RoleMath

article · Certification difficulty & pass rates

IT Certification Difficulty Index: Cited Ranking

IT certification difficulty index from cited exam facts: level, experience, prerequisites, format, and length. Not exam outcome odds.

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Researched by RoleMath Research. Every figure on this page traces to the official source shown next to it.

IT Certification Difficulty Index - ranked from cited exam facts

By the RoleMath Editorial Team · Last updated 2026-07-05. Every figure traces to a cited source; we sell none of the options discussed. Draft pending human review.

RoleMath scores certification difficulty from cited vendor facts - the credential level, recommended experience, prerequisites, exam format, and length - on a transparent 0-100 scale you can re-derive. It is not an exam outcome percentage, a personal forecast, or an employment claim. The index ranks source-backed exam demand, not your odds.

Key takeaways

  • This index currently scores 381 credentials from the canonical certification difficulty CSV.
  • The hardest scored credentials are CCIE Automation, CCIE Collaboration, CCIE Data Center at 100/100 (Expert).
  • The lowest scored credentials include AWS Certified Cloud Practitioner, Administering Cisco Contact Center Enterprise (CCEA), Advanced Administration and Reporting of Contact Center Enterprise (CCEAAR), CCDE, Cisco AI Technical Practitioner at 20/100 (Foundational).
  • A conservative floor means a vendor-cited input is missing, so the missing input scores 0 rather than being guessed.
  • The score is not an exam outcome percentage, a hiring probability, a salary claim, or a prediction about you.

The sortable index: hardest to easiest

Every row below carries the certification's RoleMath Difficulty Score, its band, the itemized inputs behind the number, and its evidence status — computed with the public methodology and refreshed whenever the underlying vendor pages change.

