UCF Alumni tech stack

UCF Alumni builds mostly with C++, Python, Julia, JavaScript. Its stack also includes CUDA Toolkit, CUDA, Active Directory, Supervision. C++ is named in 4 of the 22 job postings UCF Alumni published in the last 12 months (18%). Counted by Alion from the job postings of UCF Alumni, updated Oct 14, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 14, 2026
Technologies in use
54
Postings analysed
22
Open now
22
Modernity
67 /100
New in 6 months
8

What programming languages does UCF Alumni use?

C++ is named in 18% of job postings at UCF Alumni, followed by Python (18%), Julia (14%), JavaScript (9%).

C++ 4 18% required in 50% · 4 open now · since Aug 2026
Python 4 18% required in 50% · 4 open now · since Aug 2026
Julia 3 14% required in 33% · 3 open now · since Sep 2026
JavaScript 2 9% required in 100% · 2 open now · since Oct 2026
MATLAB 2 9% optional · 2 open now · since Oct 2026
C# 1 5% required in 100% · 1 open now · since Oct 2026
Java 1 5% required in 100% · 1 open now · since Oct 2026
PHP 1 5% required in 100% · 1 open now · since Oct 2026
Show all (12)
PowerShell1
SAS1
SQL1
C1

What frameworks and libraries does UCF Alumni use?

CUDA is named in 14% of job postings at UCF Alumni, followed by Supervision (9%), PyTorch (9%), CUDA.jl (5%).

CUDA 3 14% optional · 3 open now · since Aug 2026
Supervision 2 9% required in 100% · 2 open now · since Oct 2026
PyTorch 2 9% required in 50% · 2 open now · since Sep 2026
CUDA.jl 1 5% required in 100% · 1 open now · since Sep 2026
Flux.jl 1 5% required in 100% · 1 open now · since Sep 2026
Ignite 1 5% required in 100% · 1 open now · since Oct 2026
JQuery 1 5% required in 100% · 1 open now · since Oct 2026
PyTorch C++ 1 5% required in 100% · 1 open now · since Sep 2026
Show all (12)
TensorFlow1
TensorFlow C++1
Unreal Engine1
ZeroMQ1

What databases does UCF Alumni use?

MS SQL is named in 5% of job postings at UCF Alumni.

MS SQL 1 5% required in 100% · 1 open now · since Oct 2026

What cloud and platforms does UCF Alumni use?

CUDA Toolkit is named in 14% of job postings at UCF Alumni, followed by Active Directory (9%), .NET (5%), Amazon S3 (5%).

CUDA Toolkit 3 14% optional · 3 open now · since Aug 2026
Active Directory 2 9% required in 100% · 2 open now · since Oct 2026
.NET 1 5% required in 100% · 1 open now · since Oct 2026
Amazon S3 1 5% required in 100% · 1 open now · since Oct 2026
Azure 1 5% required in 100% · 1 open now · since Oct 2026
Microsoft Entra ID 1 5% required in 100% · 1 open now · since Oct 2026
Kubernetes 1 5% optional · 1 open now · since Oct 2026
Linux 1 5% optional · 1 open now · since Oct 2026
Show all (10)
Windows1
Windows Server1

What developer tools does UCF Alumni use?

Microsoft Excel is named in 9% of job postings at UCF Alumni, followed by DaVinci Resolve (5%), Rest API (5%), Terraform (5%).

Microsoft Excel 2 9% optional · 2 open now · since Oct 2026
DaVinci Resolve 1 5% required in 100% · 1 open now · since Oct 2026
Rest API 1 5% required in 100% · 1 open now · since Oct 2026
Terraform 1 5% required in 100% · 1 open now · since Oct 2026
WordPress 1 5% required in 100% · 1 open now · since Oct 2026
Docker 1 5% optional · 1 open now · since Oct 2026

Which engineering practices does UCF Alumni ask for?

Machine Learning is named in 18% of job postings at UCF Alumni, followed by DNS (9%), HPC (9%), CI/CD (5%).

Machine Learning 4 18% required in 75% · 4 open now · since Aug 2026
DNS 2 9% required in 100% · 2 open now · since Oct 2026
HPC 2 9% required in 100% · 2 open now · since Oct 2026
CI/CD 1 5% required in 100% · 1 open now · since Oct 2026
Computer Vision 1 5% required in 100% · 1 open now · since Oct 2026
DHCP 1 5% required in 100% · 1 open now · since Oct 2026
Digital Twin 1 5% required in 100% · 1 open now · since Sep 2026
Fine-tuning 1 5% required in 100% · 1 open now · since Oct 2026
Show all (13)
SOAP1
VPN1
Human-in-the-Loop1
PKI1
Post-training1

How does your stack fit UCF Alumni?

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How is the UCF Alumni 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
Active DirectoryOct 2026
DNSOct 2026
Microsoft ExcelOct 2026
HPCOct 2026
JavaScriptOct 2026
MATLABOct 2026
SupervisionOct 2026
JuliaSep 2026

How modern is the UCF Alumni stack?

Modern 67/100

UCF Alumni scores 67 out of 100 (Modern). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 0; legacy ones: 0.

How common is the UCF Alumni stack in its industry?

Share of the 1,297 companies in the same industries, whose stack Alion knows, that use each technology.

C++11%
Python34%
CUDA2%
CUDA Toolkit2%
Julia3%
Active Directory11%
JavaScript22%
MATLAB10%
PyTorch8%
Supervision10%

What sets UCF Alumni apart

CUDA2%
CUDA Toolkit2%
Julia3%

Questions about the UCF Alumni tech stack

What programming languages does UCF Alumni use?

The languages named in UCF Alumni job postings are C++ (18%), Python (18%), Julia (14%), JavaScript (9%), MATLAB (9%), as a share of the 22 postings of the last 12 months.

Does UCF Alumni use Supervision?

Yes. Supervision is named in 2 of 22 job postings (9%) and required in 2 of them.

What cloud and platforms does UCF Alumni use?

The cloud and platforms named in UCF Alumni job postings are CUDA Toolkit (3), Active Directory (2), .NET (1) (postings in brackets).

Is the UCF Alumni tech stack changing?

Yes. Active Directory, DNS, Microsoft Excel, HPC first appeared in UCF Alumni job postings in the last six months.

How modern is the UCF Alumni tech stack?

UCF Alumni scores 67 out of 100 (Modern). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 0; legacy ones: 0.

How does Alion know the UCF Alumni tech stack?

Alion reads every job posting UCF Alumni publishes and tags the technologies each one names. The figures on this page count the 22 postings of the last 12 months and were updated on Oct 14, 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, "UCF Alumni tech stack: 54 technologies from 22 job postings", as of Oct 14, 2026. https://alion.io/company/ucfalumni/technologies

Licence: CC BY-SA 4.0JSON