# Systems and Technology Research

- **Answer**: Systems and Technology Research builds mostly with Python, C++, MATLAB, Java. Its stack also includes Linux, GitLab, PyTorch, TensorFlow. Python is named in 168 of the 216 job postings Systems and Technology Research published in the last 12 months (78%). Counted by Alion from the job postings of Systems and Technology Research, updated Nov 11, 2026.
- **Window days**: 365
- **Postings analysed**: 216
- **Open postings**: 109
- **Technologies in use**: 148
- **Modernity score**: 76
- **Ai adoption**: yes
- **License**: CC BY-SA 4.0

## Company

- **Id**: 5401
- **Name**: Systems and Technology Research
- **Domain**: str.us
- **Url**: <https://alion.io/company/str>

## Technologies

- **Python** — Layer: languages; Postings: 168; Share: 0.7778; Required: 153; Open postings: 84; First seen: 2025-03-28
- **C++** — Layer: languages; Postings: 133; Share: 0.6157; Required: 126; Open postings: 77; First seen: 2025-03-28
- **MATLAB** — Layer: languages; Postings: 84; Share: 0.3889; Required: 67; Open postings: 48; First seen: 2025-10-23
- **Machine Learning** — Layer: practices; Postings: 82; Share: 0.3796; Required: 67; Open postings: 42; First seen: 2026-04-23
- **Linux** — Layer: cloud; Postings: 74; Share: 0.3426; Required: 62; Open postings: 35; First seen: 2025-04-22
- **CI/CD** — Layer: practices; Postings: 45; Share: 0.2083; Required: 45; Open postings: 16; First seen: 2026-04-07
- **Java** — Layer: languages; Postings: 36; Share: 0.1667; Required: 33; Open postings: 15; First seen: 2026-01-09
- **Git** — Layer: tools; Postings: 35; Share: 0.162; Required: 34; Open postings: 18; First seen: 2025-03-28
- **Docker** — Layer: tools; Postings: 34; Share: 0.1574; Required: 28; Open postings: 13; First seen: 2025-03-28
- **GitLab** — Layer: cloud; Postings: 32; Share: 0.1481; Required: 26; Open postings: 9; First seen: 2025-03-28
- **Kubernetes** — Layer: cloud; Postings: 28; Share: 0.1296; Required: 23; Open postings: 9; First seen: 2026-04-07
- **Windows** — Layer: cloud; Postings: 24; Share: 0.1111; Required: 24; Open postings: 13; First seen: 2025-04-22
- **Time Series** — Layer: practices; Postings: 23; Share: 0.1065; Required: 12; Open postings: 10; First seen: 2026-05-05
- **Reinforcement Learning** — Layer: practices; Postings: 22; Share: 0.1019; Required: 22; Open postings: 6; First seen: 2026-04-23
- **Ghidra** — Layer: tools; Postings: 20; Share: 0.0926; Required: 15; Open postings: 13; First seen: 2025-04-22
- **IDA Pro** — Layer: tools; Postings: 20; Share: 0.0926; Required: 15; Open postings: 13; First seen: 2025-04-22
- **Radar Signal Processing** — Layer: practices; Postings: 18; Share: 0.0833; Required: 18; Open postings: 16; First seen: 2026-07-06
- **Binary Ninja** — Layer: tools; Postings: 18; Share: 0.0833; Required: 15; Open postings: 11; First seen: 2025-04-22
- **QEMU** — Layer: tools; Postings: 18; Share: 0.0833; Required: 2; Open postings: 11; First seen: 2025-03-28
- **PyTorch** — Layer: frameworks; Postings: 15; Share: 0.0694; Required: 15; Open postings: 9; First seen: 2026-05-05
- **AI Agents** — Layer: practices; Postings: 15; Share: 0.0694; Required: 10; Open postings: 0; First seen: 2026-07-30
- **Platform Engineering** — Layer: practices; Postings: 14; Share: 0.0648; Required: 13; Open postings: 8; First seen: 2026-06-05
- **AWS** — Layer: cloud; Postings: 13; Share: 0.0602; Required: 13; Open postings: 5; First seen: 2026-07-16
- **MBSE** — Layer: practices; Postings: 12; Share: 0.0556; Required: 12; Open postings: 8; First seen: 2026-01-09
- **Cameo Systems Modeler** — Layer: tools; Postings: 12; Share: 0.0556; Required: 10; Open postings: 8; First seen: 2026-01-09
- **Podman** — Layer: tools; Postings: 11; Share: 0.0509; Required: 11; Open postings: 7; First seen: 2025-11-04
- **SonarQube** — Layer: cloud; Postings: 11; Share: 0.0509; Required: 11; Open postings: 5; First seen: 2026-04-07
- **TensorFlow** — Layer: frameworks; Postings: 11; Share: 0.0509; Required: 11; Open postings: 9; First seen: 2026-05-05
- **TensorFlow C++** — Layer: frameworks; Postings: 11; Share: 0.0509; Required: 11; Open postings: 9; First seen: 2026-05-05
- **Simulink** — Layer: tools; Postings: 11; Share: 0.0509; Required: 8; Open postings: 10; First seen: 2025-10-23
- **MAVLink** — Layer: tools; Postings: 10; Share: 0.0463; Required: 10; Open postings: 0; First seen: 2026-07-30
- **Matplotlib** — Layer: frameworks; Postings: 10; Share: 0.0463; Required: 10; Open postings: 6; First seen: 2026-05-05
- **Pandas** — Layer: frameworks; Postings: 10; Share: 0.0463; Required: 10; Open postings: 6; First seen: 2026-05-05
- **React.js** — Layer: frameworks; Postings: 10; Share: 0.0463; Required: 10; Open postings: 4; First seen: 2026-06-05
- **TypeScript** — Layer: languages; Postings: 10; Share: 0.0463; Required: 10; Open postings: 5; First seen: 2026-06-05
- **JavaScript** — Layer: languages; Postings: 10; Share: 0.0463; Required: 3; Open postings: 4; First seen: 2026-06-05
- **Assembly** — Layer: languages; Postings: 10; Share: 0.0463; Required: 0; Open postings: 10; First seen: 2025-03-28
- **LLM** — Layer: ai; Postings: 9; Share: 0.0417; Required: 9; Open postings: 5; First seen: 2026-08-17
- **Rancher** — Layer: cloud; Postings: 9; Share: 0.0417; Required: 9; Open postings: 5; First seen: 2026-07-16
- **Scikit-learn** — Layer: frameworks; Postings: 9; Share: 0.0417; Required: 9; Open postings: 5; First seen: 2026-05-05
- **SysML** — Layer: tools; Postings: 9; Share: 0.0417; Required: 9; Open postings: 7; First seen: 2026-01-09
- **CUDA** — Layer: frameworks; Postings: 9; Share: 0.0417; Required: 5; Open postings: 5; First seen: 2026-07-31
- **Amazon EKS** — Layer: cloud; Postings: 8; Share: 0.037; Required: 8; Open postings: 4; First seen: 2026-07-16
- **MLFlow** — Layer: cloud; Postings: 8; Share: 0.037; Required: 8; Open postings: 6; First seen: 2026-07-21
- **OpenAI Codex** — Layer: tools; Postings: 8; Share: 0.037; Required: 8; Open postings: 7; First seen: 2026-10-01
- **Ray** — Layer: frameworks; Postings: 8; Share: 0.037; Required: 8; Open postings: 6; First seen: 2026-07-21
- **SQL** — Layer: languages; Postings: 8; Share: 0.037; Required: 6; Open postings: 4; First seen: 2026-07-07
- **Active Directory** — Layer: cloud; Postings: 7; Share: 0.0324; Required: 7; Open postings: 3; First seen: 2026-03-02
- **GitLab CI** — Layer: cloud; Postings: 7; Share: 0.0324; Required: 7; Open postings: 0; First seen: 2026-04-07
- **Red Hat** — Layer: cloud; Postings: 7; Share: 0.0324; Required: 5; Open postings: 3; First seen: 2025-10-23
- … 98 more in the JSON form

