Transposition.

The source

How it works

No AI. Every match shows its math. Everything below is rendered straight from one hand-edited data file.

The formula

depth = Casual x1, Serious x1.5, I teach or lead it x2

skill score = sum over your interests of (weight x depth)

counted = min(skill score, 6)

match = sum over occupation skills of (counted x occupation weight) / sum of (6 x occupation weight) x 100

The cap of 6 is one interest at full strength (weight 3, taught or led). It stops one huge skill from carrying a whole match. Example: Judgment and Decision Making from chess 3 x serious 1.5 = 4.5, x occupation weight 3 = 13.5 points.

Why this exists

Degrees and job titles hide a lot of real skill. A chess player, a church choir director or a youth coach often already holds the position a job needs, just by a different route. This tool names that skill in the language hiring uses.

Interests

Competitive chess (Games and strategy, id: chess)

SkillWeightEvidence
Judgment and Decision Making3Choose one move from many options under a clock, then own the result.
Critical Thinking3Test each candidate move against the opponent's best reply.
Complex Problem Solving3Turn an unclear position into a concrete plan.
Active Learning2Review every loss move by move to find the turning point.
Time Management2Budget a fixed clock across a whole game.
Systems Analysis2Read how pieces work together, not one at a time.

Basketball (playing or pickup) (Sports, id: basketball)

SkillWeightEvidence
Coordination3Move five people as one unit in real time.
Social Perceptiveness2Read a teammate's intent before the pass.
Judgment and Decision Making2Pick the shot or the pass in a second.
Monitoring2Track the score, the clock, fouls and matchups at once.

Coaching youth sports (Sports, id: coaching)

SkillWeightEvidence
Instructing3Break a skill into steps a beginner can practice.
Management of Personnel Resources3Decide who plays where and develop each player.
Speaking2Keep a group focused through a game.
Social Perceptiveness2Notice who is discouraged and adjust.

Playing a brass or wind instrument (Music, id: brass)

SkillWeightEvidence
Active Learning2Practice deliberately on the weakest passage.
Monitoring2Listen to your own sound and correct it live.
Coordination2Stay locked with a section and a conductor.

Teaching music to beginners (Music, id: musicteach)

SkillWeightEvidence
Instructing3Plan lessons that move a student from zero to a first song.
Learning Strategies3Pick the method that fits how each student learns.
Active Listening2Hear what a student is actually struggling with.
Service Orientation2Keep students and parents coming back.

Jazz and improvisation (Music, id: jazz)

SkillWeightEvidence
Judgment and Decision Making2Make musical choices in real time with no script.
Active Listening3Respond to what others play, not what you planned.
Complex Problem Solving2Navigate complex harmony on the fly.
Coordination2Trade solos and hand off cleanly.

Managing an artist's brand or music career (Music, id: artistmgmt)

SkillWeightEvidence
Persuasion3Pitch a venue or a playlist curator and land the booking.
Negotiation3Agree on a fee, a set length and terms.
Management of Financial Resources2Price merch, sample packs and shows so they pay.
Coordination2Line up a release across platforms and dates.
Writing2Write bios, pitches and posts that sell.

Scientific research or lab work (Science and making, id: research)

SkillWeightEvidence
Science3Design an experiment and control the variables.
Critical Thinking3Separate a real effect from noise.
Mathematics2Run the statistics on your own data.
Writing2Write up methods and results others can repeat.
Systems Evaluation2Judge whether a system is working against a measure.

Gardening, farming or permaculture (Science and making, id: gardening)

SkillWeightEvidence
Systems Analysis3Design how soil, water, plants and seasons interact.
Management of Material Resources2Plan seed, tools and inputs across a season.
Monitoring2Track plant health and act early.
Science2Apply soil and plant biology.

Community or church organizing (Community and care, id: organizing)

SkillWeightEvidence
Coordination3Run an event with volunteers and no budget.
Persuasion2Get people to show up and give.
Service Orientation3Put the needs of the people served first.
Speaking2Address a room.

