{"company":{"id":6972,"name":"Precision AQ","domain":"precisionaq.com","url":"https://alion.io/company/precisionaq"},"answer":"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 25 job postings Precision AQ published in the last 12 months (44%). Counted by Alion from the job postings of Precision AQ, updated Oct 1, 2026.","window_days":365,"postings_analysed":25,"open_postings":14,"technologies_in_use":53,"modernity_score":68,"ai_adoption":false,"technologies":[{"name":"SQL","layer":"languages","postings":11,"share":0.44,"required":9,"open_postings":5,"first_seen":"2026-01-22","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Microsoft Excel","layer":"tools","postings":7,"share":0.28,"required":7,"open_postings":6,"first_seen":"2026-07-29","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Python","layer":"languages","postings":7,"share":0.28,"required":6,"open_postings":5,"first_seen":"2026-01-22","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Power BI","layer":"cloud","postings":6,"share":0.24,"required":5,"open_postings":4,"first_seen":"2026-01-22","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Snowflake","layer":"data","postings":6,"share":0.24,"required":5,"open_postings":3,"first_seen":"2026-05-13","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"CI/CD","layer":"practices","postings":5,"share":0.2,"required":5,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-08-13","median_stated_pay_usd":null},{"name":"Azure DevOps","layer":"cloud","postings":4,"share":0.16,"required":3,"open_postings":2,"first_seen":"2026-05-13","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Azure","layer":"cloud","postings":4,"share":0.16,"required":2,"open_postings":2,"first_seen":"2026-05-13","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"R","layer":"languages","postings":4,"share":0.16,"required":2,"open_postings":2,"first_seen":"2026-05-28","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"GitOps","layer":"practices","postings":3,"share":0.12,"required":3,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-06-29","median_stated_pay_usd":null},{"name":"Platform Engineering","layer":"practices","postings":3,"share":0.12,"required":3,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-06-29","median_stated_pay_usd":null},{"name":"SAS","layer":"languages","postings":3,"share":0.12,"required":3,"open_postings":2,"first_seen":"2026-07-29","last_seen":"2026-09-18","median_stated_pay_usd":null},{"name":"Shiny","layer":"frameworks","postings":3,"share":0.12,"required":3,"open_postings":1,"first_seen":"2026-05-28","last_seen":"2026-08-05","median_stated_pay_usd":null},{"name":"Incident Management","layer":"practices","postings":3,"share":0.12,"required":2,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-06-29","median_stated_pay_usd":null},{"name":"ETL/ELT","layer":"practices","postings":2,"share":0.08,"required":2,"open_postings":0,"first_seen":"2026-01-22","last_seen":"2026-08-13","median_stated_pay_usd":null},{"name":"Git","layer":"tools","postings":2,"share":0.08,"required":2,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-08-13","median_stated_pay_usd":null},{"name":"Informatica","layer":"tools","postings":2,"share":0.08,"required":2,"open_postings":1,"first_seen":"2026-08-03","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"JavaScript","layer":"languages","postings":2,"share":0.08,"required":2,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-08-13","median_stated_pay_usd":null},{"name":"MS SQL","layer":"data","postings":2,"share":0.08,"required":2,"open_postings":0,"first_seen":"2026-01-22","last_seen":"2026-08-13","median_stated_pay_usd":null},{"name":"PubMed","layer":"cloud","postings":2,"share":0.08,"required":2,"open_postings":2,"first_seen":"2026-07-17","last_seen":"2026-09-04","median_stated_pay_usd":null},{"name":"Visual Basic","layer":"languages","postings":2,"share":0.08,"required":2,"open_postings":1,"first_seen":"2026-07-29","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Tableau","layer":"cloud","postings":2,"share":0.08,"required":1,"open_postings":1,"first_seen":"2026-06-15","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"AWS","layer":"cloud","postings":2,"share":0.08,"required":0,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":".NET","layer":"cloud","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-08-13","last_seen":"2026-08-13","median_stated_pay_usd":null},{"name":"C#","layer":"languages","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-08-13","last_seen":"2026-08-13","median_stated_pay_usd":null},{"name":"C++","layer":"languages","postings":1,"share":0.04,"required":1,"open_postings":1,"first_seen":"2026-09-11","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Cypress","layer":"frameworks","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":"Figma","layer":"cloud","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-03-17","last_seen":"2026-03-17","median_stated_pay_usd":null},{"name":"GitHub","layer":"cloud","postings":1,"share":0.04,"required":1,"open_postings":1,"first_seen":"2026-09-11","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"JUnit","layer":"frameworks","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":"Jenkins","layer":"tools","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":"Machine