+ NEW

The Human vs AI Skills Report 2026683 skill groups tested against AI setups.

+ NEWThe Human vs AI Skills Report 2026· 683 skill groups tested against AI setups.

Cognitive Preference Type

Understand how each person takes in information and makes decisions under pressure, revealing how different minds approach the same problem.

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Trusted by 5,000+ customers worldwide.

Cognitive Preference Type Report

Four-dichotomy preference model · 72 forced-choice items · type dynamics with clarity indices

INTJ

Aaron Kessler · Product Manager Platform

XB-CPT-20841 · Aug 10, 2026 · n = 18,020 US technology professionals

Preference clarity diverging scale

0 = balanced · 100 = very clear

Extraversion74IntroversionClear

Sensing81IntuitionVery clear

Feeling66ThinkingClear

Perceiving22JudgingSlight

Three clear preferences and one slight the Judging pole is held loosely, so plans stay open longer than most J profiles.

Function stack

DominantIntroverted Intuition (Ni)Long-horizon framing; convictions form early.

AuxiliaryExtraverted Thinking (Te)Structures the plan once the frame is set.

TertiaryIntroverted Feeling (Fi)Private values check, rarely voiced.

InferiorExtraverted Sensing (Se)Detail and logistics drain energy under stress.

Type table

ISTJ

ISFJ

INFJ

INTJ

ISTP

ISFP

INFP

INTP

ESTP

ESFP

ENFP

ENTP

ESTJ

ESFJ

ENFJ

ENTJ

Shaded cells are adjacent types the candidate could verify against; INTJ was confirmed on review.

Team implications

Send written context ahead of the meeting and expect the sharpest input afterwards. Pair with a Sensing profile for launch checklists and QA detail.

Stress signature

Load rises›Meetings stack›Se grip: detail & criticism›Reset: planning block

0 of 72 items omitted · test–retest agreement 0.87 on three of four pairs · type describes preference, not skill · generated by Xobin

Illustrative preview · sample data, not performance benchmarks

What actually happens

How a person prefers to take in information and reach decisions useful for team composition.

1
Preference pairs, not right answers
Candidates choose between two equally valid ways of working, which surfaces preference instead of ability.
Cognitive Preference / Pair 7 of 20
Which describes how you usually work?
Map the whole problem · Start and adjust
LeftNeitherRight
Decide with data · Decide with people impact
LeftNeitherRight
Think out loud · Think then speak
LeftNeitherRight
Keep options open · Close the decision
LeftNeitherRight
Illustrative preview · sample data, not performance benchmarks
2
Four axes plot a type
Choices resolve into information intake, decision basis, energy source and closure preference, with strength shown per axis.
Cognitive Preference / Type map Andre Lewis
Analytical plannerDetail intakestrongLogic-ledmoderateReflectivestrongClosure-seekingmoderate
Illustrative preview · sample data, not performance benchmarks
3
Use it to build the team, not filter it
The report suggests who to pair this person with, how to hand them work and where their preference will grate against the team's default.
Reports / Cognitive Preference Andre Lewis
Preference type
IST-P
Works best with written briefsstrong
Needs closure before pivotingmoderate
Prefers async debatestrong
Comfort with open scopelow
Pair with an exploratory PM. Give scope in writing 24 hours before decisions.
Illustrative preview · sample data, not performance benchmarks

Who it's for

Built for teams like yours

Tell us where you fit and we'll tailor the demo to your hiring volume, roles and tools.

Startups & growing teams
Hire your first 10 to 200 people without a big recruiting team. Set up in minutes and screen every applicant the same way.
Book a startup demo
Mid-size companies
Bring structure to hiring across several teams and locations, with shared test libraries and clear reports for every manager.
Book a team demo
Enterprises
Run high-volume hiring with single sign-on, ATS integrations, audit trails and enterprise-grade security reviews.
Talk to enterprise sales
Staffing & RPO agencies
Screen candidates for many clients at once, share branded reports and send stronger shortlists faster.
Book an agency demo

What you get out of it

Know how a person prefers to think and decide.

