality and other relevant assessments where appropriate.
AI Assessment Builder
Create custom screening, knowledge, situational judgment and company-specific assessments.
AI Assistant & Interview Guide
Turn assessment findings into targeted questions, summaries and better talent discussions.
How RoleMatch AI Works
Build the benchmark from people who have actually proven success.
The organization determines what success means. RoleMatch AI then helps turn selected MAPP profiles into an internal comparison benchmark.
1
Identify the Role
Select the position, job family, department or leadership group to benchmark.
2
Select Proven Performers
Choose one top performer or five performers in the same or similar role.
3
Complete MAPP
Benchmark employees complete the MAPP Career Assessment.
4
Build the Benchmark
Create the internal comparison reference from the selected profiles.
5
Assess Candidates
Candidates or internal employees complete MAPP.
6
Compare
Evaluate alignment with the proven internal benchmark.
7
Review Fit
Use RoleMatch as one component of the broader talent evaluation.
8
Investigate
Turn similarities and differences into better interview or development questions.
9
Validate
Add skills, experience, qualifications, interviews, references and other evidence.
10
Refine Over Time
Update benchmark choices as stronger performance evidence becomes available.
Choose Benchmarks Carefully
The quality of RoleMatch begins with who your organization defines as successful.
RoleMatch AI does not decide who your top performers are. Your organization does. Strong benchmarks should be selected using meaningful, job-relevant evidence rather than tenure or reputation alone.
✓
Production and goal attainmentSales, output, productivity, quality or other measurable role outcomes.
✓
Performance evidenceManager evaluations, performance reviews, customer satisfaction or operational
results.
✓
Leadership and team outcomesRelevant team performance, engagement, retention or leadership results.
✓
Role-specific measuresUse the performance indicators that genuinely define success for that
role.
The organization defines proven performance.
RoleMatch AI then
asks what motivational and work-preference patterns are present in the MAPP profiles of the
people you selected.
Better Interviews
Do more than rank candidates. Know what to investigate.
One of the most useful applications of RoleMatch is turning profile similarities and differences into focused interview questions rather than treating a match score as a pass or fail decision.
✓
Probe meaningful differencesAsk for behavioral examples in areas where the candidate differs from proven
performers.
✓
Validate apparent strengthsUse interview evidence to confirm whether motivational alignment appears in
actual past behavior.
✓
Keep human judgmentRoleMatch adds structured information without replacing job-relevant
evaluation.
Example AI Interview Guide
Questions generated from benchmark differences
Independence: “Our strongest performers tend to operate with substantial
independence. Tell me about an environment where you had limited supervision and had to
establish your own priorities.”
Persuasion: “This role requires significant stakeholder influence. Tell me
about a time you had to change the direction of a difficult stakeholder.”
Change & Variety: “Our benchmark group appears comfortable with rapidly
changing priorities. Tell me about a role where priorities changed constantly. How did you
respond?”
Beyond External Hiring
Use RoleMatch AI throughout the talent lifecycle.
The same proven-performer benchmarking model can support recruiting, internal mobility, development, succession and retention.
Recruiting & Candidate Comparison
Candidate MAPP Profile + Nearest Neighbor or 5-Person Cohort + Skills + Structured
Interview
Add proven-performer similarity to the hiring conversation. Compare candidates with successful incumbents while still evaluating experience, qualifications, technical skills and other job-relevant evidence.
Internal Mobility
Current Employee + Successful Employees in Another Role
An employee may lack direct experience in another department but still show motivational alignment with people who succeed there. RoleMatch can identify internal talent worth exploring for reskilling, cross-functional transfer or career development.
Succession Planning
Potential Successor + Successful Incumbent or Leadership Cohort
Add another perspective to succession discussions by comparing potential successors with people who have already succeeded in the target leadership or specialized role.
Leadership Development
Emerging Leader + Proven Manager or 5-Person Leadership Cohort
Explore motivational similarities and differences between emerging leaders and successful managers while treating RoleMatch as a development input rather than a pass or fail leadership test.