CertificationVendorScoreBandInputsEvidence status
CCIE AutomationCisco100/100Expert80+20+0+0+0conservative floor; needs human confirm
CCIE CollaborationCisco100/100Expert80+20+0+0+0conservative floor; needs human confirm
CCIE Data CenterCisco100/100Expert80+20+0+0+0conservative floor; needs human confirm
CCIE Enterprise InfrastructureCisco100/100Expert80+20+0+0+0conservative floor; needs human confirm
CCIE Service ProviderCisco100/100Expert80+20+0+0+0conservative floor; needs human confirm
OffSec Exploitation Expert (OSEE)OffSec95/100Expert80+0+0+10+5fully cited
CompTIA CloudNetXCompTIA90/100Expert60+20+0+5+5fully cited
CompTIA SecurityXCompTIA90/100Expert60+20+0+5+5fully cited
VMware Certified Advanced Professional - VMware Cloud Foundation AutomationVMware (Broadcom)90/100Expert60+20+0+5+5fully cited
AWS Certified Advanced Networking - SpecialtyAmazon Web Services85/100Expert60+20+0+0+5fully cited
AWS Certified Security - SpecialtyAmazon Web Services85/100Expert60+20+0+0+5fully cited
CompTIA DataAICompTIA85/100Expert60+20+0+0+5conservative floor; uncited format; band-sensitive: experience:85->65 Expert->Hard
Certified Chief Information Security Officer (CCISO)EC-Council85/100Expert60+20+0+0+5fully cited
CCSP - Certified Cloud Security ProfessionalISC285/100Expert60+20+0+0+5fully cited
VMware Certified Advanced Professional - Network Virtualization DeployVMware (Broadcom)85/100Expert60+10+0+10+5fully cited
AWS Certified DevOps Engineer - ProfessionalAmazon Web Services80/100Expert60+15+0+0+5fully cited
AWS Certified Generative AI Developer - ProfessionalAmazon Web Services80/100Expert60+15+0+0+5fully cited
AWS Certified Solutions Architect - ProfessionalAmazon Web Services80/100Expert60+15+0+0+5fully cited
CCIE SecurityCisco80/100Expert80+0+0+0+0conservative floor; needs human confirm
CCIE WirelessCisco80/100Expert80+0+0+0+0conservative floor; needs human confirm
Professional Cloud Database EngineerGoogle Cloud80/100Expert60+20+0+0+0conservative floor; needs human confirm; band-sensitive: experience:80->60 Expert->Hard
CGEIT - Certified in the Governance of Enterprise ITISACA80/100Expert60+20+0+0+0conservative floor; needs human confirm; band-sensitive: experience:80->60 Expert->Hard
CISA - Certified Information Systems AuditorISACA80/100Expert60+20+0+0+0conservative floor; needs human confirm; band-sensitive: experience:80->60 Expert->Hard
CISM - Certified Information Security ManagerISACA80/100Expert60+20+0+0+0conservative floor; needs human confirm; band-sensitive: experience:80->60 Expert->Hard
CISSP - Certified Information Systems Security ProfessionalISC280/100Expert60+20+0+0+0conservative floor; high; band-sensitive: experience:80->60 Expert->Hard
CSSLP - Certified Secure Software Lifecycle ProfessionalISC280/100Expert60+15+0+0+5fully cited
ISSAP - Information Systems Security Architecture ProfessionalISC280/100Expert60+15+0+0+5fully cited
ISSEP - Information Systems Security Engineering ProfessionalISC280/100Expert60+15+0+0+5fully cited
ISSMP - Information Systems Security Management ProfessionalISC280/100Expert60+15+0+0+5fully cited
PMI-PMOCP - PMI PMO Certified ProfessionalProject Management Institute80/100Expert60+15+0+0+5conservative floor; needs human confirm; band-sensitive: experience:80->65 Expert->Hard; length:80->75 Expert->Hard
Salesforce Certified Business AnalystSalesforce80/100Expert60+15+0+5+0fully cited
Salesforce Certified Data Cloud ConsultantSalesforce80/100Expert60+15+0+5+0fully cited
Salesforce Certified Platform Developer IISalesforce80/100Expert60+15+0+5+0fully cited
Salesforce Certified Sales Cloud ConsultantSalesforce80/100Expert60+15+0+5+0fully cited
Salesforce Certified Service Cloud ConsultantSalesforce80/100Expert60+15+0+5+0fully cited
SnowPro Advanced: AdministratorSnowflake80/100Expert60+15+0+5+0fully cited
SnowPro Advanced: ArchitectSnowflake80/100Expert60+15+0+5+0fully cited
SnowPro Advanced: Data EngineerSnowflake80/100Expert60+15+0+5+0fully cited
SnowPro Advanced: Data ScientistSnowflake80/100Expert60+15+0+5+0fully cited
Splunk Enterprise Certified ArchitectSplunk80/100Expert80+0+0+0+0fully cited
VMware Certified Advanced Professional - Network Virtualization DesignVMware (Broadcom)80/100Expert60+10+0+5+5fully cited
VMware Certified Advanced Professional - VMware Cloud Foundation NetworkingVMware (Broadcom)80/100Expert60+10+0+5+5fully cited
VMware Certified Advanced Professional - VMware Cloud Foundation StorageVMware (Broadcom)80/100Expert60+10+0+5+5fully cited
CCNP AutomationCisco75/100Hard60+15+0+0+0conservative floor; needs human confirm
CCNP CollaborationCisco75/100Hard60+15+0+0+0conservative floor; needs human confirm
CCNP CybersecurityCisco75/100Hard60+15+0+0+0conservative floor; review only extracted official pdf
CCNP Data CenterCisco75/100Hard60+15+0+0+0conservative floor; needs human confirm
CCNP EnterpriseCisco75/100Hard60+15+0+0+0conservative floor; needs human confirm
CCNP SecurityCisco75/100Hard60+15+0+0+0conservative floor; needs human confirm
CCNP Service ProviderCisco75/100Hard60+15+0+0+0conservative floor; needs human confirm
CCNP WirelessCisco75/100Hard60+15+0+0+0conservative floor; needs human confirm
CompTIA CySA+CompTIA75/100Hard40+15+10+5+5fully cited
Professional Cloud ArchitectGoogle Cloud75/100Hard60+15+0+0+0conservative floor; needs human confirm
Professional Cloud DevOps EngineerGoogle Cloud75/100Hard60+15+0+0+0conservative floor; needs human confirm
Professional Cloud DeveloperGoogle Cloud75/100Hard60+15+0+0+0conservative floor; needs human confirm
Professional Cloud Network EngineerGoogle Cloud75/100Hard60+15+0+0+0conservative floor; needs human confirm
Professional Cloud Security EngineerGoogle Cloud75/100Hard60+15+0+0+0conservative floor; needs human confirm
Professional Data EngineerGoogle Cloud75/100Hard60+15+0+0+0conservative floor; needs human confirm
Professional Machine Learning EngineerGoogle Cloud75/100Hard60+15+0+0+0conservative floor; needs human confirm
HashiCorp Certified: Terraform Authoring and Operations ProfessionalHashiCorp75/100Hard60+0+0+10+5fully cited
HashiCorp Certified: Vault Operations ProfessionalHashiCorp75/100Hard60+0+0+10+5fully cited
CDPSE - Certified Data Privacy Solutions EngineerISACA75/100Hard60+15+0+0+0conservative floor; needs human confirm
CRISC - Certified in Risk and Information Systems ControlISACA75/100Hard60+15+0+0+0conservative floor; needs human confirm
OffSec Certified Professional (OSCP) and OSCP+OffSec75/100Hard60+0+0+10+5fully cited
OffSec Experienced Penetration Tester (OSEP)OffSec75/100Hard60+0+0+10+5fully cited
OffSec Exploit Developer (OSED)OffSec75/100Hard60+0+0+10+5fully cited
OffSec Web Expert (OSWE)OffSec75/100Hard60+0+0+10+5fully cited
PMI-RMP - PMI Risk Management ProfessionalProject Management Institute75/100Hard60+10+0+0+5conservative floor; needs human confirm
PMI PMP (Project Management Professional)Project Management Institute75/100Hard60+15+0+0+0conservative floor
Salesforce Certified Platform Administrator IISalesforce75/100Hard60+10+0+5+0fully cited
SnowPro Advanced: Data AnalystSnowflake75/100Hard60+10+0+5+0fully cited
VMware Certified Advanced Professional - VMware Cloud Foundation OperationsVMware (Broadcom)75/100Hard60+5+0+5+5fully cited
VMware Certified Advanced Professional - VMware Cloud Foundation VKSVMware (Broadcom)75/100Hard60+5+0+5+5fully cited
VMware Certified Professional - Network VirtualizationVMware (Broadcom)75/100Hard60+5+0+5+5fully cited
VMware Certified Professional - VMware Cloud Foundation SupportVMware (Broadcom)75/100Hard60+10+0+0+5fully cited