Caregiving for family (Community and care, id: caregiving)

SkillWeightEvidence
Service Orientation3Anticipate needs before they are said.
Time Management3Juggle appointments, meals and work.
Monitoring2Notice small changes in someone's health or mood.
Management of Financial Resources2Run a household budget under pressure.

Retail or restaurant work (Community and care, id: retail)

SkillWeightEvidence
Service Orientation3Fix a customer's problem on the spot.
Time Management2Handle a rush without dropping orders.
Coordination2Hand off with a crew during a shift.
Negotiation1Calm a dispute and find a fair fix.

Video games and esports (Games and strategy, id: gaming)

SkillWeightEvidence
Complex Problem Solving2Work out a strategy against changing opponents.
Coordination2Run team plays over voice.
Active Learning2Study patch notes and replays to stay current.
Judgment and Decision Making2Commit to a call in seconds.

Writing fiction or publishing a book (Science and making, id: fiction)

SkillWeightEvidence
Writing3Finish and publish a long, structured piece.
Persuasion2Market the book to readers.
Active Learning2Take editor feedback and revise.
Time Management2Ship against your own deadline.

Building apps or websites as a hobby (Science and making, id: apps)

SkillWeightEvidence
Complex Problem Solving3Turn an idea into something people can use.
Systems Analysis2Connect tools and data so they work together.
Active Learning3Teach yourself new tools from documentation.
Systems Evaluation2Test what works and change what doesn't.

Skills

SkillGroupO*NET idDescription
Reading ComprehensionEssential2.A.1.aUnderstanding written sentences and documents at work.
Active ListeningEssential2.A.1.bGiving full attention to what others say and asking the right questions.
WritingEssential2.A.1.cCommunicating clearly in writing for the reader at hand.
SpeakingEssential2.A.1.dTalking to others so the information lands.
MathematicsEssential2.A.1.eUsing math to solve real problems.
ScienceEssential2.A.1.fUsing scientific rules and methods to solve problems.
Critical ThinkingEssential2.A.2.aUsing logic to weigh the strengths and weaknesses of options.
Active LearningEssential2.A.2.bPicking up new information and putting it to use.
Learning StrategiesEssential2.A.2.cChoosing teaching and learning methods that fit the situation.
MonitoringEssential2.A.2.dWatching your own or others' performance and correcting course.
Social PerceptivenessTransferable2.B.1.aNoticing how others react and understanding why.
CoordinationTransferable2.B.1.bAdjusting your actions to fit what others are doing.
PersuasionTransferable2.B.1.cGetting people to change their minds or act.
NegotiationTransferable2.B.1.dBringing people together to settle differences.
InstructingTransferable2.B.1.eTeaching others how to do something.
Service OrientationTransferable2.B.1.fActively looking for ways to help people.
Complex Problem SolvingTransferable2.B.2.iWorking through messy problems to a solution that holds.
Judgment and Decision MakingTransferable2.B.4.eWeighing costs and benefits and committing to a choice.
Systems AnalysisTransferable2.B.4.gWorking out how a system behaves and what changes will do.
Systems EvaluationTransferable2.B.4.hMeasuring how well a system performs and how to improve it.
Time ManagementTransferable2.B.5.aManaging your own time and others' time.
Management of Financial ResourcesTransferable2.B.5.bDeciding how money gets spent and accounting for it.
Management of Material ResourcesTransferable2.B.5.cGetting and looking after the equipment and supplies a job needs.
Management of Personnel ResourcesTransferable2.B.5.dMotivating, developing and directing people.

Occupations

Starting weights by the site author, editable; not O*NET importance ratings.