4 pairsof preferences
Information, decision, energy and structure preferences come out as a clear type.
Smootherteam pairing
Managers place people on work that matches how they naturally process problems.
Feweronboarding stumbles
New hires get instructions in the format they actually absorb.

Trusted by industry leaders

Trusted by organizationsbuilding high-performing teams.

From startups to global enterprises, organizations worldwide rely on Xobin to make confident talent decisions every day.

5.3M+

Assessments conducted

Empowering millions of careers every year

5,000+

Customers worldwide

From startups to global enterprises

55+

Countries

A truly global footprint

“

We have a wide range of processes across both tech and customer-facing roles, making training programs a significant investment for us. Xobin helps us ensure their effectiveness.”

Akhil Sikri

CEO

Zolostays

Recognized by Gartner®

Xobin Recognized in the 2024 Gartner® Market Guide for Developer Skills Assessment and Interview Platforms.

Read the announcement

Built to connect. Built to protect.

Seamless integrations.Enterprise-grade security.

Xobin fits right into your ecosystem and protects what matters most: your data, your candidates, and your trust.

Works with the tools
you love

Pre-built integrations to streamline your hiring workflows.

View all integrations

& more

What customers say

Reviewed by the teams
who hire every day.

Real reviews from talent and L&D leaders running Xobin in production.

Video review

5.0

“As we wrapped up growth this year, we needed a skills assessment tool. Xobin amazed us with its features, especially the depth of the question library and how fast we could get a role live.”

Paul Warni Martin

Senior Manager, 3Cloud

5.0

“We were on a tight deadline and had to have an employee testing tool that I could implement quickly. Xobin delivered. It's a good platform with proctoring and support at an excellent cost/benefit ratio.”

Neelam Joshi

HR Manager, AVP HR, Digit Insurance

5.0

“We use Xobin to assess our training effectiveness, and it works like a charm. Creating structured tests for different IT skill levels is easy, and the detailed analytics help us tweak our programs.”

Lisa Singh

Director, Adaps

5.0

“Xobin made our technical candidate screening fast and hassle-free. We shortlisted candidates who scored above 60%, which streamlined our interview process.”

Firdaus K.

Client Services Manager

5.0

“Xobin is the best screening platform we've used. Its AI-powered evaluation makes candidate screening faster and more accurate, and the support team is always responsive.”

Sushant P.

Business Technology Associate

5.0

“We have a wide range of processes across both tech and customer-facing roles, making training programs a significant investment for us. Xobin helps us ensure their effectiveness.”

Akhil Sikri

CEO, Zolostays

5.0

“Xobin covers almost every technology and role we need for internal evaluations. The platform's security features ensure reliable, cheat-proof assessments, giving us confidence in the results.”

Narasimman N

Manager, Sigma Infotech

Case Studies

Results that speak for themselves.

IT Recruitment48hRole closure turnaround
“Xobin has streamlined our recruitment process, it has reduced the need of manual work and minimized the time required to conduct the tests.”
Read story
IT & Software70%Reduction in campus hiring time
“We could successfully optimize our campus hiring efforts by using the Xobin assessment platform. Our hiring goals were achieved as a result of the platform's effectiveness.”
Read story
Logistics Software100%Customized role evaluations
“We could successfully identify top talent, save a lot of time and successfully hire the best candidates from the talent pool because of Xobin.”
Read story

View all case studies

Product tour

See your next hire in high definition.

Get a walkthrough shaped around your roles, volume and tools.

Book a Demo

Before you ask.

How someone prefers to take in information and reach a decision detail-first versus pattern-first, analysis versus intuition not how capable they are.

Mostly for team composition and onboarding: knowing that half a team decides on data and half on precedent explains a lot of friction.

No. Preference and ability are separate, and the report says so explicitly.

Validation and reliability are specific to the assessment, version and reference population. Request the technical documentation for your selected instrument, including the applicable reliability measure, norm sample and validity evidence. Illustrative report figures are not validation evidence.

