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Live · Guide v1.09S250 · Career GuideValidated · Lightcast Labor DataUpdated · Q2 20262026 Cohort Active
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USAF · 9S250Career Guide · IT · Comms · VWC.CG.9S250.R.04
9S250 · USAF · Enlisted

Applied Signals Intelligence
Analyst.

Air Force 9S250 (Applied Signals Intelligence Analyst). 960 hours of formal training translate to 5 validated civilian career pathways with salary bands of $65K–$120K. Sourced from DoD training data and Lightcast labor signals.

Training hours960DoD pipeline
ACE creditACEUp to 15 semester hours in physical science, electronics, and computer technology
Tech roles4mapped to your code
Civilian pathways5validated
Cert coverage3/6direct + partial
/ 01 · Tech Roles

Roles your code maps to.

SOURCE · BLS + LIGHTCAST ROLES · 4

Industry tech roles your 9S250 background maps to — picked from BLS-anchored occupations using your training, cognitive skills, and systems experience.

Sort · Match descending
/ 02 · Skill Bridge

The gap, named.

What 9S250 training already gave you, and the specific gaps to close — not a generic checklist.

Already have06
  • 01
    Signals Collection TechniquesData Acquisition and Preprocessing
  • 02
    Geophysical Data AnalysisData Mining and Statistical Analysis
  • 03
    Pattern RecognitionAnomaly Detection
  • 04
    System ModelingPredictive Analytics
  • 05
    DCGSBig data analytics platforms
  • 06
    JTWSIndustrial process monitoring
To learn09

The concrete gap to bridge — specific to the roles above, not a generic checklist.

+Python fundamentals+SQL and database management+Spark and Hadoop+Data visualization tools (e.g., Tableau, Power BI)+Statistical analysis methods+Cybersecurity fundamentals+Network security+Cloud computing basics (AWS, Azure, or Google Cloud)+Infrastructure-as-code with Terraform
How VWC fits

Vets Who Code is a free, full-time software engineering accelerator for veterans, active duty, and military spouses. We close the fundamentals — terminal, web platform, AI tooling, portfolio projects — so the rest of this list becomes specialization, not square one.

See VWC Programs →
/ 03 · Civilian Pathways

Where your code lands.

SOURCE · LIGHTCAST + CURATED PATHWAYS · 5
P.01

Environmental Science and Protection Technician

$75K
High match
Stable demand
Skills to develop
  • Specific EPA certifications (e.g., for asbestos, lead paint)
  • Familiarity with civilian environmental regulations (e.g., Clean Air Act, Clean Water Act)
P.02

Data Scientist

$120K
Good match
Very high demand
Skills to develop
  • Proficiency in programming languages (Python, R)
  • Experience with machine learning algorithms
  • Data visualization skills (Tableau, Power BI)
P.03

Geospatial Analyst

$85K
Good match
Growing demand
Skills to develop
  • GIS software proficiency (ArcGIS, QGIS)
  • Remote sensing data analysis
  • Cartography and map design
P.04

Radar Technician

$70K
High match
Stable demand
Skills to develop
  • FCC license
  • Experience with specific radar systems used in civilian applications (e.g., weather radar, air traffic control radar)
P.05

Hazardous Materials Technician

$65K
Good match
Stable demand
Skills to develop
  • HAZWOPER certification
  • Knowledge of DOT regulations for hazardous materials transportation
  • Experience with hazardous material identification and remediation
/ 04 · Hidden Strengths

What the code built.

Cognitive skills your 9S250 training built — and where they transfer in civilian work.

S.01

Pattern Recognition

9S250s analyze complex data sets from various sensors to identify anomalies, signatures, and trends indicative of specific events or phenomena. They discern subtle patterns within the noise to provide critical intelligence.

Transfers to

This ability to identify meaningful patterns in complex data translates to identifying market trends, predicting equipment failures, or detecting fraudulent activities in the civilian world.

S.02

System Modeling

Airmen in this role develop and utilize models of electronic sensors and systems to understand their behavior and predict performance under different conditions. This involves understanding the interaction of various components and their impact on overall system functionality.

Transfers to

The skill of creating and using system models is valuable for understanding and predicting the behavior of complex systems. This can be applied to financial modeling, climate modeling, or supply chain optimization.