Learning","layer":"practices","postings":1,"share":0.04,"required":1,"open_postings":1,"first_seen":"2026-09-28","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Master Data Management","layer":"practices","postings":1,"share":0.04,"required":1,"open_postings":1,"first_seen":"2026-09-28","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Mocha","layer":"frameworks","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":"Playwright","layer":"frameworks","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":"Postman","layer":"cloud","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":"Rcpp","layer":"frameworks","postings":1,"share":0.04,"required":1,"open_postings":1,"first_seen":"2026-09-11","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Rest-Assured","layer":"frameworks","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":"SPSS","layer":"languages","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"Selenium","layer":"frameworks","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":"TestNG","layer":"frameworks","postings":1,"share":0.04,"required":1,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":"Amazon Redshift","layer":"data","postings":1,"share":0.04,"required":0,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-05-13","median_stated_pay_usd":null},{"name":"Amazon S3","layer":"cloud","postings":1,"share":0.04,"required":0,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-05-13","median_stated_pay_usd":null},{"name":"Cucumber","layer":"frameworks","postings":1,"share":0.04,"required":0,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":"Dagster","layer":"frameworks","postings":1,"share":0.04,"required":0,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-05-13","median_stated_pay_usd":null},{"name":"Feature Store","layer":"practices","postings":1,"share":0.04,"required":0,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-05-13","median_stated_pay_usd":null},{"name":"GitHub Actions","layer":"cloud","postings":1,"share":0.04,"required":0,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-05-13","median_stated_pay_usd":null},{"name":"JMeter","layer":"tools","postings":1,"share":0.04,"required":0,"open_postings":0,"first_seen":"2026-07-02","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":"LangChain","layer":"frameworks","postings":1,"share":0.04,"required":0,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-05-13","median_stated_pay_usd":null},{"name":"MLFlow","layer":"cloud","postings":1,"share":0.04,"required":0,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-05-13","median_stated_pay_usd":null},{"name":"Matillion","layer":"tools","postings":1,"share":0.04,"required":0,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-05-13","median_stated_pay_usd":null},{"name":"Terraform","layer":"tools","postings":1,"share":0.04,"required":0,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-05-13","median_stated_pay_usd":null},{"name":"dbt","layer":"tools","postings":1,"share":0.04,"required":0,"open_postings":1,"first_seen":"2026-05-13","last_seen":"2026-05-13","median_stated_pay_usd":null}],"own_products":[],"changes":{"first_appeared":[{"name":"Informatica","first_seen":"2026-08-03"},{"name":"Microsoft Excel","first_seen":"2026-07-29"},{"name":"Visual Basic","first_seen":"2026-07-29"},{"name":"SAS","first_seen":"2026-07-29"},{"name":"PubMed","first_seen":"2026-07-17"},{"name":"Git","first_seen":"2026-07-02"},{"name":"JavaScript","first_seen":"2026-07-02"},{"name":"Tableau","first_seen":"2026-06-15"}],"rising":[],"falling":[],"not_seen_180d":[]},"similar_stacks":[{"name":"Precision Medicine Center","url":"https://alion.io/company/precisionmedicine/technologies","shared_technologies":53},{"name":"General Mills","url":"https://alion.io/company/general-mills/technologies","shared_technologies":39},{"name":"CodeNinja","url":"https://alion.io/company/codeninja/technologies","shared_technologies":37},{"name":"Veeva Systems","url":"https://alion.io/company/veeva-systems/technologies","shared_technologies":42},{"name":"Invesco","url":"https://alion.io/company/invesco/technologies","shared_technologies":42},{"name":"HealthEdge","url":"https://alion.io/company/healthedge/technologies","shared_technologies":42},{"name":"Travelers","url":"https://alion.io/company/travelers/technologies","shared_technologies":38},{"name":"iCapital","url":"https://alion.io/company/icapital/technologies","shared_technologies":39}],"html_url":"https://alion.io/company/precisionaq/technologies","json_url":"https://alion.io/company/precisionaq/technologies.json","license":"CC BY-SA 4.0","meta":{"source":"Alion","built_at":"2026-10-01T01:44:37Z","generated_at":"2026-10-01T04:50:53Z"}}