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Live · Guide v1.01W091 · Career GuideValidated · Lightcast Labor DataUpdated · Q2 20262026 Cohort Active
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USAF · 1W091Career Guide · Operations · VWC.CG.1W091.R.04
1W091 · USAF · Enlisted

Weather
Forecaster.

Air Force 1W091 (Weather Forecaster). 672 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 hours672DoD pipeline
ACE creditACEUp to 9 semester hours recommended in Meteorology
Tech roles4mapped to your code
Civilian pathways5validated
Cert coverage2/6direct + partial
/ 01 · Tech Roles

Roles your code maps to.

SOURCE · BLS + LIGHTCAST ROLES · 4

Industry tech roles your 1W091 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 1W091 training already gave you, and the specific gaps to close — not a generic checklist.

Already have07
  • 01
    Meteorological Observation Techniques, Weather Radar Interpretation, Satellite Imagery AnalysisData collection, analysis, and interpretation
  • 02
    Weather Forecasting Principles, Atmospheric Science FundamentalsUnderstanding of predictive modeling and system behavior
  • 03
    AN/TMQ-53 Tactical Meteorological Observing System (TMOS), Defense Meteorological Satellite Program (DMSP)Experience with data acquisition and processing systems
  • 04
    System ModelingDesigning, testing, and refining complex algorithms and predictive models
  • 05
    Situational AwarenessAssessing evolving circumstances and making informed decisions in time-sensitive environments
  • 06
    Rapid PrioritizationManaging competing demands and meeting deadlines under pressure
  • 07
    Resource OptimizationStreamlining processes and maximizing resource utilization
To learn12

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

+Python for data analysis (pandas, NumPy)+SQL for data querying and manipulation+Data visualization tools (e.g., Tableau, Power BI)+Cloud data warehousing solutions (e.g., AWS Redshift, Snowflake)+ETL (Extract, Transform, Load) tools and techniques+Data pipeline orchestration tools (e.g., Apache Airflow)+Machine learning algorithms and techniques+Machine learning frameworks (e.g., TensorFlow, PyTorch)+Cloud computing platforms (e.g., AWS, Azure, GCP)+IT systems analysis and design+Business process modeling and requirements gathering+Project management methodologies (e.g., Agile, Waterfall)
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
  • Civilian weather forecasting models
  • Public communication skills
P.02

Environmental Consultant

$85K
Good match
Growing demand
Skills to develop
  • Environmental regulations
  • Report writing
P.03

Data Scientist

$110K
Good match
Very high demand
Skills to develop
  • Python or R programming
  • Machine learning techniques
P.04

Geospatial Analyst

$78K
Moderate match
High demand
Skills to develop
  • GIS software (e.g., ArcGIS)
  • Remote sensing techniques
P.05

Emergency Management Specialist

$75K
Moderate match
High demand
Skills to develop
  • Emergency management certifications
  • Disaster preparedness planning
/ 04 · Hidden Strengths

What the code built.

Cognitive skills your 1W091 training built — and where they transfer in civilian work.

S.01

System Modeling

As a weather forecaster, you develop and utilize complex models of atmospheric and space weather systems to predict future conditions and their impact on military operations.

Transfers to

Your ability to build and interpret system models translates directly into designing, testing, and refining complex algorithms and predictive models across various industries.

S.02

Situational Awareness

You maintain constant awareness of dynamic weather conditions, integrating data from multiple sources to assess risks and opportunities for military operations in diverse environments.

Transfers to

This keen awareness allows you to quickly assess evolving circumstances, anticipate potential problems, and make informed decisions in time-sensitive, high-pressure environments.

S.03

Rapid Prioritization

You routinely prioritize tasks based on the urgency and impact of weather events on ongoing military missions, ensuring critical information reaches decision-makers promptly.

Transfers to

Your experience in rapidly prioritizing tasks in high-stakes situations makes you adept at managing competing demands, allocating resources effectively, and meeting deadlines under pressure.

S.04

Resource Optimization

You manage weather resources and tailor unit capabilities to meet mission requirements, ensuring optimal allocation of equipment and personnel for effective weather support.

Transfers to

Your skill in resource optimization allows you to streamline processes, improve efficiency, and maximize the utilization of available resources to achieve organizational goals.

/ 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 Scientist

SOC 15-2051

You've been analyzing complex environmental data to predict weather patterns, which is directly applicable to building predictive models and extracting insights from large datasets in various industries. Your experience with statistical analysis and data visualization makes you a valuable asset in data-driven decision-making.

Adjacent · Match

Emergency Management Specialist

SOC 29-9099

You're already skilled in assessing risks and issuing warnings for severe weather events. This translates seamlessly into developing and implementing emergency response plans for natural disasters and other crises. Your ability to communicate effectively and make critical decisions under pressure makes you an ideal candidate.

Adjacent · Match

Logistics Analyst

SOC 13-2081

You have experience in managing resources and tailoring capabilities to meet mission requirements. As a logistics analyst, you can apply these skills to optimize supply chain operations, improve efficiency, and reduce costs for businesses. Your understanding of complex systems and ability to analyze data makes you well-suited for this role.

Adjacent · Match
/ 06 · Training & Certs

What you trained on.

SOURCE · DOD + ACE\nVALIDATED
Academy

Weather Initial Skills Training

Keesler Air Force Base, MS
672hHours
16wkWeeks
ACECredit

Up to 9 semester hours recommended in Meteorology

Topics · 8
  • Meteorological Observation Techniques
  • Weather Radar Interpretation
  • Satellite Imagery Analysis
  • Weather Forecasting Principles
  • Atmospheric Science Fundamentals
  • Weather Effects on Military Operations
  • Space Weather Environment
  • Briefing Techniques
Partial coverage · 2
  • Certified Environmental Scientist (CES)60%

    The CES focuses more broadly on environmental science, including areas like toxicology, hydrology, and environmental regulations which are not explicitly covered in the 1W091 role. Study environmental regulations, remediation, and broader ecological principles.

  • GIS Professional (GISP)40%

    While 1W091s use weather data and likely some mapping tools, a GISP requires deeper knowledge of GIS software, spatial analysis techniques, and cartography principles. Focus on GIS software proficiency (e.g., ArcGIS, QGIS), spatial statistics, and map design.

Recommended next · 04
  • Certified Information Systems Security Professional (CISSP)Adjacent
  • Project Management Professional (PMP)Adjacent
  • Certified Weather Observer (CWO)Adjacent
  • Certified Climate Professional (CCP)Adjacent
/ 07 · Systems Translation

What you ran, in their words.

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

Military SystemCivilian EquivalentDomain
AN/TMQ-53 Tactical Meteorological Observing System (TMOS)Automated Weather Observing System (AWOS)Operations
Air Force Weather Agency (AFWA) systemsNational Weather Service (NWS) and NOAA data feedsOperations
Defense Meteorological Satellite Program (DMSP)Commercial meteorological satellites (e.g., GOES, EUMETSAT)Operations
Weather Research and Forecasting (WRF) modelHigh-resolution numerical weather prediction models (e.g., Weather Company, AccuWeather)Operations
Joint Environmental Toolkit (JET)Geographic Information System (GIS) software with weather data integration (e.g., ArcGIS, QGIS with weather plugins)Operations
Space Weather Prediction Center (SWPC) data feedsCommercial space weather data providers (e.g., Space Weather Services)Operations
FMQ-19 Automated Meteorological SensorVaisala WXT520 Weather TransmitterSignals
/ Translator · Live

Translate 1W091 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.