VMware Certified Professional - VMware vSphere Foundation SupportVMware (Broadcom)75/100Hard60+10+0+0+5fully cited
Databricks Certified Data Engineer ProfessionalDatabricks70/100Hard60+10+0+0+0fully cited
Databricks Certified Machine Learning ProfessionalDatabricks70/100Hard60+10+0+0+0fully cited
Certified Penetration Testing Professional (CPENT)EC-Council70/100Hard60+0+0+10+0conservative floor; needs human confirm
VMware Certified Professional - VMware Cloud Foundation AdministratorVMware (Broadcom)70/100Hard60+5+0+0+5fully cited
VMware Certified Professional - VMware Cloud Foundation ArchitectVMware (Broadcom)70/100Hard60+5+0+0+5fully cited
VMware Certified Professional - VMware vSphere Foundation AdministratorVMware (Broadcom)70/100Hard60+5+0+0+5fully cited
CompTIA PenTest+CompTIA65/100Hard40+15+0+5+5fully cited
Fortinet NSE 5 - FortiAnalyzer 7.6 AnalystFortinet65/100Hard60+5+0+0+0fully cited
Fortinet NSE 5 - FortiManager 7.6 AdministratorFortinet65/100Hard60+5+0+0+0fully cited
Fortinet NSE 5 - FortiWeb 8.0 AdministratorFortinet65/100Hard60+5+0+0+0fully cited
AAIA - Advanced in AI AuditISACA65/100Hard60+0+0+0+5fully cited
AAIR - Advanced in AI RiskISACA65/100Hard60+0+0+0+5conservative floor; needs human confirm
AAISM - Advanced in AI Security ManagementISACA65/100Hard60+0+0+0+5conservative floor; needs human confirm
PMI-CPMAI - PMI Certified Professional in Managing AIProject Management Institute65/100Hard60+0+0+0+5conservative floor; needs human confirm
VMware Certified Advanced Professional - Data Center Virtualization DesignVMware (Broadcom)65/100Hard60+0+0+0+5fully cited
VMware Certified Professional - Data Center VirtualizationVMware (Broadcom)65/100Hard60+0+0+0+5fully cited
VMware Certified Professional - VMware Avi Load Balancer AdministratorVMware (Broadcom)65/100Hard60+5+0+0+0fully cited
AWS Certified Data Engineer - AssociateAmazon Web Services60/100Hard40+15+0+0+5fully cited
AWS Certified Machine Learning Engineer - AssociateAmazon Web Services60/100Hard40+10+0+5+5fully cited
Cisco AppDynamics Professional ImplementerCisco60/100Hard60+0+0+0+0conservative floor; needs human confirm
Cisco Certified DevNet ProfessionalCisco60/100Hard60+0+0+0+0conservative floor; medium
CompTIA Cloud+CompTIA60/100Hard40+15+0+5+0fully cited
CompTIA DataSys+CompTIA60/100Hard40+15+0+5+0fully cited
CompTIA Server+CompTIA60/100Hard40+15+0+5+0fully cited
Certified Cloud Security Engineer (CCSE)EC-Council60/100Hard40+15+0+0+5fully cited
Certified Ethical Hacker (CEH)EC-Council60/100Hard40+15+0+0+5fully cited
Certified Network Defender (CND)EC-Council60/100Hard40+15+0+0+5fully cited
Computer Hacking Forensic Investigator (CHFI)EC-Council60/100Hard40+15+0+0+5fully cited
Elastic Certified AnalystElastic60/100Hard60+0+0+0+0conservative floor; pending vendor verification
Elastic Certified EngineerElastic60/100Hard60+0+0+0+0conservative floor; pending vendor verification
Elastic Certified Observability EngineerElastic60/100Hard60+0+0+0+0conservative floor; pending vendor verification
Elastic Certified SIEM AnalystElastic60/100Hard60+0+0+0+0conservative floor; pending vendor verification
Fortinet NSE 4 - FortiOS 7.6 AdministratorFortinet60/100Hard60+0+0+0+0fully cited
CGRC - Governance, Risk and Compliance CertificationISC260/100Hard40+15+0+0+5fully cited
Data Center, Professional (JNCIP-DC)Juniper Networks60/100Hard60+0+0+0+0fully cited
Enterprise Routing and Switching, Professional (JNCIP-ENT)Juniper Networks60/100Hard60+0+0+0+0fully cited
Security, Professional (JNCIP-SEC)Juniper Networks60/100Hard60+0+0+0+0fully cited
Service Provider Routing and Switching, Professional (JNCIP-SP)Juniper Networks60/100Hard60+0+0+0+0fully cited
Certified Kubernetes Security Specialist (CKS)Linux Foundation60/100Hard60+0+0+0+0conservative floor; needs human confirm
Microsoft 365 Certified: Administrator ExpertMicrosoft60/100Hard60+0+0+0+0conservative floor; pending vendor verification
Microsoft Certified: Agentic AI Business Solutions ArchitectMicrosoft60/100Hard60+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Azure Solutions Architect ExpertMicrosoft60/100Hard60+0+0+0+0conservative floor; pending vendor verification
Microsoft Certified: Cybersecurity Architect ExpertMicrosoft60/100Hard60+0+0+0+0conservative floor; pending vendor verification
Microsoft Certified: DevOps Engineer ExpertMicrosoft60/100Hard60+0+0+0+0conservative floor; pending vendor verification
Microsoft Certified: Dynamics 365 Supply Chain Management Functional Consultant ExpertMicrosoft60/100Hard60+0+0+0+0conservative floor; pending vendor verification
Microsoft Certified: Dynamics 365: Finance and Operations Apps Solution Architect ExpertMicrosoft60/100Hard60+0+0+0+0conservative floor; official source structure not published
Microsoft Certified: Power Platform Solution Architect ExpertMicrosoft60/100Hard60+0+0+0+0conservative floor; pending vendor verification
Microsoft Office Specialist: 2016 MasterMicrosoft60/100Hard60+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Access Expert (Office 2019)Microsoft60/100Hard60+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Excel Expert (Microsoft 365 Apps)Microsoft60/100Hard60+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Excel Expert (Office 2016)Microsoft60/100Hard60+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Excel Expert (Office 2019)Microsoft60/100Hard60+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Expert (Microsoft 365 Apps)Microsoft60/100Hard60+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Expert (Office 2019)Microsoft60/100Hard60+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Word Expert (Microsoft 365 Apps)Microsoft60/100Hard60+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Word Expert (Office 2016)Microsoft60/100Hard60+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Word Expert (Office 2019)Microsoft60/100Hard60+0+0+0+0conservative floor; needs human confirm
MySQL 8.0 Database Developer Oracle Certified ProfessionalOracle60/100Hard60+0+0+0+0fully cited
Oracle AI Database Administration Certified ProfessionalOracle60/100Hard60+0+0+0+0fully cited
Oracle Autonomous AI Database Certified ProfessionalOracle60/100Hard60+0+0+0+0fully cited
Oracle Certified Professional, MySQL 8.0 Database AdministratorOracle60/100Hard60+0+0+0+0fully cited
Oracle Certified Professional: Java SE 17 DeveloperOracle60/100Hard60+0+0+0+0fully cited
Oracle Certified Professional: Java SE 21 DeveloperOracle60/100Hard60+0+0+0+0fully cited
Oracle Cloud Infrastructure 2025 Certified DevOps ProfessionalOracle60/100Hard60+0+0+0+0fully cited
Oracle Cloud Infrastructure 2025 Certified Generative AI ProfessionalOracle60/100Hard60+0+0+0+0fully cited
Oracle Cloud Infrastructure Certified Architect ProfessionalOracle60/100Hard60+0+0+0+0fully cited
Oracle Cloud Infrastructure Certified Data Science ProfessionalOracle60/100Hard60+0+0+0+0fully cited
Oracle Cloud Infrastructure Certified Developer ProfessionalOracle60/100Hard60+0+0+0+0fully cited
Oracle Cloud Infrastructure Certified Networking ProfessionalOracle60/100Hard60+0+0+0+0fully cited
Oracle Cloud Infrastructure Certified Security ProfessionalOracle60/100Hard60+0+0+0+0fully cited
PMI-PBA - PMI Professional in Business AnalysisProject Management Institute60/100Hard60+0+0+0+0conservative floor; needs human confirm
PMI-SP - PMI Scheduling ProfessionalProject Management Institute60/100Hard60+0+0+0+0conservative floor; needs human confirm
