Period
to 17 October 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 17 October 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
17 Oct 2018
Same period 2017 Same period 2016
Rank 77 118 150
Rank change year-on-year +41 +32 +6
Permanent jobs citing Bayesian Methods 69 54 2
As % of all permanent IT jobs advertised in Cambridge 3.14% 1.96% 0.087%
As % of the Processes & Methodologies category 3.36% 2.11% 0.096%
Number of salaries quoted 66 49 1
Cambridge median annual salary £60,000 £70,000 £90,000
Median salary % change year-on-year -14.29% -22.22% +89.47%
10th Percentile £53,750 £28,750 £85,000
90th Percentile £76,250 £93,000 £95,000
Cambridgeshire median annual salary £60,000 £70,000 £90,000
% change year-on-year -14.29% -22.22% +89.47%

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 2,052 2,564 2,093
As % of all permanent IT jobs advertised in Cambridge 93.44% 93.03% 90.68%
Number of salaries quoted 1,549 1,997 1,733
Cambridge median annual salary £50,000 £48,000 £45,000
Median salary % change year-on-year +4.17% +6.67% +1.12%
10th Percentile £29,200 £28,900 £26,250
90th Percentile £70,950 £71,250 £67,500
Cambridgeshire median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +1.16%

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 17 October 2018.

Salary histogram for Bayesian Methods in Cambridge

For the 6 months to 17 October 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 69 (100.00%) Python
2 68 (98.55%) Machine Learning
3 66 (95.65%) Algorithms
4 60 (86.96%) Deep Learning
5 54 (78.26%) TensorFlow
6 53 (76.81%) Java
6 53 (76.81%) Artificial Intelligence
7 51 (73.91%) C++
8 48 (69.57%) PhD
9 45 (65.22%) C
9 45 (65.22%) Reinforcement Learning
10 44 (63.77%) Distributed Algorithms
10 44 (63.77%) Natural Language Processing
10 44 (63.77%) Multithreading
10 44 (63.77%) MPhil
11 40 (57.97%) C#
12 39 (56.52%) Biology
12 39 (56.52%) Computational Linguistics
12 39 (56.52%) Computational Biology
12 39 (56.52%) Probabilistic Modelling
13 34 (49.28%) Software Engineering
14 27 (39.13%) Neural Network
15 26 (37.68%) Games
15 26 (37.68%) Smart City
15 26 (37.68%) Decision-Making
16 23 (33.33%) Big Data
17 22 (31.88%) Robotics
17 22 (31.88%) Mathematics
18 19 (27.54%) Markov Model
18 19 (27.54%) Data Science

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:

Database & Business Intelligence
1 23 (33.33%) Big Data
2 15 (21.74%) Hadoop
2 15 (21.74%) MongoDB
General
1 26 (37.68%) Games
2 12 (17.39%) Publishing
Job Titles
1 25 (36.23%) Machine Learning Researcher
2 20 (28.99%) Developer
3 19 (27.54%) Machine Learning Engineer
4 18 (26.09%) Python Engineer
5 17 (24.64%) Developer/Software Engineer
5 17 (24.64%) Software Developer
5 17 (24.64%) Software Engineer
6 8 (11.59%) Research Engineer
7 7 (10.14%) Mathematical Developer
7 7 (10.14%) Python Developer
8 6 (8.70%) Machine Learning Developer
8 6 (8.70%) Mathematical Modelling Developer
8 6 (8.70%) Mathematical Modelling Engineer
9 4 (5.80%) Data Scientist
9 4 (5.80%) Python Software Engineer
10 3 (4.35%) C++ Developer
10 3 (4.35%) C++ Software Developer
10 3 (4.35%) C++ Software Engineer
11 2 (2.90%) Algorithm Engineer
12 1 (1.45%) Games Engineer
Libraries, Frameworks & Software Standards
1 54 (78.26%) TensorFlow
2 44 (63.77%) Natural Language Processing
3 5 (7.25%) STL
Miscellaneous
1 66 (95.65%) Algorithms
2 26 (37.68%) Smart City
3 22 (31.88%) Robotics
4 7 (10.14%) Computer Science
5 1 (1.45%) Life Science
Operating Systems
1 5 (7.25%) Robot Operating System
Processes & Methodologies
1 68 (98.55%) Machine Learning
2 60 (86.96%) Deep Learning
3 53 (76.81%) Artificial Intelligence
4 45 (65.22%) Reinforcement Learning
5 44 (63.77%) Distributed Algorithms
5 44 (63.77%) Multithreading
6 39 (56.52%) Biology
6 39 (56.52%) Computational Biology
6 39 (56.52%) Computational Linguistics
6 39 (56.52%) Probabilistic Modelling
7 34 (49.28%) Software Engineering
8 27 (39.13%) Neural Network
9 26 (37.68%) Decision-Making
10 22 (31.88%) Mathematics
11 19 (27.54%) Data Science
11 19 (27.54%) Markov Model
12 15 (21.74%) Predictive Analysis
13 12 (17.39%) Agile Software Development
14 10 (14.49%) Statistics
15 6 (8.70%) Decision Tree
Programming Languages
1 69 (100.00%) Python
2 53 (76.81%) Java
3 51 (73.91%) C++
4 45 (65.22%) C
5 40 (57.97%) C#
6 6 (8.70%) Julia
7 1 (1.45%) Perl
Qualifications
1 48 (69.57%) PhD
2 44 (63.77%) MPhil