Retrieval-Augmented Generation Job Trends in Liverpool

Retrieval-Augmented Generation (RAG)
Merseyside > Liverpool

The table below provides summary statistics and salary benchmarking for jobs advertised in Liverpool requiring Retrieval-Augmented Generation skills. It covers permanent job vacancies from the 6 months leading up to 7 February 2026, with comparisons to the same periods in the previous two years.

6 months to
7 Feb 2026
Same period 2025 Same period 2024
Rank 55 - -
Rank change year-on-year - - -
Permanent jobs citing Retrieval-Augmented Generation 2 0 0
As % of all permanent jobs in Liverpool 0.35% - -
As % of the Processes & Methodologies category 0.47% - -
Number of salaries quoted 2 0 0
10th Percentile - - -
25th Percentile £33,750 - -
Median annual salary (50th Percentile) £37,500 - -
75th Percentile £41,250 - -
90th Percentile - - -
Merseyside median annual salary £37,500 - -

All Process & Methodology Skills
Liverpool

Retrieval-Augmented Generation falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring process or methodology skills in Liverpool.

Permanent vacancies with a requirement for process or methodology skills 425 333 583
As % of all permanent jobs advertised in Liverpool 74.69% 92.24% 83.64%
Number of salaries quoted 240 165 489
10th Percentile - - £29,900
25th Percentile £28,250 £31,250 £36,250
Median annual salary (50th Percentile) £45,000 £45,000 £47,000
Median % change year-on-year - -4.26% -1.05%
75th Percentile £54,063 £66,250 £61,000
90th Percentile £73,875 £77,300 £77,500
Merseyside median annual salary £45,000 £45,000 £45,000
% change year-on-year - - -5.26%

Retrieval-Augmented Generation
Job Vacancy Trend in Liverpool

Historical trend showing the proportion of permanent IT job postings citing Retrieval-Augmented Generation relative to all permanent IT jobs advertised in Liverpool.

Retrieval-Augmented Generation job vacancy trend in Liverpool

Retrieval-Augmented Generation
Co-Occurring Skills & Capabilities in Liverpool by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 2 (100.00%) Jupyter
Applications
1 2 (100.00%) Chatbot
Cloud Services
1 2 (100.00%) AWS
1 2 (100.00%) Cloud Computing
Development Applications
1 2 (100.00%) Visual Studio Code
General
1 2 (100.00%) Finance
1 2 (100.00%) Manufacturing
1 2 (100.00%) Retail
Job Titles
1 2 (100.00%) Artificial Intelligence Programmer
1 2 (100.00%) Programmer
1 2 (100.00%) Trainee
1 2 (100.00%) Trainee Programmer
Libraries, Frameworks & Software Standards
1 2 (100.00%) Hugging Face
1 2 (100.00%) Matplotlib
1 2 (100.00%) NumPy
1 2 (100.00%) Pandas
1 2 (100.00%) scikit-learn
1 2 (100.00%) Streamlit
Miscellaneous
1 2 (100.00%) Algorithms
Processes & Methodologies
1 2 (100.00%) AI
1 2 (100.00%) Artificial Intelligence Engineering
1 2 (100.00%) Conversational UI
1 2 (100.00%) Customer Service
1 2 (100.00%) Data Privacy
1 2 (100.00%) LLM
1 2 (100.00%) Machine Learning
1 2 (100.00%) Neural Network
1 2 (100.00%) OO
1 2 (100.00%) OOP
1 2 (100.00%) Prompt Engineering
1 2 (100.00%) Sentiment Analysis
1 2 (100.00%) Visualisation
1 2 (100.00%) Workflow
Programming Languages
1 2 (100.00%) Python
Qualifications
1 2 (100.00%) AWS Certification
1 2 (100.00%) AWS Certified Cloud Practitioner
Vendors
1 2 (100.00%) Microsoft