PfMP - Portfolio Management ProfessionalProject Management Institute60/100Hard60+0+0+0+0conservative floor; needs human confirm
PgMP - Program Management ProfessionalProject Management Institute60/100Hard60+0+0+0+0conservative floor; needs human confirm
Red Hat Certified Advanced System Administrator in AnsibleRed Hat60/100Hard60+0+0+0+0conservative floor; needs human confirm
Splunk Certified Cybersecurity Defense EngineerSplunk60/100Hard60+0+0+0+0fully cited
Splunk Enterprise Certified AdminSplunk60/100Hard60+0+0+0+0fully cited
VMware Certified Professional - Private Cloud Security AdministratorVMware (Broadcom)60/100Hard60+0+0+0+0fully cited
AWS Certified CloudOps Engineer - AssociateAmazon Web Services55/100Moderate40+10+0+0+5fully cited
AWS Certified Developer - AssociateAmazon Web Services55/100Moderate40+10+0+0+5fully cited
AWS Certified Solutions Architect AssociateAmazon Web Services55/100Moderate40+10+0+0+5fully cited
Certified Application Security Engineer (CASE JAVA)EC-Council55/100Moderate40+15+0+0+0fully cited
Certified Application Security Engineer (CASE.NET)EC-Council55/100Moderate40+15+0+0+0fully cited
Certified Incident Handler (ECIH)EC-Council55/100Moderate40+10+0+0+5fully cited
Certified SOC Analyst (CSA)EC-Council55/100Moderate40+10+0+0+5fully cited
Certified Threat Intelligence Analyst (CTIA)EC-Council55/100Moderate40+15+0+0+0fully cited
Fortinet NSE 6 - Network Security 7.6 Support EngineerFortinet55/100Moderate40+15+0+0+0fully cited
Fortinet NSE 6 - OT Security 7.6 ArchitectFortinet55/100Moderate40+15+0+0+0fully cited
Fortinet NSE 6 - SD-WAN 7.6 Enterprise AdministratorFortinet55/100Moderate40+15+0+0+0fully cited
Fortinet NSE 7 - Enterprise Firewall 7.6 AdministratorFortinet55/100Moderate40+15+0+0+0fully cited
Fortinet NSE 7 - Public Cloud Security 7.6.4 ArchitectFortinet55/100Moderate40+15+0+0+0fully cited
CCOA - Certified Cybersecurity Operations AnalystISACA55/100Moderate40+0+0+10+5fully cited
SSCP - Systems Security Certified PractitionerISC255/100Moderate40+10+0+0+5fully cited
Microsoft Certified: Azure Developer AssociateMicrosoft55/100Moderate40+15+0+0+0conservative floor; needs human confirm
OffSec Defense Analyst (OSDA)OffSec55/100Moderate40+0+0+10+5fully cited
OffSec Incident Responder (OSIR)OffSec55/100Moderate40+0+0+10+5fully cited
OffSec Threat Hunter (OSTH)OffSec55/100Moderate40+0+0+10+5fully cited
OffSec Web Assessor (OSWA)OffSec55/100Moderate40+0+0+10+5fully cited
OffSec Wireless Professional (OSWP)OffSec55/100Moderate40+0+0+10+5fully cited
Salesforce Certified Platform DeveloperSalesforce55/100Moderate40+10+0+5+0fully cited
SnowPro Specialty: SnowparkSnowflake55/100Moderate40+10+0+5+0fully cited
Cisco CCNA AutomationCisco50/100Moderate40+10+0+0+0conservative floor; review only extracted official pdf
Cisco CCNA CybersecurityCisco50/100Moderate40+10+0+0+0conservative floor; review only extracted official pdf
Cisco Certified Network AssociateCisco50/100Moderate40+10+0+0+0conservative floor; review only extracted official page
CompTIA Linux+CompTIA50/100Moderate40+5+0+5+0fully cited
Databricks Certified Generative AI Engineer AssociateDatabricks50/100Moderate40+5+0+5+0fully cited
Databricks Certified Machine Learning AssociateDatabricks50/100Moderate40+5+0+5+0fully cited
Fortinet NSE 6 - LAN Edge 7.6 ArchitectFortinet50/100Moderate40+10+0+0+0fully cited
GIAC Certified Forensic Analyst (GCFA)GIAC (SANS)50/100Moderate40+0+0+5+5fully cited
GIAC Certified Forensic Examiner (GCFE)GIAC (SANS)50/100Moderate40+0+0+5+5fully cited
GIAC Certified Incident Handler (GCIH)GIAC (SANS)50/100Moderate40+0+0+5+5fully cited
GIAC Certified Intrusion Analyst (GCIA)GIAC (SANS)50/100Moderate40+0+0+5+5fully cited
GIAC Cloud Forensics Responder (GCFR)GIAC (SANS)50/100Moderate40+0+0+5+5fully cited
GIAC Continuous Monitoring Certification (GMON)GIAC (SANS)50/100Moderate40+0+0+5+5fully cited
GIAC Cyber Threat Intelligence (GCTI)GIAC (SANS)50/100Moderate40+0+0+5+5fully cited
GIAC Network Forensic Analyst (GNFA)GIAC (SANS)50/100Moderate40+0+0+5+5fully cited
GIAC Penetration Tester Certification (GPEN)GIAC (SANS)50/100Moderate40+0+0+5+5fully cited
GIAC Reverse Engineering Malware Certification (GREM)GIAC (SANS)50/100Moderate40+0+0+5+5fully cited
GIAC Security Essentials (GSEC)GIAC (SANS)50/100Moderate40+0+0+5+5fully cited
GIAC Web Application Penetration Tester (GWAPT)GIAC (SANS)50/100Moderate40+0+0+5+5fully cited
Linux Foundation Certified System AdministratorLinux Foundation50/100Moderate40+0+0+10+0fully cited
Salesforce Certified Agentforce SpecialistSalesforce50/100Moderate40+5+0+5+0fully cited
Salesforce Certified Platform AdministratorSalesforce50/100Moderate40+5+0+5+0fully cited
Salesforce Certified Platform App BuilderSalesforce50/100Moderate40+5+0+5+0fully cited
SnowPro Specialty: Gen AISnowflake50/100Moderate40+10+0+0+0fully cited
CompTIA Security+CompTIA45/100Moderate20+15+5+5+0fully cited
Databricks Certified Associate Developer for Apache SparkDatabricks45/100Moderate40+5+0+0+0fully cited
Databricks Certified Data Analyst AssociateDatabricks45/100Moderate40+5+0+0+0fully cited
Databricks Certified Data Engineer AssociateDatabricks45/100Moderate40+5+0+0+0fully cited
Fortinet NSE 6 - FortiMail 7.4 AdministratorFortinet45/100Moderate40+5+0+0+0fully cited
Fortinet NSE 7 - Security Operations 7.6 ArchitectFortinet45/100Moderate40+5+0+0+0fully cited
GIAC Certified Enterprise Defender (GCED)GIAC (SANS)45/100Moderate40+0+0+0+5fully cited
GIAC Security Leadership (GSLC)GIAC (SANS)45/100Moderate40+0+0+0+5fully cited
Associate Cloud EngineerGoogle Cloud45/100Moderate40+5+0+0+0conservative floor; needs human confirm
Associate Google Workspace AdministratorGoogle Cloud45/100Moderate40+5+0+0+0conservative floor; needs human confirm
Palo Alto Networks Certified XDR AnalystPalo Alto Networks45/100Moderate40+0+0+5+0fully cited
VMware Telco Cloud Automation SkillsVMware (Broadcom)45/100Moderate40+5+0+0+0fully cited
VMware Telco Cloud NFV SkillsVMware (Broadcom)45/100Moderate40+5+0+0+0fully cited
VMware Telco Cloud Platform Specialist SkillsVMware (Broadcom)45/100Moderate40+5+0+0+0fully cited
Cisco AppDynamics Associate AdministratorCisco40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Cisco Certified DevNet AssociateCisco40/100Moderate40+0+0+0+0conservative floor; medium
Cisco Certified DevNet Specialist - Collaboration Automation and ProgrammabilityCisco40/100Moderate40+0+0+0+0conservative floor; medium
Cisco Certified DevNet Specialist - Data Center Automation and ProgrammabilityCisco40/100Moderate40+0+0+0+0conservative floor; medium
Cisco Certified DevNet Specialist - Enterprise Automation and ProgrammabilityCisco40/100Moderate40+0+0+0+0conservative floor; medium
Cisco Certified DevNet Specialist - Security Automation and ProgrammabilityCisco40/100Moderate40+0+0+0+0conservative floor; medium
Cisco Certified DevNet Specialist - Service Provider Automation and ProgrammabilityCisco40/100Moderate40+0+0+0+0conservative floor; medium
GIAC Certified Detection Analyst (GCDA)GIAC (SANS)40/100Moderate40+0+0+0+0fully cited
GIAC Cloud Security Essentials Certification (GCLD)GIAC (SANS)40/100Moderate40+0+0+0+0fully cited
GIAC Defensible Security Architect Certification (GDSA)GIAC (SANS)40/100Moderate40+0+0+0+0fully cited
GIAC Python Coder (GPYC)GIAC (SANS)40/100Moderate40+0+0+0+0fully cited
HashiCorp Certified: Consul Associate (003)HashiCorp40/100Moderate40+0+0+0+0fully cited
HashiCorp Certified: Terraform Associate (004)HashiCorp40/100Moderate40+0+0+0+0fully cited