Yes. Employee, manager and department data syncs from Workday, BambooHR, SAP SuccessFactors, HiBob or a CSV feed, so hierarchy and access stay current without manual upkeep.

Data stays inside your account and is never used to train models outside it. Xobin is SOC 2 Type II and ISO 27001 certified, with GDPR-aligned data processing and configurable retention.

Explore what sits next to this.

Get Started

See it in action.
Built for how you hire.

What to expect:

Get a personalized demo of Xobin
Hear proven customer success stories
Learn about pricing for your use case
Explore Xobin's features in real-time

Trusted. Certified. Secure.

What actually happens

How a person prefers to take in information and reach decisions useful for team composition.

1
Preference pairs, not right answers
Candidates choose between two equally valid ways of working, which surfaces preference instead of ability.
Cognitive Preference / Pair 7 of 20
Which describes how you usually work?
Map the whole problem · Start and adjust
LeftNeitherRight
Decide with data · Decide with people impact
LeftNeitherRight
Think out loud · Think then speak
LeftNeitherRight
Keep options open · Close the decision
LeftNeitherRight
Illustrative preview · sample data, not performance benchmarks
2
Four axes plot a type
Choices resolve into information intake, decision basis, energy source and closure preference, with strength shown per axis.
Cognitive Preference / Type map Andre Lewis
Analytical plannerDetail intakestrongLogic-ledmoderateReflectivestrongClosure-seekingmoderate
Illustrative preview · sample data, not performance benchmarks
3
Use it to build the team, not filter it
The report suggests who to pair this person with, how to hand them work and where their preference will grate against the team's default.
Reports / Cognitive Preference Andre Lewis
Preference type
IST-P
Works best with written briefsstrong
Needs closure before pivotingmoderate
Prefers async debatestrong
Comfort with open scopelow
Pair with an exploratory PM. Give scope in writing 24 hours before decisions.
Illustrative preview · sample data, not performance benchmarks

Who it's for

Built for teams like yours

Tell us where you fit and we'll tailor the demo to your hiring volume, roles and tools.

Startups & growing teams
Hire your first 10 to 200 people without a big recruiting team. Set up in minutes and screen every applicant the same way.
Book a startup demo
Mid-size companies
Bring structure to hiring across several teams and locations, with shared test libraries and clear reports for every manager.
Book a team demo
Enterprises
Run high-volume hiring with single sign-on, ATS integrations, audit trails and enterprise-grade security reviews.
Talk to enterprise sales
Staffing & RPO agencies
Screen candidates for many clients at once, share branded reports and send stronger shortlists faster.
Book an agency demo

What you get out of it

Know how a person prefers to think and decide.

4 pairsof preferences
Information, decision, energy and structure preferences come out as a clear type.
Smootherteam pairing
Managers place people on work that matches how they naturally process problems.
Feweronboarding stumbles
New hires get instructions in the format they actually absorb.

Trusted by industry leaders

Trusted by organizationsbuilding high-performing teams.

From startups to global enterprises, organizations worldwide rely on Xobin to make confident talent decisions every day.

5.3M+

Assessments conducted

Empowering millions of careers every year

5,000+

Customers worldwide

From startups to global enterprises

55+

Countries

A truly global footprint

“

We have a wide range of processes across both tech and customer-facing roles, making training programs a significant investment for us. Xobin helps us ensure their effectiveness.”

Akhil Sikri

CEO

Zolostays

Recognized by Gartner®

Xobin Recognized in the 2024 Gartner® Market Guide for Developer Skills Assessment and Interview Platforms.

Read the announcement

Built to connect. Built to protect.

Seamless integrations.Enterprise-grade security.

Xobin fits right into your ecosystem and protects what matters most: your data, your candidates, and your trust.

Works with the tools
you love

Pre-built integrations to streamline your hiring workflows.

View all integrations

& more

What customers say

Reviewed by the teams
who hire every day.

Real reviews from talent and L&D leaders running Xobin in production.

Video review

5.0

“As we wrapped up growth this year, we needed a skills assessment tool. Xobin amazed us with its features, especially the depth of the question library and how fast we could get a role live.”