Retention & Career Mobility
Employee Profile + Internal Role Benchmarks
Before losing a talented employee whose current job is a poor fit, explore whether their MAPP profile aligns more closely with successful people in another role inside the organization.
High-Volume Recruiting
Recurring Role + Credible Top-Performer Benchmark + Consistent Candidate Comparison
For organizations repeatedly hiring into roles such as sales, service, operations, branch management, support or other high-volume positions, RoleMatch can add a consistent internal-fit perspective across a large candidate pool.
Complete Hiring Intelligence
Move beyond a single hiring score.
A strong selection process can combine multiple dimensions instead of asking one assessment or one algorithm to make the employment decision.
RM
RoleMatch AI Fit
How does the MAPP profile compare with selected proven performers?
SK
Skills & Knowledge
Can the individual demonstrate the technical or professional capabilities required?
EX
Experience & Requirements
Do they meet the relevant qualifications, experience and role-specific requirements?
IN
Structured Interview
Can the candidate provide evidence of how they have applied their capabilities in relevant situations?
Responsible use of RoleMatch AI: A high RoleMatch should not automatically mean
“hire,” and a lower RoleMatch should not automatically mean “reject.” MAPP primarily describes
motivations and work preferences. It does not directly establish technical competency,
integrity, experience, education, reliability, job performance or future performance. RoleMatch
is most valuable as one job-relevant source of structured information alongside skills,
qualifications, interviews, references, performance evidence and appropriate human judgment.
Frequently Asked Questions
RoleMatch AI, explained.
What is RoleMatch AI?
RoleMatch AI is Assessment.com's talent-benchmarking solution that compares an individual's MAPP profile with the profiles of proven successful employees selected by the organization.
What is Nearest Neighbor matching?
Nearest Neighbor compares a candidate or employee with one selected proven top performer. It can be useful when a role is specialized, the team is small, or one successful incumbent represents the strongest available benchmark.
What is Cohort Match?
Cohort Match compares the individual with five proven top performers in the same or similar role, providing a broader benchmark and reducing dependence on one person's unique characteristics.
Who determines which employees are top performers?
The organization does. RoleMatch AI does not determine who is successful. Employers should select benchmark employees using meaningful performance evidence appropriate to the role.
What does RoleMatch AI compare?
The MAPP-based comparison can consider patterns across Interest, Temperament, Aptitude, People, Things, Data, Reasoning, Mathematical Capacity and Language Capacity.
Is RoleMatch AI a skills test?
No. MAPP primarily provides information about motivations, preferences and work-related orientations. Where technical or professional skills are required, organizations should use appropriate skills assessments or other evidence.
Can RoleMatch AI replace interviews?
No. RoleMatch is designed to add another structured source of information to the hiring process and can help generate more focused interview questions.
Can RoleMatch AI be used for internal employees?
Yes. Potential applications include internal mobility, succession planning, employee development, leadership pipelines, career development and retention.
Can RoleMatch AI be used for leadership positions?
Yes, as one source of talent and development information. Potential leaders can be compared with successful managers or leadership cohorts while the organization also considers performance, experience, results and other relevant leadership evidence.
Why use proven employees instead of only a job description?
A job description describes what the organization believes a role requires. Successful employees provide evidence about motivational patterns among people already performing effectively inside the company's actual environment. Both perspectives can be valuable.
Does a high RoleMatch guarantee success?
No. No assessment can guarantee job performance. RoleMatch should be considered alongside skills, qualifications, experience, interviews, references, performance evidence and other job-relevant information.
Should a lower RoleMatch automatically disqualify a candidate?
No. A lower match may identify differences worth investigating. It should not automatically determine an employment decision.
Can RoleMatch work with other Assessment.com assessments?
Yes. Organizations can supplement MAPP and RoleMatch with assessments from the Assessment Marketplace and custom screening, skills, knowledge or situational judgment assessments created for their hiring needs.
Stop guessing what success looks like. Benchmark against the people who have already proven it.
Use Nearest Neighbor or 5-person Cohort matching to compare candidates and employees with proven top performers, then combine that insight with skills, screening, interviews and human judgment inside the Assessment.com Talent Intelligence Platform.