HashiCorp Certified: Vault Associate (003)HashiCorp40/100Moderate40+0+0+0+0fully cited
Automation and DevOps, Associate (JNCIA-DevOps)Juniper Networks40/100Moderate40+0+0+0+0fully cited
Cloud, Associate (JNCIA-Cloud)Juniper Networks40/100Moderate40+0+0+0+0fully cited
Data Center, Specialist (JNCIS-DC)Juniper Networks40/100Moderate40+0+0+0+0fully cited
Design, Associate (JNCIA-Design)Juniper Networks40/100Moderate40+0+0+0+0fully cited
Enterprise Routing and Switching, Specialist (JNCIS-ENT)Juniper Networks40/100Moderate40+0+0+0+0fully cited
Junos, Associate (JNCIA-Junos)Juniper Networks40/100Moderate40+0+0+0+0fully cited
Mist AI, Associate (JNCIA-MistAI)Juniper Networks40/100Moderate40+0+0+0+0fully cited
Security, Associate (JNCIA-SEC)Juniper Networks40/100Moderate40+0+0+0+0fully cited
Security, Specialist (JNCIS-SEC)Juniper Networks40/100Moderate40+0+0+0+0fully cited
Service Provider Routing and Switching, Specialist (JNCIS-SP)Juniper Networks40/100Moderate40+0+0+0+0fully cited
Certified Kubernetes Administrator (CKA)Linux Foundation40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Certified Kubernetes Application Developer (CKAD)Linux Foundation40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Prometheus Certified Associate (PCA)Linux Foundation40/100Moderate40+0+0+0+0conservative floor; needs human confirm
GitHub ActionsMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
GitHub AdministrationMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
GitHub Advanced SecurityMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
GitHub Certified: Agentic AI Developer (beta)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
GitHub CopilotMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft 365 Certified: Collaboration Communications Systems Engineer AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; pending vendor verification
Microsoft 365 Certified: Endpoint Administrator AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; pending vendor verification
Microsoft 365 Certified: Teams Administrator AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; pending vendor verification
Microsoft Azure Administrator AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; high
Microsoft Certified EducatorMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: AI Agent Builder Associate (beta)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Azure AI Apps and Agents Developer Associate (beta)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Azure AI Cloud Developer Associate (beta)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Azure Cosmos DB Developer SpecialtyMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Azure Database Administrator AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Azure Databricks Data Engineer AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Azure Network Engineer AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Azure Security Engineer AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Azure Virtual Desktop SpecialtyMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Azure for SAP Workloads SpecialtyMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Cloud and AI Security Engineer Associate (beta)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Dynamics 365 Business Central Developer AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Dynamics 365 Business Central Functional Consultant AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Dynamics 365 Contact Center AI Engineer Associate (beta)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Dynamics 365 Customer Experience Analyst AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Dynamics 365 Customer Service Functional Consultant AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Dynamics 365 Field Service Functional Consultant AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Dynamics 365 Finance Functional Consultant AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Dynamics 365 Sales AI Consultant Associate (beta)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Dynamics 365 Supply Chain Management Functional Consultant AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Dynamics 365: Finance and Operations Apps Developer AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Fabric Analytics Engineer AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Fabric Data Engineer AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Identity and Access Administrator AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Information Security Administrator AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Intelligent Applications Builder Associate (beta)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Machine Learning Operations Engineer AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Power Automate RPA Developer AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Power BI Data Analyst AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Power Platform Developer AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Power Platform Functional Consultant AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: SQL AI Developer AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Security Operations Analyst AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Windows Server Hybrid Administrator AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; pending vendor verification
Microsoft Office Specialist 2013 MasterMicrosoft40/100Moderate40+0+0+0+0conservative floor; pending vendor verification
Microsoft Office Specialist: Access (Office 2016)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Associate (Microsoft 365 Apps)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Associate (Office 2019)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Excel (Office 2016)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Excel Associate (Microsoft 365 Apps)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Excel Associate (Office 2019)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Excel for Accounting AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Excel for Business Finance AssociateMicrosoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Outlook (Office 2016)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Outlook Associate (Office 2019)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: PowerPoint (Office 2016)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: PowerPoint Associate (Microsoft 365 Apps)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: PowerPoint Associate (Office 2019)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Word (Office 2016)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Word Associate (Microsoft 365 Apps)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Microsoft Office Specialist: Word Associate (Office 2019)Microsoft40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Oracle AI Database Administration Certified AssociateOracle40/100Moderate40+0+0+0+0fully cited
Oracle AI Database SQL Certified AssociateOracle40/100Moderate40+0+0+0+0fully cited
Oracle Cloud Infrastructure Certified Architect AssociateOracle40/100Moderate40+0+0+0+0fully cited
