Bayesian Techniques (including Bayesian Networks, Statistics and Modelling)
UK

The following table provides summary statistics for permanent job vacancies with a requirement for Bayesian Methods skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Bayesian Methods over the 6 months to 24 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
24 Apr 2024
Same period 2023 Same period 2022
Rank 864 939 1005
Rank change year-on-year +75 +66 -157
Permanent jobs citing Bayesian Methods 30 46 200
As % of all permanent jobs advertised in the UK 0.031% 0.044% 0.13%
As % of the Processes & Methodologies category 0.036% 0.046% 0.14%
Number of salaries quoted 30 43 73
10th Percentile £47,500 - £54,000
25th Percentile £55,000 £43,125 £65,000
Median annual salary (50th Percentile) £67,500 £70,000 £80,000
Median % change year-on-year -3.57% -12.50% +39.13%
75th Percentile £85,000 £86,250 £86,250
90th Percentile £89,075 £87,250 £88,750
UK excluding London median annual salary £70,000 £45,750 £65,000
% change year-on-year +53.01% -29.62% -13.33%

All Process and Methodology Skills
UK

Bayesian Methods is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process or methodology skills.

Permanent vacancies with a requirement for process or methodology skills 84,343 100,922 147,129
As % of all permanent jobs advertised in the UK 86.11% 95.64% 95.57%
Number of salaries quoted 59,769 59,097 83,311
10th Percentile £29,000 £34,000 £33,488
25th Percentile £40,000 £45,000 £43,750
Median annual salary (50th Percentile) £55,000 £62,000 £60,000
Median % change year-on-year -11.29% +3.33% +9.09%
75th Percentile £72,500 £82,500 £80,000
90th Percentile £92,500 £100,000 £96,250
UK excluding London median annual salary £50,000 £55,000 £52,500
% change year-on-year -9.09% +4.76% +9.38%

Bayesian Methods
Job Vacancy Trend

Job postings citing Bayesian Methods as a proportion of all IT jobs advertised.

Job vacancy trend for Bayesian Methods in the UK

Bayesian Methods
Salary Trend

3-month moving average salary quoted in jobs citing Bayesian Methods.

Salary trend for Bayesian Methods in the UK

Bayesian Methods
Salary Histogram

Salary distribution for jobs citing Bayesian Methods over the 6 months to 24 April 2024.

Salary histogram for Bayesian Methods in the UK

Bayesian Methods
Top 8 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Bayesian Methods within the UK over the 6 months to 24 April 2024. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
England +108 30 £67,500 -3.57% 4
UK excluding London +28 22 £70,000 +53.01% 1
South West -8 17 £65,000 +42.08%
London +138 8 £50,000 -37.50% 3
Work from Home +94 8 £62,500 -24.24% 1
East of England - 4 £70,000 -
North West - 1 £55,000 -
North of England - 1 £55,000 -

Bayesian Methods
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Applications
1 4 (13.33%) Simulink
1 4 (13.33%) Stateflow
Cloud Services
1 9 (30.00%) AWS
1 9 (30.00%) Azure
2 6 (20.00%) GCP
2 6 (20.00%) OCI
3 4 (13.33%) Power Platform
3 4 (13.33%) SaaS
4 3 (10.00%) AWS CodeCommit
Communications & Networking
1 6 (20.00%) Software-Defined Networking
Database & Business Intelligence
1 4 (13.33%) Power BI
2 2 (6.67%) Neo4j
3 1 (3.33%) Data Warehouse
3 1 (3.33%) Looker
3 1 (3.33%) Tableau
Development Applications
1 3 (10.00%) Git
General
1 4 (13.33%) Automotive
1 4 (13.33%) Games
2 2 (6.67%) Social Skills
3 1 (3.33%) Marketing
3 1 (3.33%) Retail
Job Titles
1 9 (30.00%) Data Scientist
2 6 (20.00%) Architect
2 6 (20.00%) Infrastructure Architect
3 5 (16.67%) Developer
3 5 (16.67%) Lead
4 4 (13.33%) Machine Learning Developer
4 4 (13.33%) Machine Learning Researcher
5 3 (10.00%) Analyst
5 3 (10.00%) Insight Analyst
5 3 (10.00%) Senior Data Scientist
5 3 (10.00%) Technical Leader
6 2 (6.67%) Lead Data Scientist
7 1 (3.33%) Business Intelligence Developer
7 1 (3.33%) Senior
Libraries, Frameworks & Software Standards
1 15 (50.00%) PyTorch
1 15 (50.00%) TensorFlow
2 14 (46.67%) NumPy
3 10 (33.33%) Pandas
4 7 (23.33%) scikit-learn
5 5 (16.67%) Keras
5 5 (16.67%) SpaCy
5 5 (16.67%) Statsmodels
Miscellaneous
1 7 (23.33%) Algorithms
2 6 (20.00%) CCTV
2 6 (20.00%) Data Centre
3 4 (13.33%) Client/Server
3 4 (13.33%) Robotics
4 1 (3.33%) Reinsurance
Processes & Methodologies
1 20 (66.67%) Machine Learning
2 14 (46.67%) Statistics
3 13 (43.33%) Artificial Intelligence
3 13 (43.33%) Deep Learning
3 13 (43.33%) Natural Language Processing
4 12 (40.00%) Analytics
4 12 (40.00%) Data Science
5 10 (33.33%) Neural Network
5 10 (33.33%) Reinforcement Learning
6 9 (30.00%) Visualisation
7 8 (26.67%) Decision-Making
7 8 (26.67%) Mathematics
8 7 (23.33%) Model Validation
8 7 (23.33%) Statistical Modelling
8 7 (23.33%) Validation
9 6 (20.00%) Cloud Security
9 6 (20.00%) Data Protection
9 6 (20.00%) Identity Access Management
9 6 (20.00%) Network Architecture
9 6 (20.00%) Regulatory Compliance
Programming Languages
1 20 (66.67%) Python
2 9 (30.00%) SQL
3 4 (13.33%) MATLAB
4 2 (6.67%) R
Qualifications
1 16 (53.33%) Degree
2 12 (40.00%) PhD
2 12 (40.00%) Security Cleared
3 6 (20.00%) DV Cleared
4 4 (13.33%) BPSS Clearance
5 2 (6.67%) Master's Degree
Quality Assurance & Compliance
1 3 (10.00%) QA
2 2 (6.67%) SNOMED CT
System Software
1 6 (20.00%) VMware Infrastructure
Vendors
1 9 (30.00%) Microsoft
2 6 (20.00%) Google
2 6 (20.00%) Oracle
2 6 (20.00%) VMware
3 5 (16.67%) Dataiku
4 4 (13.33%) OpenAI
5 1 (3.33%) Databricks