Period
to 19 July 2018

The following table provides summary statistics for permanent job vacancies advertised in Cambridge 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 19 July 2018 with a comparison to the same period in the previous 2 years.

Bayesian Techniques (including Bayesian Networks, Statistics and Modelling)
Cambridgeshire > Cambridge
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 105 119 163
Rank change year-on-year +14 +44 -11
Permanent jobs citing Bayesian Methods 70 50 1
As % of all permanent IT jobs advertised in Cambridge 2.49% 1.85% 0.038%
As % of the Processes & Methodologies category 2.63% 2.04% 0.042%
Number of salaries quoted 61 46 0
Cambridge median annual salary £65,000 £60,000 -
Median salary % change year-on-year +8.33% - -
Cambridgeshire median annual salary £65,000 £60,000 -
% change year-on-year +8.33% - -

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 advertised in Cambridge with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridge
Permanent vacancies with a requirement for process or methodology skills 2,657 2,455 2,365
As % of all permanent IT jobs advertised in Cambridge 94.42% 90.89% 90.37%
Number of salaries quoted 1,804 1,848 1,875
Cambridge median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +4.65%
10th Percentile £28,500 £27,500 £27,500
90th Percentile £70,000 £71,250 £66,250
Cambridgeshire median annual salary £45,000 £45,000 £45,000

Bayesian Methods
Job Vacancy Trend in Cambridge

Job postings citing Bayesian Methods as a percentage of all IT jobs advertised in Cambridge.

Job vacancy trend for Bayesian Methods in Cambridge

Bayesian Methods
Salary Trend in Cambridge

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Bayesian Methods in Cambridge.

Salary trend for Bayesian Methods in Cambridge

Bayesian Methods
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Bayesian Methods in Cambridge over the 6 months to 19 July 2018.

Salary histogram for Bayesian Methods in Cambridge

For the 6 months to 19 July 2018, IT jobs citing Bayesian Methods also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Cambridge region with a requirement for Bayesian Methods.

1 68 (97.14%) Python
1 68 (97.14%) Machine Learning
2 61 (87.14%) Algorithms
3 54 (77.14%) Artificial Intelligence
4 53 (75.71%) PhD
4 53 (75.71%) Java
5 49 (70.00%) C++
6 45 (64.29%) C
6 45 (64.29%) Natural Language Processing
6 45 (64.29%) Distributed Algorithms
6 45 (64.29%) Multithreading
7 43 (61.43%) Deep Learning
8 42 (60.00%) TensorFlow
9 37 (52.86%) Software Engineering
10 32 (45.71%) Neural Network
11 31 (44.29%) Big Data
12 30 (42.86%) C#
13 29 (41.43%) Probabilistic Modelling
14 28 (40.00%) Reinforcement Learning
14 28 (40.00%) Biology
14 28 (40.00%) Computational Linguistics
14 28 (40.00%) Computational Biology
15 24 (34.29%) Games
15 24 (34.29%) Smart City
15 24 (34.29%) Decision-Making
16 22 (31.43%) Data Science
17 17 (24.29%) STL
17 17 (24.29%) Data Engineering
18 14 (20.00%) Mathematics
18 14 (20.00%) Predictive Analysis

Bayesian Methods
Co-occurring IT Skills in Cambridge by Category

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

Cloud Services
1 4 (5.71%) Amazon AWS
Communications & Networking
1 2 (2.86%) Wireless
Database & Business Intelligence
1 31 (44.29%) Big Data
2 14 (20.00%) Hadoop
2 14 (20.00%) MongoDB
3 1 (1.43%) Data Mining
3 1 (1.43%) Text Mining
General
1 24 (34.29%) Games
2 2 (2.86%) Electronics
Job Titles
1 28 (40.00%) Machine Learning Engineer
2 21 (30.00%) Python Engineer
3 16 (22.86%) Developer
3 16 (22.86%) Software Engineer
4 14 (20.00%) C++ Developer
5 13 (18.57%) C++ Software Engineer
6 12 (17.14%) Developer/Software Engineer
7 11 (15.71%) Machine Learning Researcher
8 10 (14.29%) C++ Software Developer
9 9 (12.86%) Software Developer
10 7 (10.00%) Research Engineer
11 6 (8.57%) Data Scientist
12 3 (4.29%) Graduate
12 3 (4.29%) Python Software Engineer
13 2 (2.86%) Analyst
13 2 (2.86%) Games Engineer
13 2 (2.86%) Graduate Analyst
13 2 (2.86%) Mobile Software Engineer
13 2 (2.86%) Python Developer
13 2 (2.86%) Wireless Engineer
Libraries, Frameworks & Software Standards
1 45 (64.29%) Natural Language Processing
2 42 (60.00%) TensorFlow
3 17 (24.29%) STL
Miscellaneous
1 61 (87.14%) Algorithms
2 24 (34.29%) Smart City
3 10 (14.29%) Robotics
4 2 (2.86%) Computer Science
4 2 (2.86%) CUDA
Operating Systems
1 5 (7.14%) Robot Operating System
Processes & Methodologies
1 68 (97.14%) Machine Learning
2 54 (77.14%) Artificial Intelligence
3 45 (64.29%) Distributed Algorithms
3 45 (64.29%) Multithreading
4 43 (61.43%) Deep Learning
5 37 (52.86%) Software Engineering
6 32 (45.71%) Neural Network
7 29 (41.43%) Probabilistic Modelling
8 28 (40.00%) Biology
8 28 (40.00%) Computational Biology
8 28 (40.00%) Computational Linguistics
8 28 (40.00%) Reinforcement Learning
9 24 (34.29%) Decision-Making
10 22 (31.43%) Data Science
11 17 (24.29%) Data Engineering
12 14 (20.00%) Mathematics
12 14 (20.00%) Predictive Analysis
13 9 (12.86%) Computer Vision
14 8 (11.43%) Statistics
15 6 (8.57%) Statistical Modelling
Programming Languages
1 68 (97.14%) Python
2 53 (75.71%) Java
3 49 (70.00%) C++
4 45 (64.29%) C
5 30 (42.86%) C#
6 2 (2.86%) MATLAB
Qualifications
1 53 (75.71%) PhD
2 2 (2.86%) Degree