Red Hat Certified Cloud-native DeveloperRed Hat40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Red Hat Certified Enterprise Microservices DeveloperRed Hat40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Red Hat Certified Specialist in Ansible Automation PlatformRed Hat40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Red Hat Certified Specialist in ContainersRed Hat40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Red Hat Certified Specialist in OpenShift Application DevelopmentRed Hat40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Red Hat Certified Specialist in Security: LinuxRed Hat40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Red Hat Certified System Administrator (RHCSA)Red Hat40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Red Hat Certified System Administrator in OpenShiftRed Hat40/100Moderate40+0+0+0+0conservative floor; needs human confirm
Certified Application DeveloperServiceNow40/100Moderate40+0+0+0+0fully cited
Splunk Certified Cybersecurity Defense AnalystSplunk40/100Moderate40+0+0+0+0fully cited
Splunk Core Certified Advanced Power UserSplunk40/100Moderate40+0+0+0+0fully cited
CompTIA Network+CompTIA35/100Moderate20+5+5+5+0fully cited
PMI-ACP - PMI Agile Certified PractitionerProject Management Institute35/100Moderate20+10+0+0+5conservative floor; needs human confirm; band-sensitive: experience:35->25 Moderate->Foundational; length:35->30 Moderate->Foundational
CompTIA A+CompTIA30/100Foundational20+5+0+5+0fully cited
CompTIA Data+CompTIA30/100Foundational20+5+0+5+0fully cited
CompTIA Project+CompTIA30/100Foundational20+5+0+5+0fully cited
Certified Cybersecurity Technician (CCT)EC-Council30/100Foundational20+0+0+5+5fully cited
Certified Encryption Specialist (ECES)EC-Council30/100Foundational20+10+0+0+0fully cited
Cloud FundamentalsISACA30/100Foundational20+0+0+10+0fully cited
IT Risk FundamentalsISACA30/100Foundational20+0+0+10+0fully cited
SnowPro Core CertificationSnowflake30/100Foundational20+5+0+0+5fully cited
AWS Certified AI PractitionerAmazon Web Services25/100Foundational20+0+0+5+0fully cited
CC - Certified in CybersecurityISC225/100Foundational20+0+0+0+5conservative floor; high
PMI CAPM (Certified Associate in Project Management)Project Management Institute25/100Foundational20+0+0+0+5conservative floor; review only extracted official pdf
Salesforce Certified Platform FoundationsSalesforce25/100Foundational20+0+0+5+0fully cited
AWS Certified Cloud PractitionerAmazon Web Services20/100Foundational20+0+0+0+0fully cited
Administering Cisco Contact Center Enterprise (CCEA)Cisco20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Advanced Administration and Reporting of Contact Center Enterprise (CCEAAR)Cisco20/100Foundational20+0+0+0+0conservative floor; needs human confirm
CCDECisco20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Cisco AI Technical PractitionerCisco20/100Foundational20+0+0+0+0conservative floor; review only extracted official pdf
Cisco Certified Support Technician CybersecurityCisco20/100Foundational20+0+0+0+0conservative floor; review only extracted official page
Cisco Certified Support Technician IT SupportCisco20/100Foundational20+0+0+0+0conservative floor; review only extracted official page
Cisco Certified Support Technician NetworkingCisco20/100Foundational20+0+0+0+0conservative floor; review only extracted official page
Cisco Contact Center Enterprise Implementation and Troubleshooting (CCEIT)Cisco20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Cisco Environmental Sustainability Fundamentals – Stage 1 (CESF)Cisco20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Cisco Environmental Sustainability Fundamentals – Stage 2 (CESPB)Cisco20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Cisco IoT Advantage for System Engineers (IOTASE)Cisco20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Cisco IoT Essentials for System Engineers (IOTSE)Cisco20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Cisco Small and Medium Business Engineer (SMBE)Cisco20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Deploying Cisco Unified Contact Center Express (UCCXD)Cisco20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Implementing Cisco Contact Center Enterprise Chat and Email (CCECE)Cisco20/100Foundational20+0+0+0+0conservative floor; needs human confirm
CompTIA Tech+CompTIA20/100Foundational20+0+0+0+0fully cited
GIAC Foundational Cybersecurity Technologies (GFACT)GIAC (SANS)20/100Foundational20+0+0+0+0fully cited
GIAC Information Security Fundamentals (GISF)GIAC (SANS)20/100Foundational20+0+0+0+0fully cited
Google Data Analytics Professional CertificateGoogle20/100Foundational20+0+0+0+0conservative floor
Cloud Digital LeaderGoogle Cloud20/100Foundational20+0+0+0+0fully cited
Generative AI LeaderGoogle Cloud20/100Foundational20+0+0+0+0fully cited
AI FundamentalsISACA20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Cybersecurity FundamentalsISACA20/100Foundational20+0+0+0+0conservative floor; needs human confirm
IT Audit FundamentalsISACA20/100Foundational20+0+0+0+0fully cited
Certified Argo Project Associate (CAPA)Linux Foundation20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Certified Backstage Associate (CBA)Linux Foundation20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Certified GitOps Associate (CGOA)Linux Foundation20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Cilium Certified Associate (CCA)Linux Foundation20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Istio Certified Associate (ICA)Linux Foundation20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Kubernetes and Cloud Native Associate (KCNA)Linux Foundation20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Kubernetes and Cloud Native Security Associate (KCSA)Linux Foundation20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Linux Foundation Certified IT Associate (LFCA)Linux Foundation20/100Foundational20+0+0+0+0conservative floor; needs human confirm
GitHub FoundationsMicrosoft20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Microsoft 365 Certified: Copilot and Agent Administration FundamentalsMicrosoft20/100Foundational20+0+0+0+0conservative floor; pending vendor verification
Microsoft Azure FundamentalsMicrosoft20/100Foundational20+0+0+0+0conservative floor
Microsoft Certified: AI Business ProfessionalMicrosoft20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: AI Transformation LeaderMicrosoft20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Azure AI FundamentalsMicrosoft20/100Foundational20+0+0+0+0conservative floor; vendor not published in captured source
Microsoft Certified: Azure Data FundamentalsMicrosoft20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Cybersecurity Business Professional (beta)Microsoft20/100Foundational20+0+0+0+0conservative floor; pending vendor verification
Microsoft Certified: Power Platform FundamentalsMicrosoft20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Microsoft Certified: Security, Compliance, and Identity FundamentalsMicrosoft20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Java Certified Foundations AssociateOracle20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Oracle Cloud Infrastructure Certified AI Foundations AssociateOracle20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Oracle Cloud Infrastructure Certified Foundations AssociateOracle20/100Foundational20+0+0+0+0conservative floor; needs human confirm
Certified System AdministratorServiceNow20/100Foundational20+0+0+0+0fully cited
Splunk Core Certified Power UserSplunk20/100Foundational20+0+0+0+0fully cited
Splunk Core Certified UserSplunk20/100Foundational20+0+0+0+0fully cited
Splunk O11y Cloud Certified Metrics UserSplunk20/100Foundational20+0+0+0+0fully cited

