Futureful · Career Atlas
Real career paths, learned from 102,822 résumés.
What skills actually define a role. Where people really go next. Which of your skills open the most doors. Not opinions, not a model's guess, the honest counts from real US résumés, and every number shows the count of real people behind it.
102,822
résumés
493
roles mapped
51
states + DC
10,582
skills
Every number has a receipt
Each skill, path, and move shows N, the exact number of real résumés behind it. When the evidence is thin, we say so instead of guessing.
Built from individuals, handed back
Aggregate intelligence learned from real people's résumés, returned to help the next person and the employers hiring them.
No fabrication, ever
We never invent a skill, a path, or a salary. If we don't have the data, you see an honest empty state, not a made-up number.
Browse by field
Every sector in the atlas, with the number of roles and résumés mapped.
Software & IT
388 roles · 27,996 résumés
Business & Management
43 roles · 2,853 résumés
Sales & Marketing
6 roles · 1,021 résumés
Finance & Accounting
4 roles · 965 résumés
Creative & Design
4 roles · 816 résumés
Skilled Trades & Manufacturing
9 roles · 760 résumés
Education & Training
1 roles · 385 résumés
Agriculture & Food
2 roles · 364 résumés
Engineering (non-SW)
1 roles · 324 résumés
Operations & Support
7 roles · 302 résumés
HR & Recruiting
1 roles · 296 résumés
Healthcare & Wellness
1 roles · 291 résumés
Legal
1 roles · 280 résumés
Sales & Marketing roles
← all fieldsThe roles with the richest evidence, open any one for its real skill fingerprint and career moves.
Every role in the Atlas
All 493 mapped roles, alphabetical. Each opens its real skill fingerprint and career moves.
account manageraccountantadministrative assistantadministratoradvocateaem developeragricultureai engineerandroid application developerandroid developerangular developerapparelappian developerapplication database administratorapplication developerapplication development analystapplication support specialistarchitectureartsassistant network administratorassistant project managerassociate database administratorassociate it project managerassociate software engineerautomation engineerautomobileaviationaws cloud architectbackend developerbankingbig data developerbig data engineerbig data/hadoop developerblockchainblockchain developerbpobuilding and constructionbusiness analystbusiness systems analystcivil engineercloud engineercomputer vision engineerconsultantcontract engineer iicorporate it project managercustomer service representativecyber security analystcyber security engineercyber security specialistcybersecurity analystcybersecurity engineerdata analystdata engineerdata resarcher/ data scientistdata sciencedata scientistdata security analystdatabasedatabase administratordatabase administrator (dba)database administrator idatabase administrator iidatabase administrator interndatabase administrator/developerdatabase analystdatabase architectdatabase consultantdatabase developerdatabase developer/ administratordatabase engineerdatabase managerdatabase specialistdb2 database administratordeep learning engineerdelivery driverdesigner/ developerdesigningdesktop support techniciandevopsdevops engineerdigital mediadirector of information technologydirector of itdotnet developereducationelectrical engineeringembedded systems engineeretl developerexecutive assistantfield service technicianfinanceflutter developerfood and beveragesfreelance developerfreelance front end developerfreelance front- end web developerfreelance web developerfront end developerfront end engineerfront end ui developerfront end vue.js developerfront end web developerfront end web developer/designerfront end/ ui developerfront end/angular developerfront end/ui developerfront- end developerfront- end developer/designerfront- end engineerfront- end web developerfront-end developerfront-end developer/designerfront-end software developerfront-end web developerfrontend developerfrontend web developerfull stack developerfull stack java developerfull stack java/j2ee developerfull stack python developerfull stack web developerfull-stack developerfull-stack java developerfullstack java developergraduate assistantgraphic designerhadoop developerhadoop/spark developerhealth and fitnesshelp desk analysthelp desk technicianhuman resourcesi.t. project managerindependent consultantindependent contractorinformation assurance analystinformation security analystinformation security engineerinformation security specialistinformation system security officerinformation systems security officerinformation technologyinformation technology managerinformation technology security analystinformation technology specialistinfrastructure engineerintegration project managerios developerit administratorit analystit assistantit auditorit business analystit compliance analystit consultantit consultant/ project managerit directorit engineerit field technicianit infrastructure project managerit infrastructure security analystit leadit managerit manager / project managerit manager/ network administratorit manager/ project managerit manager/network administratorit network administratorit operations managerit program managerit project coordinatorit project managerit project manager (consultant)it project manager iiit project manager/business analystit risk analystit security administratorit security analystit security analyst iit security analyst iiit security analyst internit security analyst/ assessorit security consultantit security engineerit security operations analystit security specialistit service managerit specialistit specialist/system administratorit supportit support analystit support engineerit support managerit support specialistit support technicianit system analystit systems administratorit systems analystit technicianj2ee developerjava / j2ee developerjava application developerjava architectjava aws developerjava backend developerjava developerjava front end /reactjs/web developerjava full stack developerjava full-stack developerjava fullstack developerjava j2ee developerjava ui developerjava web developerjava/ j2ee developerjava/j2ee developerjava/j2ee full stack developerjava/jee developerjavascript developerjob seekerjr. database administratorjr. java developerjunior database administratorjunior front end developerjunior it project managerjunior java developerjunior network administratorjunior oracle database administratorkubernetes engineerlead database administratorlead developerlead front end developerlead front-end developerlead java developerlead network engineerlead python developerlinux