OccupationSkills and weights
LogisticiansPlan and run how goods, people and supplies move through an organization.Coordination 3 · Complex Problem Solving 3 · Management of Material Resources 3 · Time Management 2 · Systems Analysis 2
Operations Research AnalystsUse math and models to help organizations decide and run better.Mathematics 3 · Complex Problem Solving 3 · Systems Analysis 3 · Critical Thinking 2 · Judgment and Decision Making 2
Management AnalystsStudy how an organization works and recommend ways to make it work better.Critical Thinking 3 · Complex Problem Solving 3 · Systems Evaluation 2 · Judgment and Decision Making 2 · Speaking 2 · Writing 2
Project Management SpecialistsKeep projects on scope, on time and on budget across teams.Coordination 3 · Time Management 3 · Management of Personnel Resources 2 · Monitoring 2 · Judgment and Decision Making 2
Training and Development SpecialistsDesign and deliver programs that build people's skills at work.Instructing 3 · Learning Strategies 3 · Speaking 2 · Active Listening 2 · Social Perceptiveness 2
Customer Success ManagerMarket title, not O*NETKeep customers getting value from a product so they stay and grow.Service Orientation 3 · Active Listening 3 · Social Perceptiveness 2 · Persuasion 2 · Instructing 2
Sales Representatives of ServicesSell services to businesses and people and keep the relationship going.Persuasion 3 · Negotiation 3 · Speaking 2 · Active Listening 2 · Service Orientation 2
Market Research Analysts and Marketing SpecialistsStudy markets and customers to shape what gets sold and how.Critical Thinking 3 · Mathematics 2 · Writing 2 · Persuasion 2 · Systems Evaluation 2
Public Relations SpecialistsShape how the public and press see an organization.Writing 3 · Persuasion 3 · Speaking 2 · Social Perceptiveness 2
FundraisersRaise money for causes and organizations through donors, events and grants.Persuasion 3 · Coordination 2 · Writing 2 · Speaking 2 · Service Orientation 2
Social and Community Service ManagersRun programs and organizations that serve a community.Service Orientation 3 · Management of Personnel Resources 3 · Coordination 2 · Management of Financial Resources 2 · Social Perceptiveness 2
Instructional CoordinatorsDevelop curricula and help teachers teach them well.Learning Strategies 3 · Instructing 3 · Systems Evaluation 2 · Writing 2 · Active Listening 1
Environmental Scientists and Specialists, Including HealthStudy the environment and protect people's health from hazards.Science 3 · Critical Thinking 2 · Systems Analysis 2 · Writing 2 · Monitoring 2
Soil and Plant ScientistsResearch soil and crops to improve how food and plants grow.Science 3 · Systems Analysis 2 · Critical Thinking 2 · Mathematics 2 · Monitoring 1
Data ScientistsTurn data into models and answers people can act on.Mathematics 3 · Critical Thinking 3 · Complex Problem Solving 2 · Active Learning 2 · Systems Analysis 2
Software Quality Assurance Analysts and TestersFind what breaks in software before users do.Systems Evaluation 3 · Critical Thinking 3 · Monitoring 2 · Complex Problem Solving 2 · Active Learning 1
Agents and Business Managers of Artists, Performers, and AthletesRepresent talent and manage the business side of their careers.Negotiation 3 · Persuasion 3 · Management of Financial Resources 2 · Coordination 2 · Social Perceptiveness 1
Meeting, Convention, and Event PlannersPlan events from venue and budget to the day itself.Coordination 3 · Time Management 2 · Negotiation 2 · Service Orientation 2 · Management of Financial Resources 2
Emergency Management DirectorsPrepare for disasters and lead the response when they happen.Judgment and Decision Making 3 · Coordination 3 · Complex Problem Solving 2 · Speaking 2 · Management of Personnel Resources 2
Producers and DirectorsBring film, stage, music or broadcast work from idea to finished show.Coordination 3 · Management of Personnel Resources 2 · Judgment and Decision Making 2 · Time Management 2 · Management of Financial Resources 1