S.03

Situational Awareness

These airmen maintain constant awareness of their surroundings, sensor status, and potential threats to ensure effective data collection and analysis. They synthesize information from multiple sources to make informed decisions under pressure.

Transfers to

This keen sense of situational awareness allows for quick assessment of complex and dynamic environments, leading to effective decision-making and proactive problem-solving.

S.04

After-Action Analysis

Following data collection or operational deployments, 9S250s conduct thorough analyses to identify areas for improvement in sensor deployment, data processing techniques, and reporting procedures. This focus on continuous improvement ensures optimal performance.

Transfers to

Analyzing past events and processes to identify areas for optimization is crucial for continuous improvement in any organization. This ability to learn from experience and implement corrective actions enhances efficiency and effectiveness.

/ 05 · Non-Obvious Matches

Roles the recruiter won't suggest.

Adjacent civilian roles your training maps to that conventional military-to-civilian advice tends to miss.

Data Science Consultant

SOC 15-2051

You've been rigorously trained in data analysis and pattern recognition with advanced sensor systems, which gives you a strong foundation for helping businesses extract insights from their data and improve decision-making. Your experience with data collection, processing, and reporting is directly applicable.

Adjacent · Match

Geospatial Analyst

SOC 15-1131

Your experience with geophysical data collection and analysis makes you exceptionally well-suited for geospatial analysis. You've been working with location-based data to identify trends, patterns, and relationships, which are valuable skills for environmental consulting or urban planning.

Adjacent · Match

Risk Management Analyst

SOC 13-2051

You've developed acute situational awareness and the ability to rapidly assess and respond to threats. Your training with various sensors and systems enables you to quickly analyze complex situations and make informed decisions, making you well-prepared for risk management in the financial or security sectors.

Adjacent · Match
/ 06 · Training & Certs

What you trained on.

SOURCE · DOD + ACE\nVALIDATED
Academy

Signals Intelligence Analyst Technical Training

Goodfellow Air Force Base, TX
960hHours
24wkWeeks
ACECredit

Up to 15 semester hours in physical science, electronics, and computer technology

Topics · 8
  • Signals Collection Techniques
  • Electronic Warfare Principles
  • Geophysical Data Analysis
  • Nuclear Radiation Detection
  • Chemical and Biological Sensing
  • Electro-Optical and Infrared Systems
  • Radar Systems Operation and Maintenance
  • Data Processing and Analysis
Partial coverage · 3
  • Certified Calibration Technician (CCT)60%

    Specific calibration procedures for various instruments, metrology principles, and industry standards.

  • Certified Reliability Engineer (CRE)40%

    Reliability engineering principles, statistical analysis for failure prediction, and specific industry applications.

  • Certified Quality Engineer (CQE)30%

    Quality management systems, statistical process control, auditing techniques, and root cause analysis.

Recommended next · 03
  • Certified Data Scientist (various providers)Adjacent
  • Project Management Professional (PMP)Adjacent
  • Certified Information Systems Security Professional (CISSP)Adjacent
/ 07 · Systems Translation

What you ran, in their words.

Military systems you operated and their civilian equivalents for your resume.

Military SystemCivilian EquivalentDomain
Distributed Common Ground System (DCGS)Big data analytics platforms (e.g., Hadoop, Spark) for processing large datasets from multiple sourcesNetworking
Electromagnetic Spectrum AnalyzerSpectrum analyzers used in telecommunications and electronics testing (e.g., Keysight, Rohde & Schwarz)Operations
Joint Threat Warning System (JTWS)Industrial process monitoring and early warning systems (e.g., for chemical plants, nuclear facilities)Operations
Advanced Geospatial Intelligence (GEOINT) systemsGeographic Information Systems (GIS) software (e.g., Esri ArcGIS, QGIS) and remote sensing image analysis softwareOperations
Nuclear, Biological, and Chemical (NBC) detection equipmentHAZMAT detection and analysis equipment used by environmental agencies and first respondersOperations
Imagery exploitation softwareRemote sensing and image analysis software (e.g., ENVI, ERDAS IMAGINE)Operations
/ Translator · Live

Translate 9S250 into a resume that ships.

Pair this guide with the VWC AI-powered translator: drop in your service record, get back ATS-optimized civilian resume language tuned to the tech roles above.