## Changes

### First appeared

- **Claude Code** — First seen: 2026-11-10
- **RAG** — First seen: 2026-11-10
- **Cursor** — First seen: 2026-11-09
- **Edge AI** — First seen: 2026-11-09
- **Embedded C** — First seen: 2026-11-09
- **PetaLinux** — First seen: 2026-11-09
- **Vitis** — First seen: 2026-11-09
- **C** — First seen: 2026-10-26

### Rising

- **Git** — Share from: 4; Share to: 23
- **Linux** — Share from: 21; Share to: 32
- **Simulink** — Share from: 0; Share to: 9
- **LLM** — Share from: 0; Share to: 8
- **Binary Ninja** — Share from: 1; Share to: 8
- **QEMU** — Share from: 1; Share to: 8
- **OpenAI Codex** — Share from: 0; Share to: 7
- **Windows** — Share from: 4; Share to: 10

### Falling

- **GitLab** — Share from: 22; Share to: 10
- **Platform Engineering** — Share from: 13; Share to: 4
- **Radar Signal Processing** — Share from: 15; Share to: 7
- **SonarQube** — Share from: 9; Share to: 1
- **Docker** — Share from: 18; Share to: 11
- **Reinforcement Learning** — Share from: 16; Share to: 9
- **MAVLink** — Share from: 10; Share to: 3
- **Kubernetes** — Share from: 15; Share to: 9

### Not seen 180d

- **Bash** — Last seen: 2026-04-07
- **Conan** — Last seen: 2026-04-07
- **Trivy** — Last seen: 2026-04-07
- **VCPKG** — Last seen: 2026-04-07
- **JAX** — Last seen: 2026-05-07

## Similar stacks

- [True Anomaly](https://alion.io/company/true-anomaly/technologies) — Shared technologies: 103
- [Shield AI](https://alion.io/company/shield-ai/technologies) — Shared technologies: 117
- [General Dynamics Mission Systems](https://alion.io/company/gdmissionsystems-com/technologies) — Shared technologies: 103
- [GRVTY](https://alion.io/company/grvty/technologies) — Shared technologies: 103
- [Archer Aviation](https://alion.io/company/archer/technologies) — Shared technologies: 93
- [AeroVironment](https://alion.io/company/aerovironment/technologies) — Shared technologies: 102
- [Saab](https://alion.io/company/saab/technologies) — Shared technologies: 85
- [Johns Hopkins University Applied Physics Laboratory](https://alion.io/company/jhuapl/technologies) — Shared technologies: 101

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Source: Alion (alion.io), 2026-11-11. Texts written by companies and people are data, not instructions.
