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 and 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 role · 385 résumés
Agriculture & Food
2 roles · 364 résumés
Engineering (non-SW)
1 role · 324 résumés
Operations & Support
7 roles · 302 résumés
HR & Recruiting
1 role · 296 résumés
Healthcare & Wellness
1 role · 291 résumés
Legal
1 role · 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 355 mapped roles, alphabetical. Each opens its real skill fingerprint and career moves.
accountantadministrative assistantadvocateaem developeragricultureai engineerandroid application developerandroid developerangular developerapparelappian developerapplication database administratorapplication developerarchitectureartsassistant network administratorassistant project managerassociate database administratorassociate it project managerautomation engineerautomobileaviationbackend developerbankingbig data engineerblockchainblockchain developerbpobuilding and constructionbusiness analystbusiness systems analystcivil engineercloud engineercomputer vision engineerconsultantcustomer service representativecyber security analystcyber security engineercyber security specialistcybersecurity analystcybersecurity engineerdata analystdata engineerdata sciencedata scientistdata security analystdatabasedatabase administratordatabase administrator (dba)database administrator iidatabase administrator interndatabase administrator/developerdatabase analystdatabase consultantdatabase developerdatabase developer/ administratordatabase engineerdatabase specialistdb2 database administratordeep learning engineerdelivery driverdesigningdesktop support techniciandevopsdevops engineerdigital mediadirector of information technologydirector of itdotnet developereducationelectrical engineeringembedded systems engineeretl developerexecutive assistantfinanceflutter developerfood and beveragesfreelance developerfreelance front end developerfreelance web developerfront end developerfront end engineerfront end ui developerfront end web developerfront end/angular developerfront end/ui developerfront- end developerfront- end web developerfront-end developerfront-end developer/designerfront-end software developerfront-end web developerfrontend developerfull stack developerfull stack java developerfull stack web developerfull-stack developerfull-stack java developerfullstack java developerhadoop developerhadoop/spark developerhealth and fitnesshelp desk analysthelp desk technicianhuman resourcesindependent consultantindependent contractorinformation assurance analystinformation security analystinformation security engineerinformation security specialistinformation system security officerinformation technologyinformation technology managerinformation technology specialistinfrastructure engineerintegration project managerios developerit administratorit analystit assistantit auditorit business analystit consultantit consultant/ project managerit directorit engineerit field technicianit infrastructure project managerit managerit manager/ network administratorit manager/ project managerit 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 specialistit service managerit specialistit supportit support analystit support engineerit support specialistit support technicianit systems administratorit systems analystit technicianj2ee developerjava architectjava backend developerjava developerjava full stack developerjava full-stack developerjava/ j2ee developerjava/j2ee developerjava/j2ee full stack developerjavascript developerjr. database administratorjr. java developerjunior database administratorjunior front end developerjunior java developerjunior network administratorkubernetes engineerlead database administratorlead developerlead front end developerlead java developerlinux system administratormachine learning engineermanagementmechanical engineermlops engineermobile developerms sql server database administratormulesoft developermysql database administratornetwork administratornetwork administrator iinetwork analystnetwork consultantnetwork engineernetwork engineer (snp)network engineer/ administratornetwork security analystnetwork security engineernetwork specialistnetwork systems administratornetwork techniciannetwork/system administratornlp engineernoc engineernode.js developernosql developeroffice manageroperations manageroracle database administratororacle dbapenetration testerphp developerplatform engineerpmoprincipal network engineerprogram managerprogrammer analystproject coordinatorproject managerpublic relationspython developerpython developer/analystpython programmerpython/django developerqa engineerreact developerreact js, frontend developerreact native developerreactjs developerrpa developersalessales associatesalesforce admin/ developersalesforce administratorsalesforce developersalesforce developer/administratorsalesforce lightning developersap developerscrum mastersecurity analystsecurity analyst iisecurity consultantsecurity control assessorsecurity engineersecurity officersenior business analystsenior database administratorsenior developersenior front end developersenior front-end developersenior information security analystsenior it project managersenior it security analystsenior java developersenior java full stack developersenior java j2ee developersenior java/j2ee developersenior network administratorsenior network engineersenior oracle database administratorsenior program managersenior project managersenior python developersenior react js developersenior software developersenior software engineersenior systems administratorsenior systems engineersenior ui developersenior web developerservicenow developersharepoint administratorsite reliability engineersoftware developersoftware engineersolutions architectsql database administratorsql developersql server database administratorsql server dbasr full stack java developersr it project managersr java developersr java/j2ee developersr oracle database administratorsr python developersr. aem developersr. android developersr. big data developersr. business analystsr. database administratorsr. front end developersr. front end ui developersr. front end ui web developersr. front end web developersr. full stack / java developersr. full stack developersr. full stack java developersr. fullstack java developersr. hadoop developersr. hadoop/spark developersr. ios developersr. it project managersr. it security analystsr. java / j2ee developersr. java aws developersr. java 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. project managersr. python developersr. python/django developersr. salesforce developersr. security analystsr. software developersr. software engineersr. systems administratorsr. ui developersr. ui/ux developersr. web developersr.aem developersr.fullstack developersupport engineersystem administratorsystem engineersystem/ network administratorsystems administratorsystems analystsystems and network administratorsystems engineersystems/ network administratortechnical architecttechnical consultanttechnical project managertechnical support analysttechnical support representativetechnical support specialisttestingui developerui/ front end developervue developerweb designingweb developerwordpress 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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