Paul Warni Martin

Senior Manager, 3Cloud

5.0

Neelam Joshi

HR Manager, AVP HR, Digit Insurance

5.0

Lisa Singh

Director, Adaps

5.0

“Xobin made our technical candidate screening fast and hassle-free. We shortlisted candidates who scored above 60%, which streamlined our interview process.”

Firdaus K.

Client Services Manager

5.0

“Xobin is the best screening platform we've used. Its AI-powered evaluation makes candidate screening faster and more accurate, and the support team is always responsive.”

Sushant P.

Business Technology Associate

5.0

“We have a wide range of processes across both tech and customer-facing roles, making training programs a significant investment for us. Xobin helps us ensure their effectiveness.”

Akhil Sikri

CEO, Zolostays

5.0

“Xobin covers almost every technology and role we need for internal evaluations. The platform's security features ensure reliable, cheat-proof assessments, giving us confidence in the results.”

Narasimman N

Manager, Sigma Infotech

Case Studies

Results that speak for themselves.

IT Recruitment48hRole closure turnaround
“Xobin has streamlined our recruitment process, it has reduced the need of manual work and minimized the time required to conduct the tests.”
Read story
IT & Software70%Reduction in campus hiring time
“We could successfully optimize our campus hiring efforts by using the Xobin assessment platform. Our hiring goals were achieved as a result of the platform's effectiveness.”
Read story
Logistics Software100%Customized role evaluations
“We could successfully identify top talent, save a lot of time and successfully hire the best candidates from the talent pool because of Xobin.”
Read story

View all case studies

Product tour

See your next hire in high definition.

Get a walkthrough shaped around your roles, volume and tools.

Book a Demo

Before you ask.

How someone prefers to take in information and reach a decision detail-first versus pattern-first, analysis versus intuition not how capable they are.

Mostly for team composition and onboarding: knowing that half a team decides on data and half on precedent explains a lot of friction.

No. Preference and ability are separate, and the report says so explicitly.

Yes. Employee, manager and department data syncs from Workday, BambooHR, SAP SuccessFactors, HiBob or a CSV feed, so hierarchy and access stay current without manual upkeep.

Data stays inside your account and is never used to train models outside it. Xobin is SOC 2 Type II and ISO 27001 certified, with GDPR-aligned data processing and configurable retention.

Explore what sits next to this.

Get Started

See it in action.
Built for how you hire.

What to expect:

Get a personalized demo of Xobin
Hear proven customer success stories
Learn about pricing for your use case
Explore Xobin's features in real-time

Trusted. Certified. Secure.

Cognitive Preference Type

What actually happens

Preference pairs, not right answers

Four axes plot a type

Use it to build the team, not filter it

Built for teams like yours

Startups & growing teams

Mid-size companies

Enterprises

Staffing & RPO agencies

What you get out of it

Trusted by organizationsbuilding high-performing teams.

Seamless integrations.Enterprise-grade security.

Works with the toolsyou love

Reviewed by the teams who hire every day.

Results that speak for themselves.

See your next hire in high definition.

Before you ask.

Explore what sits next to this.

AI Driven Forms

Resume Parsing

Candidate Pool Management

See it in action.Built for how you hire.

What to expect:

What actually happens

Preference pairs, not right answers

Four axes plot a type

Use it to build the team, not filter it

Built for teams like yours

Startups & growing teams

Mid-size companies

Enterprises

Staffing & RPO agencies

What you get out of it

Trusted by organizationsbuilding high-performing teams.

Seamless integrations.Enterprise-grade security.

Works with the toolsyou love

Reviewed by the teams who hire every day.

Results that speak for themselves.

See your next hire in high definition.

Before you ask.

Explore what sits next to this.

AI Driven Forms

Resume Parsing

Candidate Pool Management

See it in action.Built for how you hire.

What to expect:

Works with the tools
you love

Reviewed by the teams
who hire every day.

See it in action.
Built for how you hire.

Works with the tools
you love

Reviewed by the teams
who hire every day.

See it in action.
Built for how you hire.