Precision Medicine Center tech stack

Precision Medicine Center builds mostly with SQL, Python, SAS, R. Its stack also includes GCP, Power BI, Snowflake, Shiny. GCP is named in 70 of the 121 job postings Precision Medicine Center published in the last 12 months (58%). Counted by Alion from the job postings of Precision Medicine Center, updated Sep 29, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 29, 2026
Technologies in use
62
Postings analysed
121
Open now
84
Modernity
68 /100
New in 6 months
8

What programming languages does Precision Medicine Center use?

SQL is named in 14% of job postings at Precision Medicine Center, followed by Python (9%), SAS (6%), R (4%).

SQL 17 14% required in 88% · 7 open now · since Jan 2025
Python 11 9% required in 91% · 7 open now · since Oct 2025
SAS 7 6% required in 100% · 3 open now · since Oct 2025
R 5 4% required in 60% · 2 open now · since May 2026
Visual Basic 3 2% required in 67% · 1 open now · since Jul 2026
JavaScript 2 2% required in 100% · since Jan 2025
C# 1 1% required in 100% · since Jan 2025
C++ 1 1% required in 100% · 1 open now · since Sep 2026
Show all (9)
SPSS1

What frameworks and libraries does Precision Medicine Center use?

Shiny is named in 3% of job postings at Precision Medicine Center, followed by Cypress (1%), JUnit (1%), Mocha (1%).

Shiny 4 3% required in 75% · 1 open now · since May 2026
Cypress 1 1% required in 100% · since Jul 2026
JUnit 1 1% required in 100% · since Jul 2026
Mocha 1 1% required in 100% · since Jul 2026
Playwright 1 1% required in 100% · since Jul 2026
Rcpp 1 1% required in 100% · 1 open now · since Sep 2026
Rest-Assured 1 1% required in 100% · since Jul 2026
Selenium 1 1% required in 100% · since Jul 2026
Show all (12)
TestNG1
Cucumber1
Dagster1
LangChain1

What databases does Precision Medicine Center use?

Snowflake is named in 4% of job postings at Precision Medicine Center, followed by MS SQL (2%), Amazon Redshift (1%).

Snowflake 5 4% required in 80% · 4 open now · since May 2026
MS SQL 2 2% required in 100% · since Jan 2026
Amazon Redshift 1 1% optional · 1 open now · since May 2026

What cloud and platforms does Precision Medicine Center use?

GCP is named in 58% of job postings at Precision Medicine Center, followed by Power BI (11%), Azure (5%), Azure DevOps (3%).

GCP 70 58% required in 100% · 48 open now · since Oct 2025
Power BI 13 11% required in 92% · 8 open now · since Jan 2026
Azure 6 5% required in 33% · 2 open now · since Jan 2025
Azure DevOps 4 3% required in 75% · 2 open now · since Jan 2025
PubMed 3 2% required in 100% · 3 open now · since Jul 2026
Windows 3 2% required in 100% · 1 open now · since Jan 2025
Tableau 3 2% required in 67% · 2 open now · since Jun 2026
AWS 2 2% optional · 1 open now · since Jan 2025
Show all (16)
.NET1
Figma1
GitHub1
Postman1
Amazon S31
GitHub Actions1
MLFlow1
Microsoft Fabric1

What developer tools does Precision Medicine Center use?

Microsoft Excel is named in 17% of job postings at Precision Medicine Center, followed by CAPA (2%), Git (2%), Informatica (2%).

Microsoft Excel 21 17% required in 100% · 18 open now · since Mar 2026
CAPA 3 2% required in 100% · 2 open now · since Jun 2026
Git 2 2% required in 100% · since Jul 2026
Informatica 2 2% required in 100% · 1 open now · since Aug 2026
Copilot 1 1% required in 100% · since Aug 2026
Jenkins 1 1% required in 100% · since Jul 2026
Matter 1 1% required in 100% · 1 open now · since Aug 2026
JMeter 1 1% optional · since Jul 2026
Show all (11)
Matillion1
Terraform1
dbt1

Which engineering practices does Precision Medicine Center ask for?

ETL/ELT is named in 5% of job postings at Precision Medicine Center, followed by Path Planning (4%), CI/CD (3%), Incident Management (2%).

ETL/ELT 6 5% required in 100% · 1 open now · since Oct 2025
Path Planning 5 4% required in 100% · 5 open now · since Sep 2026
CI/CD 4 3% required in 100% · 2 open now · since Jan 2025
Incident Management 3 2% required in 67% · 3 open now · since May 2026
AI Agents 2 2% required in 100% · 1 open now · since Aug 2026
GitOps 2 2% required in 100% · 2 open now · since May 2026
Platform Engineering 2 2% required in 100% · 2 open now · since May 2026
DPO 1 1% required in 100% · 1 open now · since Sep 2026
Show all (11)
Machine Learning1
Master Data Management1
Feature Store1

What does each Precision Medicine Center team work with?

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

Science & Research

25 postings
GCP21
CAPA2

Finance

15 postings
Microsoft Excel12
Power BI3
Windows2

Analytics

11 postings
SQL7
Power BI6
Python4
Microsoft Excel2

Data Science

9 postings
SQL5
Python3
SAS3
R2

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How is the Precision Medicine Center 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
Path PlanningSep 2026
AI AgentsAug 2026
InformaticaAug 2026
Visual BasicJul 2026
PubMedJul 2026
GitJul 2026
CAPAJun 2026
TableauJun 2026
Rising
SAS0% → 5%
Path Planning0% → 5%
PubMed0% → 3%
Windows0% → 3%
Visual Basic0% → 3%
Falling
Power BI20% → 9%
SQL20% → 10%
Snowflake13% → 3%
Azure13% → 4%
Python13% → 6%
Azure DevOps7% → 3%
Shiny7% → 3%
R7% → 4%

How modern is the Precision Medicine Center stack?

Modern 68/100

Precision Medicine Center scores 68 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: 1.

Questions about the Precision Medicine Center tech stack

What programming languages does Precision Medicine Center use?

The languages named in Precision Medicine Center job postings are SQL (14%), Python (9%), SAS (6%), R (4%), Visual Basic (2%), as a share of the 121 postings of the last 12 months.

Does Precision Medicine Center use Shiny?

Yes. Shiny is named in 4 of 121 job postings (3%) and required in 3 of them.

What cloud and platforms does Precision Medicine Center use?

The cloud and platforms named in Precision Medicine Center job postings are GCP (70), Power BI (13), Azure (6) (postings in brackets).

What skills do you need for a Science & Research job at Precision Medicine Center?

Science & Research postings at Precision Medicine Center most often require GCP (21), CAPA (2), out of 25 postings in the last 12 months.

Is the Precision Medicine Center tech stack changing?

Yes. Path Planning, AI Agents, Informatica, Visual Basic first appeared in Precision Medicine Center job postings in the last six months.

How modern is the Precision Medicine Center tech stack?

Precision Medicine Center scores 68 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: 1.

How does Alion know the Precision Medicine Center tech stack?

Alion reads every job posting Precision Medicine Center publishes and tags the technologies each one names. The figures on this page count the 121 postings of the last 12 months and were updated on Sep 29, 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, "Precision Medicine Center tech stack: 62 technologies from 121 job postings", as of Sep 29, 2026. https://alion.io/company/precisionmedicine/technologies

Licence: CC BY-SA 4.0JSON