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1N090 Career Guide

Air Force

1N090: Imagery Analyst

Career transition guide for Air Force Imagery Analyst (1N090)

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Tech Roles You Could Aim For

Real industry tech roles your 1N090 background maps to — picked from BLS-anchored occupations using your training, cognitive skills, and systems experience.

Data Analyst

Data

SOC 15-2051
High match

Your imagery analysis background, especially your pattern recognition and geospatial analysis skills, translates directly to data analysis. You're used to extracting insights from visual data; now, learn to do it with numerical data. Your experience with tools like SOCET GXP (similar to Esri ArcGIS) gives you a head start.

Typical stack:

SQLExcel / Sheets at expert levelOne BI tool (Tableau, Power BI, Looker)Statistics fundamentalsStakeholder communication

Machine Learning Engineer

Data

SOC 15-1252
Moderate match

Imagery Analysts work with large datasets, identify patterns, and use software to extract information. You can leverage this experience to learn machine learning techniques to automate pattern recognition and predictive modeling. Your experience with UAV sensor operations also gives you a hardware/software perspective relevant in robotics.

Typical stack:

PythonPyTorch or TensorFlowML pipeline tooling (MLflow, Kubeflow, Vertex AI)Model deploymentSoftware engineering fundamentals

Computer Systems Analyst

Customer / Field

SOC 15-1211
Good match

Your experience in analyzing systems, determining requirements, and using computer-assisted exploitation equipment makes you a strong fit for a Computer Systems Analyst role. You're familiar with assessing how technology can solve problems; now, broaden that to business systems.

Typical stack:

Software systems literacyProcess mappingRequirements gatheringSQLStakeholder communication

Cloud Engineer

DevOps / Platform

SOC 15-1241
Moderate match

Your experience with MAAS (Multimedia Automated Archive System), is similar to cloud-based digital asset management systems. Your understanding of imagery exploitation and data storage translates well to cloud environments. Learning cloud computing can build on your existing skills.

Typical stack:

One major cloud (AWS, GCP, Azure)Networking (VPC, subnets, routing)IAM and security boundariesCost optimizationInfrastructure as Code

Skills You Already Have

Concrete bridges from 1N090 experience to tech-industry practice.

  • Pattern RecognitionAnalyzing complex data sets to spot trends
  • Situational AwarenessGrasping complex environments and understanding interconnected systems
  • Geospatial AnalysisWorking with mapping software and geographic data
  • After-Action AnalysisEvaluating project performance, identifying areas for optimization
  • Adversarial ThinkingIdentifying potential risks, vulnerabilities, and competitive threats
  • Imagery InterpretationExtracting meaningful insights from visual data

Skills to Learn

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

Python fundamentalsData visualization tools (e.g., Tableau, Power BI)SQL for database queryingCloud computing basics (AWS, Azure, or Google Cloud)Cloud deployment and management tools (e.g., Terraform, Kubernetes)Statistical modeling and machine learning algorithmsMachine learning frameworks (e.g., TensorFlow, PyTorch)Data engineering principles for ML (e.g., data pipelines, feature engineering)Systems analysis and design methodologiesBusiness process modelingProject management fundamentals

How VWC fits

Vets Who Code accelerates the parts we teach — software engineering fundamentals, web development, AI tooling. For everything else above, the path is doable independently with the resources we link to.

See VWC Programs

Civilian Career Pathways

Top civilian roles for 1N090 veterans, with average salary and market demand data.

Imagery Analyst

$85K
High matchHigh demand

Geospatial Analyst

$92K
High matchVery high demand

Intelligence Analyst

$80K
Good matchHigh demand

Skills to develop:

Familiarity with specific civilian intelligence databasesOpen Source Intelligence (OSINT) techniques

Remote Sensing Technician

$70K
Good matchGrowing demand

Skills to develop:

GIS software proficiency (e.g., ArcGIS, QGIS)Specific remote sensing certifications

Unmanned Aircraft Systems (UAS) Technician

$65K
Moderate matchGrowing demand

Skills to develop:

FAA Part 107 certificationSpecific UAS maintenance training

Salary estimates from VWC career data

Hidden Strengths

Cognitive skills your 1N090 training built — and where they transfer.

Pattern Recognition

As an Imagery Analyst, you were constantly scanning multisensor imagery to identify patterns indicative of enemy activity, infrastructure, or equipment. You used these patterns to determine the significance of military facilities, assess damage, and predict future activities.

