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 1 May 2024 with a comparison to the same period in the previous 2 years.

6 months to
1 May 2024
Same period 2023 Same period 2022
Rank 873 936 1011
Rank change year-on-year +63 +75 -165
Permanent jobs citing Bayesian Methods 30 47 200
As % of all permanent jobs advertised in the UK 0.030% 0.045% 0.13%
As % of the Processes & Methodologies category 0.035% 0.047% 0.13%
Number of salaries quoted 30 44 71
10th Percentile £47,500 - £53,750
25th Percentile £55,000 £43,125 £65,000
Median annual salary (50th Percentile) £67,500 £68,750 £80,000
Median % change year-on-year -1.82% -14.06% +39.13%
75th Percentile £85,000 £86,250 £83,750
90th Percentile £89,075 £87,125 £88,750
UK excluding London median annual salary £70,000 £45,750 £60,000
% change year-on-year +53.01% -23.75% -20.00%

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 84,697 99,477 149,043
As % of all permanent jobs advertised in the UK 85.97% 95.62% 95.60%
Number of salaries quoted 59,840 58,401 83,209
10th Percentile £29,000 £34,025 £33,500
25th Percentile £40,000 £45,000 £43,750
Median annual salary (50th Percentile) £55,000 £61,500 £60,000
Median % change year-on-year -10.57% +2.50% +9.09%
75th Percentile £72,500 £82,500 £80,000
90th Percentile £92,500 £100,000 £96,330
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 1 May 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 1 May 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 +77 30 £67,500 -1.82% 7
UK excluding London +8 22 £70,000 +53.01% 2
South West -14 17 £65,000 +42.08%
London +104 8 £50,000 -37.50% 4
Work from Home +72 8 £62,500 -24.24% 3
East of England - 4 £70,000 - 1
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%) Computer Vision
9 6 (20.00%) Data Protection
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