University of Maryland
Higher Education

University of Maryland tech stack

University of Maryland builds mostly with Python, SQL, JavaScript, Apex. Its stack also includes Linux, Windows, PyTorch, TensorFlow. Python is named in 33 of the 93 job postings University of Maryland published in the last 12 months (35%). Counted by Alion from the job postings of University of Maryland, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
194
Postings analysed
93
Open now
47
Modernity
75 /100
New in 6 months
8

What programming languages does University of Maryland use?

Python is named in 35% of job postings at University of Maryland, followed by SQL (13%), JavaScript (9%), Apex (5%).

Python 33 35% required in 79% · 15 open now · since Jan 2025
SQL 12 13% required in 83% · 6 open now · since Apr 2026
JavaScript 8 9% required in 63% · 1 open now · since Feb 2026
Apex 5 5% required in 80% · 1 open now · since Jul 2026
C++ 5 5% required in 80% · 1 open now · since Jan 2025
Bash 3 3% required in 100% · 1 open now · since Jun 2026
TypeScript 3 3% required in 100% · since Feb 2026
MATLAB 3 3% required in 67% · 1 open now · since Aug 2026
Show all (21)
Node JS3
Perl3
PHP3
Fortran2
Java2
Ruby2
SPSS2
C#1
Julia1
PowerShell1
SAS1
Stata1
R1

What frameworks and libraries does University of Maryland use?

PyTorch is named in 12% of job postings at University of Maryland, followed by TensorFlow (8%), FastAPI (5%), Lightning Web Components (5%).

PyTorch 11 12% required in 91% · 5 open now · since Jan 2025
TensorFlow 7 8% required in 86% · 3 open now · since Jan 2025
FastAPI 5 5% required in 100% · 1 open now · since May 2026
Lightning Web Components 5 5% required in 80% · 1 open now · since Jul 2026
Scikit-learn 4 4% required in 100% · 3 open now · since Jun 2026
Flask 3 3% required in 100% · since May 2026
TensorFlow C++ 3 3% required in 100% · since Jan 2025
Hadoop 2 2% required in 100% · 1 open now · since Jun 2026
Show all (41)
PostGIS2
Pytest2
React.js2
Sentence-Transformers2
Visualforce2
pgvector2
Transformers2
Accelerate1
Angular1
Axios1
Beautiful Soup1
CUDA1
Cypress1
FAISS1
JAX1
Jest1
Metal1
Next.js1
NumPy1
OpenCV1
OpenGL1
OpenTelemetry1
Pandas1
Playwright1
ROS1
ROS21
Remix1
Rest-Assured1
SciPy1
Selenium1
Unity1
Unreal Engine1

And 1 more, each named in fewer postings.

What databases does University of Maryland use?

PostgreSQL is named in 4% of job postings at University of Maryland, followed by Oracle (4%), Cassandra (2%), ElasticSearch (1%).

PostgreSQL 4 4% required in 100% · 2 open now · since Jun 2026
Oracle 4 4% required in 75% · 3 open now · since Aug 2026
Cassandra 2 2% required in 100% · 1 open now · since Jun 2026
ElasticSearch 1 1% required in 100% · 1 open now · since Jun 2026
MySQL 1 1% required in 100% · since Apr 2026
Neo4j 1 1% required in 100% · since Aug 2026
Qdrant 1 1% required in 100% · since Aug 2026
Amazon Redshift 1 1% optional · 1 open now · since Nov 2026

What cloud and platforms does University of Maryland use?

Linux is named in 16% of job postings at University of Maryland, followed by Windows (12%), Azure (11%), AWS (9%).