How the score is built

The formula is: level base + recommended-experience points + prerequisite points + format points + length points, capped at 100. Level comes from the vendor's stated tier: foundational or entry (20), associate or intermediate (40), and professional or advanced (60). Recommended experience is mapped from the vendor's wording: none (0), roughly one year or less (5), open-ended one-year-plus (10), about two to four years (15), and five-plus years (20). Format adds 0 for multiple choice, 5 for mixed or performance-based questions, and 10 for hands-on labs when the vendor cites it. Length adds 5 only when the sourced exam is over 120 minutes or over 90 questions.

What conservative floor means

Rows marked conservative are not guesses. They are the opposite: if a vendor-cited input such as format, length, or recommended experience is missing from the canonical data, that input scores 0. The row becomes a floor until the missing source is added. If band_sensitivity is present, the page should expose that the band could change when the missing input is verified.

How to use the index

Use difficulty to budget study runway, not to choose a career by itself. A lower-score credential can still be wrong for your target role, and a harder credential can be the better move if it maps to the job you actually want. Start with role fit, eligibility, budget, and study time; then use the difficulty index to decide how much preparation you need.

Bottom line and next steps

Bottom line: use the index as a planning layer, not as the decision itself.

Step 1: choose the role or role family you are actually targeting.

Step 2: filter credentials by relevance, eligibility, cost, renewal, and official learning resources.

Step 3: use the difficulty score to estimate study runway and lab depth.

Step 4: open the individual credential page and verify the official exam page before scheduling.

Step 5: pair the credential with role-specific proof of work, because a score does not replace projects, labs, or experience.

Frequently asked questions

Which IT certification is the hardest?

