University of Miami
Higher Education

University of Miami tech stack

University of Miami builds mostly with Python, SQL, MATLAB, SPSS. Its stack also includes Power BI, GCP, Instructor, Oracle. Python is named in 25 of the 172 job postings University of Miami published in the last 12 months (15%). Counted by Alion from the job postings of University of Miami, updated Nov 6, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 6, 2026
Technologies in use
112
Postings analysed
172
Open now
159
Modernity
79 /100
New in 6 months
8

What programming languages does University of Miami use?

Python is named in 15% of job postings at University of Miami, followed by SQL (6%), MATLAB (5%), SPSS (4%).

Python 25 15% required in 76% · 25 open now · since Dec 2024
SQL 11 6% required in 73% · 11 open now · since Dec 2024
MATLAB 8 5% required in 50% · 8 open now · since Sep 2026
SPSS 7 4% required in 86% · 7 open now · since Jun 2026
JavaScript 5 3% required in 80% · 5 open now · since Aug 2026
SAS 3 2% required in 100% · 3 open now · since Sep 2026
Stata 2 1% required in 100% · 2 open now · since Oct 2026
Node JS 2 1% required in 50% · 2 open now · since Oct 2026
Show all (11)
R2
TypeScript2
Perl1

What frameworks and libraries does University of Miami use?

Instructor is named in 2% of job postings at University of Miami, followed by Triton (1%), Angular (1%), React.js (1%).

Instructor 4 2% required in 100% · 3 open now · since Jul 2026
Triton 2 1% required in 100% · 2 open now · since Oct 2026
Angular 2 1% required in 50% · 2 open now · since Oct 2026
React.js 2 1% required in 50% · 2 open now · since Oct 2026
D3.js 1 1% required in 100% · 1 open now · since Oct 2026
Express 1 1% required in 100% · 1 open now · since Oct 2026
JQuery 1 1% required in 100% · 1 open now · since Oct 2026
Jest 1 1% required in 100% · 1 open now · since Oct 2026
Show all (13)
Nest.JS1
Plotly.js1
PyTorch1
TensorFlow1
Vue.js1

What databases does University of Miami use?

Oracle is named in 2% of job postings at University of Miami, followed by MySQL (1%), MS SQL (1%).

Oracle 3 2% required in 67% · 3 open now · since Oct 2026
MySQL 2 1% required in 100% · 2 open now · since Sep 2026
MS SQL 1 1% required in 100% · 1 open now · since Oct 2026

What cloud and platforms does University of Miami use?

Power BI is named in 6% of job postings at University of Miami, followed by GCP (5%), Linux (3%), Azure (3%).

Power BI 11 6% required in 73% · 11 open now · since Jul 2026
GCP 9 5% required in 100% · 9 open now · since Jun 2026
Linux 6 3% required in 67% · 6 open now · since Jun 2026
Azure 5 3% required in 80% · 5 open now · since Oct 2026
Windows 4 2% required in 100% · 3 open now · since Sep 2026
SIEM 3 2% required in 100% · 3 open now · since Sep 2026
Kubernetes 3 2% required in 67% · 3 open now · since Oct 2026
Unix 2 1% required in 100% · 2 open now · since Oct 2026
Show all (24)
AWS2
Bioconductor2
GitHub2
GitHub Actions2
Azure DevOps1
Crowdstrike1
LDAP1
MLFlow1
Perplexity1
PubMed1
Splunk1
Braze1
GitLab CI1
Qualys Cloud Platform1
Spark1
Tableau1

What developer tools does University of Miami use?

Microsoft Excel is named in 10% of job postings at University of Miami, followed by Git (3%), GraphPad Prism (3%), Rest API (3%).

Microsoft Excel 17 10% required in 88% · 17 open now · since Jul 2026
Git 6 3% required in 50% · 6 open now · since Oct 2026
GraphPad Prism 5 3% required in 100% · 5 open now · since Jun 2026
Rest API 5 3% required in 80% · 5 open now · since Oct 2026
HL7 4 2% required in 75% · 4 open now · since Oct 2026
FHIR 3 2% required in 100% · 3 open now · since Oct 2026
DICOM 3 2% required in 67% · 3 open now · since Oct 2026
Docker 3 2% required in 67% · 3 open now · since Oct 2026
Show all (26)
AutoCAD2
Copilot2
Adobe Photoshop2
Jenkins2
Adobe InDesign1
Canva1
DVC1
FlowJo1
Medidata Rave1
Meta Quest SDK1
Model Context Protocol1
PyMOL1
SOPS1
Terraform1
gRPC1
pySpark1
Adobe Illustrator1
rmarkdown1

What AI and ML technologies does University of Miami use?