Linux 15 16% required in 100% · 6 open now · since Mar 2026
Windows 11 12% required in 100% · 5 open now · since Mar 2026
Azure 10 11% required in 100% · 2 open now · since Feb 2026
AWS 8 9% required in 100% · 4 open now · since Mar 2026
GitHub 8 9% required in 25% · 2 open now · since Oct 2025
Power BI 6 6% required in 83% · 3 open now · since Apr 2026
GCP 4 4% required in 100% · 2 open now · since May 2026
Grafana 4 4% required in 100% · 2 open now · since Jul 2026
Show all (37)
Tableau4
Unix4
Active Directory3
Bitbucket3
FreeBSD3
Kubernetes3
Debian2
GitLab2
GitLab CI2
Red Hat2
Spark2
Ubuntu2
Windows Server2
AWS Bedrock1
Amazon EC21
Amazon S31
Azure DevOps1
Datadog1
DirectX1
Hugging Face1
Kibana1
Kubeflow1
MLFlow1
Microsoft Fabric1
Postman1
Rancher1
Sonatype Nexus IQ1
Weights & Biases1
LDAP1

What developer tools does University of Maryland use?

Docker is named in 10% of job postings at University of Maryland, followed by Rest API (10%), Git (9%), Canva (8%).

Docker 9 10% required in 89% · 5 open now · since May 2026
Rest API 9 10% required in 89% · 3 open now · since Apr 2026
Git 8 9% required in 88% · 2 open now · since Jun 2026
Canva 7 8% required in 100% · 3 open now · since Jul 2026
Ansible 6 6% required in 100% · 3 open now · since Jul 2026
CloudFormation 3 3% required in 100% · 2 open now · since Jun 2026
Nagios 3 3% required in 100% · 2 open now · since Aug 2026
Adobe Photoshop 3 3% required in 67% · 2 open now · since Mar 2025
Show all (37)
Salesforce CLI3
Adobe After Effects2
Adobe Premiere Pro2
Copado2
Gearset2
Puppet2
Terraform2
Informatica2
Microsoft Excel2
Azure Data Factory1
Chef1
DirectX 121
Drupal1
GraphQL1
Great Expectations1
Hyper-V1
InfiniBand1
JMeter1
Model Context Protocol1
Nessus1
Nexus Repository1
OpenAI Codex1
QGIS1
SOPS1
TestRail1
k61
AWS Glue1
Talend1
WordPress1

What AI and ML technologies does University of Maryland use?

LLM is named in 3% of job postings at University of Maryland, followed by Gaussian Splatting (1%).

LLM 3 3% required in 67% · 1 open now · since Feb 2026
Gaussian Splatting 1 1% required in 100% · since Mar 2026

Which engineering practices does University of Maryland ask for?

Machine Learning is named in 37% of job postings at University of Maryland, followed by CI/CD (13%), ETL/ELT (11%), Computer Vision (6%).

Machine Learning 34 37% required in 97% · 18 open now · since Jan 2025
CI/CD 12 13% required in 92% · 5 open now · since May 2026
ETL/ELT 10 11% required in 100% · 4 open now · since Apr 2026
Computer Vision 6 6% required in 100% · 2 open now · since Dec 2025
DHCP 6 6% required in 100% · 3 open now · since Jul 2026
DNS 6 6% required in 100% · 3 open now · since Jul 2026
VPN 5 5% required in 100% · 3 open now · since Aug 2026
Multimodal AI 4 4% required in 100% · 1 open now · since Jan 2025
Show all (48)
NLP4
AI Agents4
RAG4
BGP3
HPC3
OSPF3
Platform Engineering3
TCP/IP3
Wi-Fi3
CRISPR2
Fine-tuning2
Immunohistochemistry2
NER2
Reinforcement Learning2
Computer Use1
Configuration Management1
Embeddings1
Feature Store1
Function Calling1
GLP1
GraphRAG1
Incident Management1
Interpretability1
Knowledge Distillation1
Knowledge Graph1
Mass Spectrometry1
Model Distillation1
Molecular Cloning1
Motion Planning1
Multi-Agent Systems1
NeRF1
OCR1

And 8 more, each named in fewer postings.

What does each University of Maryland team work with?

The technologies each team's postings require most often, with the number of postings that require them.