system administratormachine learning engineermanagementmarketing directormarketing managermean stack developermechanical engineermlops engineermobile developerms sql database administratorms sql server database administratorms sql server dbamulesoft developermysql database administratornetwork & system administratornetwork & systems administratornetwork administratornetwork administrator iinetwork analystnetwork and system administratornetwork architectnetwork consultantnetwork engineernetwork engineer (snp)network engineer iinetwork engineer/ administratornetwork operations engineernetwork security administratornetwork security analystnetwork security engineernetwork specialistnetwork support engineernetwork support techniciannetwork systems administratornetwork techniciannetwork/system administratornlp engineernoc engineernode.js developernosql developeroffice administratoroffice manageroperations manageroracle database administratororacle dbapenetration testerphp developerplatform engineerpmoprincipal network engineerproduct managerprogram managerprogrammer analystproject coordinatorproject leaderproject managerproject manager/consultantproject manager/scrum masterpublic relationspython developerpython developer/analystpython full stack developerpython fullstack developerpython programmerpython/django developerqa engineerreact developerreact js, frontend developerreact native developerreactjs developerresearch assistantrpa developersalessales associatesales representativesalesforce admin/ developersalesforce administratorsalesforce developersalesforce developer/ administratorsalesforce developer/administratorsalesforce lightning developersap developersap security analystscrum masterscrum master/ project managersecurity administratorsecurity analystsecurity analyst iisecurity analyst internsecurity consultantsecurity control assessorsecurity engineersecurity officerself employedself-employedsenior aem developersenior business analystsenior c#/.net developersenior consultantsenior cyber security analystsenior database administratorsenior developersenior front end developersenior front-end developersenior full stack java developersenior full stack web developersenior information security analystsenior information security engineersenior it managersenior it project managersenior it security analystsenior java / j2ee developersenior java developersenior java full stack developersenior java j2ee developersenior java/j2ee developersenior network administratorsenior network engineersenior oracle database administratorsenior oracle dbasenior program managersenior project coordinatorsenior project managersenior python developersenior react js developersenior security engineersenior software developersenior software engineersenior specialist - database administrationsenior systems administratorsenior systems engineersenior systems engineer/ database administratorsenior ui developersenior web developerservicenow developersharepoint administratorsite reliability engineersoftware developersoftware engineersoftware quality engineersolutions architectsql database administratorsql database administrator/sql dbasql developersql server database administratorsql server database administrator (dba)sql server dbasr front end developersr full stack developersr full stack java developersr fullstack java/j2ee developersr it project managersr java developersr java/j2ee developersr oracle database administratorsr python developersr. aem developersr. android application developersr. android developersr. big data developersr. big data/hadoop developersr. business analystsr. business systems analystsr. cyber security analystsr. database administratorsr. database administrator/developersr. front end developersr. front end ui developersr. front end ui web developersr. front end web developersr. front- end developersr. front- end/ui developersr. front-end developersr. full stack / java developersr. full stack developersr. full stack java developersr. full stack python developersr. fullstack java developersr. hadoop developersr. hadoop/spark developersr. information security analystsr. ios developersr. it project managersr. it security analystsr. java / j2ee developersr. java aws developersr. java developersr. java frontend ui developersr. java full stack developersr. java fullstack developersr. java/j2ee developersr. java/j2ee full stack developersr. java/j2eedevelopersr. mongodb developer/adminsr. mulesoft developersr. network administratorsr. network engineersr. network security engineersr. oracle database administratorsr. oracle dbasr. oracle dba consultantsr. project managersr. python / aws developersr. python developersr. python/django developersr. ruby on rails developersr. salesforce developersr. security analystsr. software developersr. software engineersr. sql database administratorsr. sql server dbasr. systems administratorsr. ui developersr. ui/ux developersr. web developersr.aem developersr.android developersr.fullstack developersr.hadoop developersr.python developersupport engineersystem administratorsystem analystsystem engineersystem/ network administratorsystems administratorsystems analystsystems and network administratorsystems engineersystems/ network administratorteaching assistanttechnical analysttechnical architecttechnical consultanttechnical leadtechnical project managertechnical support analysttechnical support engineertechnical support representativetechnical support specialisttechnology analysttest engineertestingtibco developerui developerui/ front end developerui/ux developervp of information technologyvue developerweb application developerweb designerweb designer/ developerweb designingweb developerweb ui developerwindows 10 migration technicianwordpress developer
Where the résumés are from
Real US state distribution, parsed from work and education history (51.1% have a locatable state).
California
12.1%
Texas
10.4%
New York
6.8%
Virginia
6%
Florida
5.7%
Maryland
5.2%
Illinois
4.5%
New Jersey
4.3%
Georgia
4.1%
Pennsylvania
3.8%
How this is built
Compiled from 102,822 real, license-clean US résumés across every sector. Skill fingerprints rank each role's most distinctive skills by lift (how much more common a skill is in that role vs everywhere). Career moves come from real dated work history. Every figure carries its support count N; contact information is never stored or shown, this is an intelligence layer, not a contact list. Where evidence is thin (for example clinical healthcare), we show an honest empty state rather than a fabricated number. Read the full methodology
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