Precision Medicine Group tech stack

Precision Medicine Group builds mostly with SAS, Python, SQL, C++. Its stack also includes GCP, Power BI, Snowflake, Amazon Redshift. GCP is named in 27 of the 101 job postings Precision Medicine Group published in the last 12 months (27%). Counted by Alion from the job postings of Precision Medicine Group, updated Oct 23, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 23, 2026
Technologies in use
56
Postings analysed
101
Open now
95
Modernity
62 /100
New in 6 months
8

What programming languages does Precision Medicine Group use?

SAS is named in 6% of job postings at Precision Medicine Group, followed by Python (6%), SQL (6%), C++ (1%).

SAS 6 6% required in 100% · 6 open now · since Sep 2026
Python 6 6% required in 83% · 6 open now · since May 2026
SQL 6 6% required in 83% · 6 open now · since May 2026
C++ 1 1% required in 100% · 1 open now · since Sep 2026
Visual Basic 1 1% required in 100% · 1 open now · since Sep 2026
R 1 1% optional · 1 open now · since Sep 2026

What frameworks and libraries does Precision Medicine Group use?

Rcpp is named in 1% of job postings at Precision Medicine Group, followed by Dagster (1%), LangChain (1%).

Rcpp 1 1% required in 100% · 1 open now · since Sep 2026
Dagster 1 1% optional · 1 open now · since May 2026
LangChain 1 1% optional · 1 open now · since May 2026

What databases does Precision Medicine Group use?

Snowflake is named in 3% of job postings at Precision Medicine Group, followed by Amazon Redshift (1%).

Snowflake 3 3% required in 67% · 3 open now · since May 2026
Amazon Redshift 1 1% optional · 1 open now · since May 2026

What cloud and platforms does Precision Medicine Group use?

GCP is named in 27% of job postings at Precision Medicine Group, followed by Power BI (5%), PubMed (4%), Azure DevOps (2%).

GCP 27 27% required in 100% · 26 open now · since Apr 2026
Power BI 5 5% required in 80% · 5 open now · since Jun 2026
PubMed 4 4% required in 100% · 4 open now · since Jan 2026
Azure DevOps 2 2% required in 50% · 2 open now · since May 2026
Tableau 2 2% required in 50% · 2 open now · since Jun 2026
Azure 2 2% optional · 2 open now · since May 2026
GitHub 1 1% required in 100% · 1 open now · since Sep 2026
AWS 1 1% optional · 1 open now · since May 2026
Show all (11)
Amazon S31
GitHub Actions1
MLFlow1

What developer tools does Precision Medicine Group use?

Microsoft Excel is named in 9% of job postings at Precision Medicine Group, followed by GraphPad Prism (6%), LIMS (5%), Veeva (3%).

Microsoft Excel 9 9% required in 100% · 9 open now · since Mar 2026
GraphPad Prism 6 6% required in 100% · 5 open now · since Aug 2026
LIMS 5 5% required in 100% · 5 open now · since Sep 2026
Veeva 3 3% required in 100% · 3 open now · since Aug 2026
FlowJo 2 2% required in 100% · 2 open now · since Oct 2026
Informatica 1 1% required in 100% · 1 open now · since Sep 2026
Matter 1 1% required in 100% · 1 open now · since Aug 2026
Matillion 1 1% optional · 1 open now · since May 2026
Show all (10)
Terraform1
dbt1

Which engineering practices does Precision Medicine Group ask for?

Good Clinical Practice is named in 47% of job postings at Precision Medicine Group, followed by GLP (12%), CAPA (8%), Flow Cytometry (5%).

Good Clinical Practice 47 47% required in 100% · 44 open now · since Apr 2026
GLP 12 12% required in 100% · 11 open now · since Aug 2026
CAPA 8 8% required in 100% · 8 open now · since Jun 2026
Flow Cytometry 5 5% required in 100% · 5 open now · since Aug 2026
Immunohistochemistry 4 4% required in 100% · 4 open now · since May 2026
qPCR 4 4% required in 100% · 4 open now · since Oct 2026
GMP 4 4% required in 75% · 3 open now · since Sep 2026
Cell Culture 4 4% required in 50% · 4 open now · since Sep 2026
Show all (24)
CDISC3
ELISA3
Incident Management3
Next-Generation Sequencing2
21 CFR Part 111
AI Agents1
CI/CD1
Chromatography1
DPO1
ETL/ELT1
GitOps1
Machine Learning1
Master Data Management1
PCR1
Platform Engineering1
Feature Store1

What does each Precision Medicine Group team work with?

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

Biotech

41 postings
GCP13
SAS4

Science & Research

14 postings
GraphPad Prism5
FlowJo2
LIMS2
PubMed2

Sales

6 postings
Veeva3
GCP2

Analytics

4 postings
Python3
SQL3
Power BI2

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How is the Precision Medicine Group 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
qPCROct 2026
Next-Generation SequencingOct 2026
ELISAOct 2026
FlowJoOct 2026
LIMSSep 2026
Cell CultureSep 2026
GMPSep 2026
SASSep 2026
Rising
GLP0% → 14%
GraphPad Prism0% → 7%
SAS0% → 7%
Flow Cytometry0% → 6%
LIMS0% → 6%
qPCR0% → 5%
GMP0% → 5%
Cell Culture0% → 5%
Falling
Python20% → 5%
SQL20% → 5%
Immunohistochemistry10% → 3%
Power BI10% → 5%

How modern is the Precision Medicine Group stack?

Modern 62/100

Precision Medicine Group scores 62 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 common is the Precision Medicine Group stack in its industry?

Share of the 1,476 companies in the same industries, whose stack Alion knows, that use each technology.

GCP17%
Python26%
SAS4%
SQL28%
Power BI15%
PubMed1%
Snowflake7%
Azure18%
Azure DevOps6%
Tableau9%

What sets Precision Medicine Group apart

SAS4%
PubMed1%

Questions about the Precision Medicine Group tech stack

What programming languages does Precision Medicine Group use?

The languages named in Precision Medicine Group job postings are SAS (6%), Python (6%), SQL (6%), C++ (1%), Visual Basic (1%), as a share of the 101 postings of the last 12 months.

Does Precision Medicine Group use GCP?

Yes. GCP is named in 27 of 101 job postings (27%) and required in 27 of them.

What cloud and platforms does Precision Medicine Group use?

The cloud and platforms named in Precision Medicine Group job postings are GCP (27), Power BI (5), PubMed (4) (postings in brackets).

What skills do you need for a Biotech job at Precision Medicine Group?

Biotech postings at Precision Medicine Group most often require GCP (13), SAS (4), out of 41 postings in the last 12 months.

Is the Precision Medicine Group tech stack changing?

Yes. qPCR, Next-Generation Sequencing, ELISA, FlowJo first appeared in Precision Medicine Group job postings in the last six months.

How modern is the Precision Medicine Group tech stack?

Precision Medicine Group scores 62 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 Group tech stack?

Alion reads every job posting Precision Medicine Group publishes and tags the technologies each one names. The figures on this page count the 101 postings of the last 12 months and were updated on Oct 23, 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 Group tech stack: 56 technologies from 101 job postings", as of Oct 23, 2026. https://alion.io/company/precision-medicine-group-2/technologies

Licence: CC BY-SA 4.0JSON