Data Science

16 postings
Python11
Linux5
Git4
PyTorch4
AWS3
PostgreSQL3

AI/ML

7 postings
PyTorch4
Docker2
FastAPI2
Python2
Scikit-learn2
TensorFlow2

Networking

5 postings
Ansible3
FreeBSD3
Grafana3
Linux3
Nagios3
Oracle3

Enterprise Apps

5 postings
Apex4
Lightning Web Components4
Azure2
Copado2
Gearset2
Git2

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How much does University of Maryland pay by technology?

Median stated pay of the postings that name each technology, against the median of all University of Maryland postings with stated pay: $110k across 77 postings.

TechnologyPostings with payMedianvs company median
Python28$135k+23%
Linux12$148k+35%
Azure10$140k+27%
SQL10$139k+27%
Windows10$139k+26%
PyTorch9$127k+15%
JavaScript8$128k+16%
TensorFlow7$127k+15%
GitHub7$125k+14%
AWS6$177k+61%

How is the University of Maryland stack changing?

Read from the dates of the postings themselves: a technology is new when the first posting that names it appeared in the last six months, rising or falling when its share of postings moved between the last two quarters.

First appeared
InformaticaOct 2026
CRISPROct 2026
ImmunohistochemistryOct 2026
SPSSSep 2026
NERAug 2026
Sentence-TransformersAug 2026
TransformersAug 2026
Node JSAug 2026
Rising
Tableau0% → 6%
Node JS0% → 6%
Perl0% → 6%
JavaScript4% → 9%
Docker7% → 11%
Power BI4% → 8%
Falling
Azure19% → 6%
Apex15% → 2%
Lightning Web Components15% → 2%
Rest API15% → 8%
Git15% → 8%
GitHub15% → 8%
ETL/ELT15% → 9%
AWS11% → 6%

How modern is the University of Maryland stack?

Cutting-edge AI adopter 75/100

University of Maryland scores 75 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 2; legacy ones: 0.

How common is the University of Maryland stack in its industry?

Share of the 1,395 companies in the same industries, whose stack Alion knows, that use each technology.

Python36%
Linux21%
SQL30%
PyTorch9%
Windows30%
Azure18%
AWS16%
GitHub9%
JavaScript23%
TensorFlow6%

What sets University of Maryland apart

Apex3%
FastAPI3%
Lightning Web Components1%
Grafana4%
Scikit-learn4%
Bitbucket1%
Flask2%
FreeBSD0%
Perl3%
TensorFlow C++2%

Questions about the University of Maryland tech stack

What programming languages does University of Maryland use?

The languages named in University of Maryland job postings are Python (35%), SQL (13%), JavaScript (9%), Apex (5%), C++ (5%), as a share of the 93 postings of the last 12 months.

Does University of Maryland use PyTorch?

Yes. PyTorch is named in 11 of 93 job postings (12%) and required in 10 of them.

What cloud and platforms does University of Maryland use?

The cloud and platforms named in University of Maryland job postings are Linux (15), Windows (11), Azure (10) (postings in brackets).

What skills do you need for a Data Science job at University of Maryland?

Data Science postings at University of Maryland most often require Python (11), Linux (5), Git (4), PyTorch (4), out of 16 postings in the last 12 months.

Is the University of Maryland tech stack changing?

Yes. Informatica, CRISPR, Immunohistochemistry, SPSS first appeared in University of Maryland job postings in the last six months.

How modern is the University of Maryland tech stack?

University of Maryland scores 75 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 2; legacy ones: 0.

How does Alion know the University of Maryland tech stack?

Alion reads every job posting University of Maryland publishes and tags the technologies each one names. The figures on this page count the 93 postings of the last 12 months and were updated on Nov 12, 2026.

Method and citation

Alion reads every job posting the company publishes and tags the technologies each one names. Shares count the postings of the last 12 months, open and closed; the company's own products are counted apart. How we count

Alion, "University of Maryland tech stack: 194 technologies from 93 job postings", as of Nov 12, 2026. https://alion.io/company/umd/technologies

Licence: CC BY-SA 4.0JSON