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Live · Guide v1.01W031 · Career GuideValidated · Lightcast Labor DataUpdated · Q2 20262026 Cohort Active
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USAF · 1W031Career Guide · Operations · VWC.CG.1W031.R.04
1W031 · USAF · Enlisted

Weather
Forecaster.

Air Force 1W031 (Weather Forecaster). 960 hours of formal training translate to 5 validated civilian career pathways with salary bands of $75K–$110K. Sourced from DoD training data and Lightcast labor signals.

Training hours960DoD pipeline
ACE creditACEUp to 15 semester hours recommended in Meteorology
Tech roles4mapped to your code
Civilian pathways5validated
Cert coverage2/4direct + partial
/ 01 · Tech Roles

Roles your code maps to.

SOURCE · BLS + LIGHTCAST ROLES · 4

Industry tech roles your 1W031 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 1W031 training already gave you, and the specific gaps to close — not a generic checklist.

Already have06
  • 01
    Meteorological Observations and Upper Air AnalysisData collection and analysis
  • 02
    Weather Radar Interpretation and Satellite MeteorologyRemote sensing data processing
  • 03
    AWDS/AFWA Models and DataExperience with data processing systems
  • 04
    System ModelingUnderstanding complex system interactions
  • 05
    Situational AwarenessGathering and interpreting real-time information
  • 06
    Resource OptimizationEfficiently allocating and managing resources
To learn07

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

+Python (pandas, NumPy)+SQL+Data visualization tools (Tableau, Power BI)+Data warehousing concepts+ETL tools (Apache NiFi, Informatica)+Cloud platforms (AWS, Azure, Google Cloud)+Infrastructure as Code (Terraform, CloudFormation)
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

Meteorologist

$99K
High match
Stable demand
Skills to develop
  • American Meteorological Society Certified Broadcast Meteorologist (if interested in broadcasting)
  • Master's Degree in Meteorology or Atmospheric Science (preferred by some employers)
P.02

Environmental Consultant

$85K
Good match
Growing demand
Skills to develop
  • Knowledge of environmental regulations (EPA, etc.)
  • Project management skills
  • Specific environmental certifications (e.g., Certified Environmental Professional)
P.03

Data Scientist

$110K
Good match
Very high demand
Skills to develop
  • Advanced statistical modeling
  • Proficiency in programming languages (Python, R)
  • Experience with machine learning techniques
P.04

Emergency Management Specialist

$75K
Moderate match
High demand
Skills to develop
  • FEMA certifications (e.g., IS-100, IS-700)
  • Experience with emergency planning and response
  • Knowledge of disaster recovery principles
P.05

Geospatial Analyst

$80K
Moderate match
High demand
Skills to develop
  • GIS software proficiency (e.g., ArcGIS, QGIS)
  • Remote sensing data analysis skills
  • Knowledge of cartographic principles
/ 04 · Hidden Strengths

What the code built.

Cognitive skills your 1W031 training built — and where they transfer in civilian work.

S.01

System Modeling

As a weather forecaster, you build mental models of atmospheric processes to predict future conditions. You understand how various factors like temperature, pressure, and humidity interact to create weather patterns, allowing you to anticipate changes and potential impacts on military operations.

Transfers to

This ability to construct and utilize complex system models translates directly into fields that require understanding how different components interact within a larger system, predicting outcomes, and adapting strategies accordingly.

S.02

Situational Awareness

You maintain constant awareness of current weather conditions, forecast models, and their potential impact on ongoing or planned military activities. This involves monitoring various data sources, interpreting information quickly, and communicating relevant details to decision-makers.

Transfers to

Your honed ability to gather, process, and interpret real-time information from multiple sources to maintain a comprehensive understanding of a dynamic environment is highly valuable in many civilian sectors.

S.03

Rapid Prioritization

In dynamic operational environments, you quickly assess and prioritize weather-related threats or opportunities to inform critical decisions. You can determine what information is most important, filter out noise, and effectively communicate key insights under pressure.

Transfers to

This talent for quickly assessing situations, identifying critical factors, and prioritizing actions is essential in roles where rapid decision-making and efficient resource allocation are crucial.

S.04

Resource Optimization

You manage weather resources (equipment, personnel, data) effectively to meet mission requirements. This involves planning, coordinating, and adapting resources to ensure accurate and timely weather support is available when and where it's needed most, maximizing operational effectiveness.

Transfers to

Your experience in efficiently allocating and managing resources to achieve specific goals translates to civilian roles where strategic resource planning and optimization are vital for success.

/ 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.

Emergency Management Specialist

SOC 29-9099.00

You've been expertly assessing weather-related risks and communicating them to decision-makers. Your background in interpreting complex data and forecasting potential impacts makes you well-suited to develop and implement emergency response plans for natural disasters and other crises.

Adjacent · Match

Geospatial Analyst

SOC 15-1199.01

You've developed a strong understanding of how environmental factors influence operations, and you are adept at using data from multiple sources to make informed decisions. As a Geospatial Analyst, you can use these skills to analyze geographic data for various applications, such as urban planning, resource management, or environmental monitoring.

Adjacent · Match

Logistics Analyst

SOC 13-2081.00

You've been responsible for ensuring the right resources are available at the right time and place to support military operations. Your skills in planning, coordinating, and managing resources will be valuable in optimizing supply chains and logistics operations for businesses in various industries.

Adjacent · Match
/ 06 · Training & Certs

What you trained on.

SOURCE · DOD + ACE\nVALIDATED
Academy

Weather Specialty Course

Keesler AFB, MS
960hHours
24wkWeeks
ACECredit

Up to 15 semester hours recommended in Meteorology

Topics · 8
  • Meteorological Observations
  • Upper Air Analysis
  • Weather Radar Interpretation
  • Satellite Meteorology
  • Numerical Weather Prediction
  • Aviation Weather
  • Space Weather
  • Weather Briefing Techniques
Partial coverage · 2
  • Certified Professional Meteorologist (CPM)60%

    Requires a bachelor's degree in meteorology or atmospheric science (or equivalent), plus passing a rigorous exam covering a broad range of meteorological topics. Military training provides a solid foundation, but additional study in areas like synoptic meteorology, mesoscale meteorology, and climatology is needed.

  • GIS Professional (GISP)40%

    While 1W031s use geospatial data and analysis, becoming a GISP requires demonstrating broader expertise in GIS principles, data management, spatial analysis techniques, and application development. Focus on formal GIS training and practical experience using GIS software.

Recommended next · 02
  • Remote Sensing Professional Certification (RSP)Adjacent
  • Certified Analytics Professional (CAP)Adjacent
/ 07 · Systems Translation

What you ran, in their words.

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

Military SystemCivilian EquivalentDomain
Automated Weather Distribution System (AWDS)National Weather Service Advanced Weather Interactive Processing System (AWIPS)Operations
Air Force Weather Agency (AFWA) Models and DataNOAA's National Centers for Environmental Prediction (NCEP) Models and DataOperations
Weather Surveillance Radar - 1988 Doppler (WSR-88D)Commercial Weather Radars (e.g., Baron, AccuWeather, WeatherBug)Signals
Defense Meteorological Satellite Program (DMSP)Commercial meteorological satellites (e.g., GOES, WorldView)Operations
Joint Environmental Toolkit (JET)Geographic Information System (GIS) software with weather overlays (e.g., ArcGIS, QGIS with weather data plugins)Operations
Space Weather Prediction Center (SWPC) productsNOAA Space Weather Prediction Center dataOperations
/ Translator · Live

Translate 1W031 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.