Precision AQ tech stack

Precision AQ builds mostly with SQL, Python, R, SAS. Its stack also includes Power BI, Snowflake, Azure DevOps, Shiny. SQL is named in 11 of the 24 job postings Precision AQ published in the last 12 months (46%). Counted by Alion from the job postings of Precision AQ, updated Sep 29, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 29, 2026
Technologies in use
53
Postings analysed
24
Open now
15
Modernity
68 /100
New in 6 months
8

What programming languages does Precision AQ use?

SQL is named in 46% of job postings at Precision AQ, followed by Python (29%), R (17%), SAS (13%).

SQL 11 46% required in 82% · 5 open now · since Jan 2026
Python 7 29% required in 86% · 5 open now · since Jan 2026
R 4 17% required in 50% · 2 open now · since May 2026
SAS 3 13% required in 100% · 2 open now · since Jul 2026
JavaScript 2 8% required in 100% · since Jul 2026
Visual Basic 2 8% required in 100% · 1 open now · since Jul 2026
C# 1 4% required in 100% · since Aug 2026
C++ 1 4% required in 100% · 1 open now · since Sep 2026
Show all (9)
SPSS1

What frameworks and libraries does Precision AQ use?

Shiny is named in 13% of job postings at Precision AQ, followed by Cypress (4%), JUnit (4%), Mocha (4%).

Shiny 3 13% required in 100% · 1 open now · since May 2026
Cypress 1 4% required in 100% · since Jul 2026
JUnit 1 4% required in 100% · since Jul 2026
Mocha 1 4% required in 100% · since Jul 2026
Playwright 1 4% required in 100% · since Jul 2026
Rcpp 1 4% required in 100% · 1 open now · since Sep 2026
Rest-Assured 1 4% required in 100% · since Jul 2026
Selenium 1 4% required in 100% · since Jul 2026
Show all (12)
TestNG1
Cucumber1
Dagster1
LangChain1

What databases does Precision AQ use?

Snowflake is named in 21% of job postings at Precision AQ, followed by MS SQL (8%), Amazon Redshift (4%).

Snowflake 5 21% required in 80% · 4 open now · since May 2026
MS SQL 2 8% required in 100% · since Jan 2026
Amazon Redshift 1 4% optional · 1 open now · since May 2026

What cloud and platforms does Precision AQ use?

Power BI is named in 25% of job postings at Precision AQ, followed by Azure DevOps (17%), Azure (17%), PubMed (8%).

Power BI 6 25% required in 83% · 4 open now · since Jan 2026
Azure DevOps 4 17% required in 75% · 2 open now · since May 2026
Azure 4 17% required in 50% · 2 open now · since May 2026
PubMed 2 8% required in 100% · 2 open now · since Jul 2026
Tableau 2 8% required in 50% · 1 open now · since Jun 2026
AWS 2 8% optional · 1 open now · since May 2026
.NET 1 4% required in 100% · since Aug 2026
Figma 1 4% required in 100% · since Mar 2026
Show all (13)
GitHub1
Postman1
Amazon S31
GitHub Actions1
MLFlow1

What developer tools does Precision AQ use?

Microsoft Excel is named in 29% of job postings at Precision AQ, followed by Git (8%), Informatica (8%), Jenkins (4%).

Microsoft Excel 7 29% required in 100% · 6 open now · since Jul 2026
Git 2 8% required in 100% · since Jul 2026
Informatica 2 8% required in 100% · 1 open now · since Aug 2026
Jenkins 1 4% required in 100% · since Jul 2026
JMeter 1 4% optional · since Jul 2026
Matillion 1 4% optional · 1 open now · since May 2026
Terraform 1 4% optional · 1 open now · since May 2026
dbt 1 4% optional · 1 open now · since May 2026

Which engineering practices does Precision AQ ask for?

CI/CD is named in 17% of job postings at Precision AQ, followed by ETL/ELT (8%), GitOps (8%), Platform Engineering (8%).

CI/CD 4 17% required in 100% · 2 open now · since May 2026
ETL/ELT 2 8% required in 100% · since Jan 2026
GitOps 2 8% required in 100% · 2 open now · since May 2026
Platform Engineering 2 8% required in 100% · 2 open now · since May 2026
Incident Management 2 8% required in 50% · 2 open now · since May 2026
Machine Learning 1 4% required in 100% · 1 open now · since Sep 2026
Master Data Management 1 4% required in 100% · 1 open now · since Sep 2026
Feature Store 1 4% optional · 1 open now · since May 2026

What does each Precision AQ team work with?

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

Analytics

6 postings
SQL4
Power BI3
Python3
Microsoft Excel2

AI/ML

4 postings
Microsoft Excel2
Python2
Shiny2
Visual Basic2

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How is the Precision AQ 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
InformaticaAug 2026
Microsoft ExcelJul 2026
Visual BasicJul 2026
SASJul 2026
PubMedJul 2026
GitJul 2026
JavaScriptJul 2026
TableauJun 2026

How modern is the Precision AQ stack?

Modern 68/100

Precision AQ 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 common is the Precision AQ stack in its industry?

Share of the 119 companies in the same industries, whose stack Alion knows, that use each technology.

SQL45%
Python50%
Power BI24%
Snowflake17%
Azure22%
Azure DevOps8%
R2%
SAS7%
Shiny2%
AWS33%

What sets Precision AQ apart

R2%
Shiny2%

Questions about the Precision AQ tech stack

What programming languages does Precision AQ use?

The languages named in Precision AQ job postings are SQL (46%), Python (29%), R (17%), SAS (13%), JavaScript (8%), as a share of the 24 postings of the last 12 months.

Does Precision AQ use Shiny?

Yes. Shiny is named in 3 of 24 job postings (13%) and required in 3 of them.

What cloud and platforms does Precision AQ use?

The cloud and platforms named in Precision AQ job postings are Power BI (6), Azure DevOps (4), Azure (4) (postings in brackets).

What skills do you need for a Analytics job at Precision AQ?

Analytics postings at Precision AQ most often require SQL (4), Power BI (3), Python (3), Microsoft Excel (2), out of 6 postings in the last 12 months.

Is the Precision AQ tech stack changing?

Yes. Informatica, Microsoft Excel, Visual Basic, SAS first appeared in Precision AQ job postings in the last six months.

How modern is the Precision AQ tech stack?

Precision AQ 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 AQ tech stack?

Alion reads every job posting Precision AQ publishes and tags the technologies each one names. The figures on this page count the 24 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 AQ tech stack: 53 technologies from 24 job postings", as of Sep 29, 2026. https://alion.io/company/precisionaq/technologies

Licence: CC BY-SA 4.0JSON