Period
to 17 December 2017

The following table provides summary statistics for permanent job vacancies advertised in Oxfordshire 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 December 2017 with a comparison to the same period in the previous 2 years.

Bayesian Techniques (including Bayesian Networks, Statistics and Modelling)
South East > Oxfordshire
6 months to
17 Dec 2017
Same period 2016 Same period 2015
Rank 134 161 -
Rank change year-on-year +27 - +181
Permanent jobs citing Bayesian Methods 44 6 0
As % of all permanent IT jobs advertised in Oxfordshire 1.42% 0.22% -
As % of the Processes & Methodologies category 1.60% 0.24% -
Number of salaries quoted 44 4 0
Oxfordshire median annual salary £70,000 £48,750 -
Median salary % change year-on-year +43.59% - -
South East median annual salary £70,000 £52,500 £62,500
% change year-on-year +33.33% -16.00% +38.89%

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 Oxfordshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Oxfordshire
Permanent vacancies with a requirement for process or methodology skills 2745 2477 3022
As % of all permanent IT jobs advertised in Oxfordshire 88.43% 88.91% 87.85%
Number of salaries quoted 2244 1972 2426
Oxfordshire median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £29,825 £27,500 £27,000
90th Percentile £72,500 £67,375 £63,750
South East median annual salary £45,000 £45,000 £45,000

Bayesian Methods
Job Vacancy Trend in Oxfordshire

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

Job vacancy trend for Bayesian Methods in Oxfordshire

Bayesian Methods
Salary Trend in Oxfordshire

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

Salary trend for Bayesian Methods in Oxfordshire

Bayesian Methods
Salary Histogram in Oxfordshire

The salary distribution of IT jobs citing Bayesian Methods in Oxfordshire over the 6 months to 17 December 2017.

Salary histogram for Bayesian Methods in Oxfordshire

Bayesian Methods
Job Locations in Oxfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Bayesian Methods within the Oxfordshire region over the 6 months to 17 December 2017. 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
Job
Vacancies
Oxford +19 34 £70,000 +43.59% 4
Abingdon - 1 £35,000 -
Bayesian Methods
South East

For the 6 months to 17 December 2017, IT jobs citing Bayesian Methods also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Oxfordshire region with a requirement for Bayesian Methods.

1 43 (97.73%) Python
1 43 (97.73%) Machine Learning
2 41 (93.18%) R
2 41 (93.18%) PhD
3 34 (77.27%) Algorithms
4 32 (72.73%) Natural Language Processing
5 31 (70.45%) TensorFlow
6 30 (68.18%) Big Data
7 25 (56.82%) Julia
8 23 (52.27%) Statistics
9 21 (47.73%) Mathematics
9 21 (47.73%) MATLAB
9 21 (47.73%) Neural Network
9 21 (47.73%) Deep Learning
10 20 (45.45%) Probabilistic Modelling
10 20 (45.45%) Agile Software Development
10 20 (45.45%) SQL
10 20 (45.45%) Physics
10 20 (45.45%) Computer Science
10 20 (45.45%) Economics
11 13 (29.55%) C++
11 13 (29.55%) Java
12 12 (27.27%) Software Engineering
12 12 (27.27%) Artificial Intelligence
12 12 (27.27%) Amazon AWS
12 12 (27.27%) Theano
13 9 (20.45%) Pandas
13 9 (20.45%) Data Visualisation
13 9 (20.45%) Visualisation
13 9 (20.45%) Data Mining

Bayesian Methods
Co-occurring IT Skills in Oxfordshire 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:

Application Platforms
1 2 (4.55%) DNN
Cloud Services
1 12 (27.27%) Amazon AWS
2 1 (2.27%) SaaS
Database & Business Intelligence
1 30 (68.18%) Big Data
2 9 (20.45%) Data Mining
3 1 (2.27%) Hadoop
General
1 8 (18.18%) Finance
2 1 (2.27%) Retail
Job Titles
1 21 (47.73%) Machine Learning Researcher
2 12 (27.27%) Data Scientist
3 10 (22.73%) Machine Learning Scientist
4 5 (11.36%) Machine Learning Engineer
5 3 (6.82%) Research Scientist
6 2 (4.55%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 32 (72.73%) Natural Language Processing
2 31 (70.45%) TensorFlow
3 12 (27.27%) Theano
4 9 (20.45%) Pandas
5 8 (18.18%) scikit-learn
5 8 (18.18%) Seaborn
Miscellaneous
1 34 (77.27%) Algorithms
2 20 (45.45%) Computer Science
3 8 (18.18%) Analytical Skills
4 1 (2.27%) NHS
4 1 (2.27%) Smart City
Processes & Methodologies
1 43 (97.73%) Machine Learning
2 23 (52.27%) Statistics
3 21 (47.73%) Deep Learning
3 21 (47.73%) Mathematics
3 21 (47.73%) Neural Network
4 20 (45.45%) Agile Software Development
4 20 (45.45%) Economics
4 20 (45.45%) Physics
4 20 (45.45%) Probabilistic Modelling
5 12 (27.27%) Artificial Intelligence
5 12 (27.27%) Software Engineering
6 9 (20.45%) Data Visualisation
6 9 (20.45%) Visualisation
7 8 (18.18%) Data Modelling
7 8 (18.18%) Statistical Analysis
8 4 (9.09%) Data Analysis
9 3 (6.82%) Statistical Inference
9 3 (6.82%) Statistical Modelling
10 1 (2.27%) Analytics
10 1 (2.27%) Reinforcement Learning
Programming Languages
1 43 (97.73%) Python
2 41 (93.18%) R
3 25 (56.82%) Julia
4 21 (47.73%) MATLAB
5 20 (45.45%) SQL
6 13 (29.55%) C++
6 13 (29.55%) Java
7 1 (2.27%) C
7 1 (2.27%) Scala
Qualifications
1 41 (93.18%) PhD
2 7 (15.91%) Degree