Period
to 16 February 2019

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Probabilistic Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Probabilistic Modelling over the 6 months to 16 February 2019 with a comparison to the same period in the previous 2 years.

Probabilistic Modelling
England > London
6 months to
16 Feb 2019
Same period 2018 Same period 2017
Rank 690 788 824
Rank change year-on-year +98 +36 +90
Permanent jobs citing Probabilistic Modelling 88 32 5
As % of all permanent IT jobs advertised in London 0.14% 0.046% 0.007%
As % of the Processes & Methodologies category 0.15% 0.049% 0.008%
Number of salaries quoted 88 32 5
London median annual salary £110,000 £92,500 £80,000
Median salary % change year-on-year +18.92% +15.63% +33.33%
10th Percentile £57,500 £52,500 £50,500
90th Percentile £142,500 £124,250 £90,000
England median annual salary £92,500 £70,000 £80,000
% change year-on-year +32.14% -12.50% +45.45%

Probabilistic Modelling 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 London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 57,596 65,158 64,480
As % of all permanent IT jobs advertised in London 92.11% 93.02% 92.08%
Number of salaries quoted 46,448 53,353 54,681
London median annual salary £62,500 £60,000 £59,500
Median salary % change year-on-year +4.17% +0.84% +8.18%
10th Percentile £35,000 £35,000 £33,750
90th Percentile £95,000 £92,500 £90,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Probabilistic Modelling
Job Vacancy Trend in London

Job postings citing Probabilistic Modelling as a percentage of all IT jobs advertised in London.

Job vacancy trend for Probabilistic Modelling in London

Probabilistic Modelling
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Probabilistic Modelling in London.

Salary trend for Probabilistic Modelling in London

Probabilistic Modelling
Salary Histogram in London

The salary distribution of IT jobs citing Probabilistic Modelling in London over the 6 months to 16 February 2019.

Salary histogram for Probabilistic Modelling in London

Probabilistic Modelling
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Probabilistic Modelling within the London region over the 6 months to 16 February 2019. 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
Central London +25 3 £65,000 +85.71%
Probabilistic Modelling
England

For the 6 months to 16 February 2019, IT jobs citing Probabilistic Modelling 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 London region with a requirement for Probabilistic Modelling.

1 88 (100.00%) Python
1 88 (100.00%) Artificial Intelligence
1 88 (100.00%) Machine Learning
1 88 (100.00%) Deep Learning
2 79 (89.77%) Natural Language Processing
3 78 (88.64%) Bayesian Methods
4 69 (78.41%) Neural Network
5 63 (71.59%) Statistics
5 63 (71.59%) PhD
6 62 (70.45%) Reinforcement Learning
7 45 (51.14%) C++
8 43 (48.86%) Signal Processing
9 42 (47.73%) Econometrics
10 39 (44.32%) Publishing
11 38 (43.18%) Software Engineering
12 35 (39.77%) Mathematics
13 33 (37.50%) Finance
13 33 (37.50%) Java
13 33 (37.50%) Markov Model
13 33 (37.50%) Statistical Computing
13 33 (37.50%) Quantitative Research
14 29 (32.95%) Algorithms
14 29 (32.95%) TensorFlow
15 28 (31.82%) MPhil
16 26 (29.55%) Computer Science
17 23 (26.14%) Physics
18 19 (21.59%) Biology
18 19 (21.59%) Multithreading
18 19 (21.59%) C
18 19 (21.59%) C#

Probabilistic Modelling
Co-occurring IT Skills in London 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:

Applications
1 10 (11.36%) Chatbot
Database & Business Intelligence
1 17 (19.32%) Big Data
General
1 39 (44.32%) Publishing
2 33 (37.50%) Finance
3 17 (19.32%) Games
Job Titles
1 52 (59.09%) Machine Learning Researcher
2 25 (28.41%) Python Engineer
3 19 (21.59%) Machine Learning Scientist
4 18 (20.45%) Machine Learning Engineer
5 16 (18.18%) Quantitative Researcher
5 16 (18.18%) Research Scientist
6 5 (5.68%) Python Software Engineer
6 5 (5.68%) Software Engineer
7 4 (4.55%) Senior Software Engineer
8 3 (3.41%) Developer
8 3 (3.41%) Head of Engineering
8 3 (3.41%) Python Developer
9 2 (2.27%) Lead Developer
10 1 (1.14%) Developer/Software Engineer
10 1 (1.14%) Linux Developer
10 1 (1.14%) Linux Engineer
10 1 (1.14%) Software Developer
Libraries, Frameworks & Software Standards
1 79 (89.77%) Natural Language Processing
2 29 (32.95%) TensorFlow
Miscellaneous
1 29 (32.95%) Algorithms
2 17 (19.32%) Hedge funds
Operating Systems
1 13 (14.77%) Linux
Processes & Methodologies
1 88 (100.00%) Artificial Intelligence
1 88 (100.00%) Deep Learning
1 88 (100.00%) Machine Learning
2 78 (88.64%) Bayesian Methods
3 69 (78.41%) Neural Network
4 63 (71.59%) Statistics
5 62 (70.45%) Reinforcement Learning
6 43 (48.86%) Signal Processing
7 42 (47.73%) Econometrics
8 38 (43.18%) Software Engineering
9 35 (39.77%) Mathematics
10 33 (37.50%) Markov Model
10 33 (37.50%) Quantitative Research
10 33 (37.50%) Statistical Computing
11 26 (29.55%) Computer Science
12 23 (26.14%) Physics
13 19 (21.59%) Biology
13 19 (21.59%) Computational Biology
13 19 (21.59%) Computational Linguistics
13 19 (21.59%) Multithreading
Programming Languages
1 88 (100.00%) Python
2 45 (51.14%) C++
3 33 (37.50%) Java
4 19 (21.59%) C
4 19 (21.59%) C#
5 17 (19.32%) MATLAB
5 17 (19.32%) R
5 17 (19.32%) SQL
6 13 (14.77%) Cython
7 9 (10.23%) Julia
Qualifications
1 63 (71.59%) PhD
2 28 (31.82%) MPhil