Your ability to quickly identify and interpret visual patterns translates directly to analyzing complex data sets to spot trends, anomalies, and potential problems or opportunities.

Situational Awareness

You maintained a high level of awareness regarding the operational environment, understanding the location, status, and function of various elements, including military equipment, industrial installations, and transportation networks. This comprehensive awareness was crucial for effective intelligence gathering and reporting.

Your honed situational awareness allows you to quickly grasp complex environments, anticipate potential issues, and maintain a comprehensive understanding of interconnected systems, which is crucial for making informed decisions.

After-Action Analysis

You prepared damage assessment reports, detailing structural damage and weapons effects. Also, monitoring counterinsurgency operations, through the use of full motion video, you assessed weapons impact and effects. This involves a structured review of past events to identify lessons learned and improve future operations.

Your experience in analyzing the outcomes of actions, identifying root causes, and recommending improvements equips you to effectively evaluate project performance, identify areas for optimization, and implement strategies for continuous improvement in any organization.

Adversarial Thinking

By analyzing terrain to identify landing zones and defensive fortifications and monitoring counterinsurgency operations, you were constantly anticipating the actions and reactions of potential adversaries. This involved thinking strategically about their goals, capabilities, and likely courses of action.

Your ability to think like an adversary allows you to proactively identify potential risks, vulnerabilities, and competitive threats, enabling you to develop robust mitigation strategies and stay ahead of the curve in a competitive environment.

Non-Obvious Career Matches

Financial Fraud Investigator

SOC 13-2099.04

As an Imagery Analyst, you honed your skills in pattern recognition and critical analysis to identify anomalies and potential threats. You've been trained to meticulously examine data, connect disparate pieces of information, and think like an adversary to uncover hidden patterns and motivations. These skills are directly transferable to investigating financial fraud, where you'll analyze financial records, identify suspicious transactions, and build cases against perpetrators.

Urban Planner

SOC 17-3029.00

You've been analyzing terrain, infrastructure, and human activity patterns to understand complex operational environments. Your experience in assessing the impact of various factors on a given area, combined with your spatial reasoning and analytical skills, makes you well-suited for urban planning, where you'll be involved in designing and developing sustainable, functional, and aesthetically pleasing urban spaces.

Insurance Claims Adjuster

SOC 13-1031.00

You've been trained to meticulously assess damage, analyze evidence, and determine the validity of claims. You have a keen eye for detail and are comfortable working with complex information. As an insurance claims adjuster, you'll use these skills to investigate claims, evaluate damages, negotiate settlements, and ensure fair and accurate resolutions for policyholders.

Training & Education Equivalencies

Imagery Analyst Course, Goodfellow Air Force Base, TX

1,120 training hours28 weeksUp to 9 semester hours recommended

Topics Covered

  • Imagery Interpretation
  • Geospatial Analysis
  • Remote Sensing Principles
  • Exploitation of Multi-Spectral Imagery
  • Target Identification and Analysis
  • Geographic Referencing and Coordinate Systems
  • Intelligence Reporting
  • Unmanned Aerial Vehicle (UAV) Sensor Operations

Certification Pathways

Partial Coverage

Certified Intelligence Professional (CIP)70% covered

While the military training covers intelligence analysis, geospatial analysis, and reporting, the CIP requires specific knowledge of intelligence ethics, legal frameworks, and counterintelligence principles that may not be explicitly covered in the 1N090 training.

Geospatial Intelligence Professional Certification (GIP)60% covered

The 1N090 training provides a strong foundation in imagery analysis and geospatial data. However, the GIP certification requires a broader understanding of GIS software, remote sensing techniques beyond imagery, and advanced spatial analysis methodologies.

Recommended Next Certifications

Certified Information Systems Security Professional (CISSP)CompTIA Security+Project Management Professional (PMP)

Technical Systems Translation

Military systems you've used and their civilian equivalents for your resume.

Military SystemCivilian Equivalent
SOCET GXPEsri ArcGIS, ENVI
MAAS (Multimedia Automated Archive System)Cloud-based digital asset management systems (e.g., Amazon S3, Google Cloud Storage)
NSG (National System for Geospatial Intelligence)Geospatial data clearinghouses and APIs
FMV (Full Motion Video) Exploitation ToolsVideo analytics software (e.g., Milestone XProtect, Agent Vi)
различными датчиками на БПЛА RQ/MQ-1 Predator A/BDJI drones, thermal cameras, multispectral sensors
Precise Lightweight GPS Receiver (PLGR)High-precision GPS receivers (e.g., Trimble, Leica)

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