LLM is named in 1% of job postings at University of Miami, followed by ChatGPT (1%), Gemini (1%).

LLM 2 1% required in 50% · 2 open now · since Oct 2026
ChatGPT 1 1% required in 100% · 1 open now · since Sep 2026
Gemini 1 1% required in 100% · 1 open now · since Sep 2026

Which engineering practices does University of Miami ask for?

Flow Cytometry is named in 12% of job postings at University of Miami, followed by Cell Culture (12%), Machine Learning (10%), PCR (10%).

Flow Cytometry 21 12% required in 100% · 21 open now · since May 2026
Cell Culture 21 12% required in 95% · 19 open now · since Jun 2026
Machine Learning 18 10% required in 100% · 13 open now · since Mar 2025
PCR 18 10% required in 100% · 17 open now · since Jun 2026
qPCR 17 10% required in 94% · 16 open now · since Jun 2026
Western Blot 13 8% required in 92% · 12 open now · since Jun 2026
Good Clinical Practice 12 7% required in 100% · 12 open now · since Sep 2026
Immunohistochemistry 11 6% required in 100% · 11 open now · since Jun 2026
Show all (32)
Next-Generation Sequencing9
ELISA9
CRISPR6
Confocal Microscopy6
Single-Cell Sequencing5
GLP4
Mass Spectrometry4
SOAP4
CAPA3
CI/CD3
Chromatography2
Incident Management2
Computer Vision1
ETL/ELT1
Electron Microscopy (SEM/TEM)1
Explainable AI1
GMP1
HPC1
Molecular Cloning1
OCR1
Prompt Engineering1
Time Series1
AI Agents1
Post-training1

What does each University of Miami team work with?

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

Science & Research

65 postings
Python10
GraphPad Prism5
GCP4
Linux4
MATLAB4
SPSS4

Education

33 postings
Instructor4
Microsoft Excel4
Power BI3
SAS2
SQL2

Finance

8 postings
Microsoft Excel6
Power BI2

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How is the University of Miami 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
UnixOct 2026
Adobe PhotoshopOct 2026
BioconductorOct 2026
ROct 2026
CAPAOct 2026
LLMOct 2026
GitOct 2026
OracleOct 2026
Rising
Good Clinical Practice0% → 8%
SQL0% → 7%
Python10% → 16%
Microsoft Excel5% → 11%
Next-Generation Sequencing0% → 6%
MATLAB0% → 5%
CRISPR0% → 4%
Git0% → 4%
Falling
Western Blot24% → 5%
PCR24% → 9%
Flow Cytometry24% → 11%
Cell Culture24% → 11%
Single-Cell Sequencing14% → 1%
qPCR19% → 9%
ELISA14% → 4%
Immunohistochemistry14% → 5%

How modern is the University of Miami stack?

Cutting-edge AI adopter 79/100

University of Miami scores 79 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: 3; legacy ones: 0.

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

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

Python36%
Power BI19%
SQL31%
GCP11%
MATLAB11%
SPSS9%
Linux21%
Azure19%
JavaScript23%
Instructor2%

What sets University of Miami apart

Instructor2%

Questions about the University of Miami tech stack

What programming languages does University of Miami use?

The languages named in University of Miami job postings are Python (15%), SQL (6%), MATLAB (5%), SPSS (4%), JavaScript (3%), as a share of the 172 postings of the last 12 months.

Does University of Miami use Instructor?

Yes. Instructor is named in 4 of 172 job postings (2%) and required in 4 of them.

What cloud and platforms does University of Miami use?

The cloud and platforms named in University of Miami job postings are Power BI (11), GCP (9), Linux (6) (postings in brackets).

What skills do you need for a Science & Research job at University of Miami?

Science & Research postings at University of Miami most often require Python (10), GraphPad Prism (5), GCP (4), Linux (4), out of 65 postings in the last 12 months.

Is the University of Miami tech stack changing?

Yes. Unix, Adobe Photoshop, Bioconductor, R first appeared in University of Miami job postings in the last six months.

How modern is the University of Miami tech stack?

University of Miami scores 79 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: 3; legacy ones: 0.

How does Alion know the University of Miami tech stack?

Alion reads every job posting University of Miami publishes and tags the technologies each one names. The figures on this page count the 172 postings of the last 12 months and were updated on Nov 6, 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 Miami tech stack: 112 technologies from 172 job postings", as of Nov 6, 2026. https://alion.io/company/miami/technologies

Licence: CC BY-SA 4.0JSON