Among the certs RoleMath currently scores, the hardest are CCIE Automation, CCIE Collaboration, CCIE Data Center at 100/100. The ranking uses cited exam facts - level, experience, prerequisites, format, and length - not an outcome percentage.

Which IT certification is easiest or best for beginners?

The lowest-difficulty credentials RoleMath scores include AWS Certified Cloud Practitioner, Administering Cisco Contact Center Enterprise (CCEA), Advanced Administration and Reporting of Contact Center Enterprise (CCEAAR), CCDE, Cisco AI Technical Practitioner at 20/100. They are Foundational, but easiest is not the same as best; the right first cert depends on your target track.

How hard is a certification compared to others?

Use the 0-100 score, band, and input breakdown to compare credentials directly. Every row shows the level, experience, prerequisite, format, and length inputs, plus whether the score is fully cited or a conservative floor.

Is the RoleMath Difficulty Score an exam outcome percentage?

No. The RoleMath Difficulty Score measures exam demand from cited facts and never substitutes a fabricated outcome percentage.

Related, with the cited detail

Sources

Figures in this article are cited to the sources named in the Citation Ledger below and on each linked cited page. This page stays draft_noindex pending human citation review.

Citation Ledger

IDSupportsEvidenceSource
CIT-01Difficulty scores and bands in the tablePer-certification scores with itemized inputs and conservative/degraded flags, computed from official vendor exam pageshttps://www.comptia.org/en-us/certifications/; https://aws.amazon.com/certification/; https://learn.microsoft.com/en-us/credentials/; https://www.cisco.com/site/us/en/learn/training-certifications/certifications/index.html; https://www.isc2.org/certifications
CIT-02Difficulty scoring formula and band cutoffsRoleMath Certification Difficulty methodology: the public 0-100 formula, its source mapping, and the conservative missing-input ruleRoleMath Certification Difficulty methodology; https://www.comptia.org/en-us/certifications/; https://aws.amazon.com/certification/; https://learn.microsoft.com/en-us/credentials/
CIT-03Outcome-claim boundaryDifficulty is framed as an exam-facts score only, not an employment, salary, market-size, or personal prediction.https://www.comptia.org/en-us/certifications/; https://aws.amazon.com/certification/; https://learn.microsoft.com/en-us/credentials/; https://www.cisco.com/site/us/en/learn/training-certifications/certifications/index.html; https://www.isc2.org/certifications

Evidence behind this article

RoleMath turns this article into a small decision report: official credential facts, occupation context, sampled employer wording, and AI workflow evidence. Sampled postings are language evidence, not market share, salary, placement, or a hiring forecast.

Mapped roles: SOC Analyst, Data Analyst, Cloud Engineer, IT Security Operations Specialist

Current employer language

  • In RoleMath's public ATS sample captured 2026-06-20, SOC Analyst matched 77 heuristic postings, including 20 title/public-ready postings. Common sampled language included Cybersecurity, SIEM, Incident response, EDR, threat intelligence; certification mentions included CySA+, Security+, CCNA; AI-language mentions included no reviewed AI-specific terms cleared the current panel. This is qualitative employer language, not representative market demand.
  • In RoleMath's public ATS sample captured 2026-06-20, Data Analyst matched 103 heuristic postings, including 36 title/public-ready postings. Common sampled language included SQL, Python, Tableau, Looker, Excel; certification mentions included PMP; AI-language mentions included no reviewed AI-specific terms cleared the current panel. This is qualitative employer language, not representative market demand.
  • In RoleMath's public ATS sample captured 2026-06-20, Cloud Engineer matched 257 heuristic postings, including 140 title/public-ready postings. Common sampled language included Kubernetes, AWS, Terraform, Python, Azure; certification mentions included Security+, CCNA, Linux+; AI-language mentions included no reviewed AI-specific terms cleared the current panel. This is qualitative employer language, not representative market demand.

Previous-year demand: blocked until comparable repeat snapshots exist. Prediction: review-only; no public forecast is approved from this sample. Sources: Ashby Job Postings API, Greenhouse Job Board API, Lever Postings API, Teamtailor Jobs JSON Feed, Workday CXS Jobs API

AI impact context

  • SOC Analyst: 23.90% augmentation-labeled and 76.10% automation-labeled Claude usage context. Sampled AI-language terms include Anthropic, LLM, machine learning, prompt engineering. Descriptive Claude usage data, not employment demand, not job loss, and not a personal forecast; CC-BY attribution required.
  • Data Analyst: 52.57% augmentation-labeled and 47.43% automation-labeled Claude usage context. Sampled AI-language terms include Anthropic, LLM, OpenAI, machine learning. Descriptive Claude usage data, not employment demand, not job loss, and not a personal forecast; CC-BY attribution required.
  • Cloud Engineer: 36.25% augmentation-labeled and 63.75% automation-labeled Claude usage context. Sampled AI-language terms include Anthropic, LLM, OpenAI, PyTorch. Descriptive Claude usage data, not employment demand, not job loss, and not a personal forecast; CC-BY attribution required.

Sources: Anthropic Economic Index report: Cadences (release 2026-06-26), Canaries in the Coal Mine - recent employment effects of AI (working paper), Felten Raj and Seamans - AI Occupational Exposure (AIOE) index, GPTs are GPTs: An early look at the labor market impact potential of LLMs (Science 2024), OECD Employment Outlook 2023 - Artificial Intelligence and the Labour Market

Credential claim guardrails

Credential matches in this packet: Amazon Web Services AWS Certified AI Practitioner; Amazon Web Services AWS Certified Advanced Networking - Specialty; Amazon Web Services AWS Certified Cloud Practitioner; Amazon Web Services AWS Certified CloudOps Engineer - Associate.

No certification shown here is treated as salary, job, ROI, or pass-rate proof. Sources: Amazon Web Services official credential page, Amazon Web Services official credential page, Amazon Web Services official credential page, Amazon Web Services official credential page, Amazon Web Services official credential page

Every page here connects to the same cited data spine — these are the closest surfaces to what you just read.

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