Period
to 21 November 2018

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 21 November 2018 with a comparison to the same period in the previous 2 years.

Probabilistic Modelling
England > London
6 months to
21 Nov 2018
Same period 2017 Same period 2016
Rank 676 831 860
Rank change year-on-year +155 +29 -
Permanent jobs citing Probabilistic Modelling 122 21 5
As % of all permanent IT jobs advertised in London 0.18% 0.028% 0.007%
As % of the Processes & Methodologies category 0.20% 0.030% 0.007%
Number of salaries quoted 122 21 5
London median annual salary £110,000 £80,000 £80,000
Median salary % change year-on-year +37.50% - -
10th Percentile £60,000 £32,500 £50,500
90th Percentile £134,750 £117,500 £90,000
England median annual salary £70,000 £80,000 £55,000
% change year-on-year -12.50% +45.45% +10.00%

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 61,697 70,174 69,558
As % of all permanent IT jobs advertised in London 91.60% 92.79% 91.91%
Number of salaries quoted 49,854 54,131 59,946
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,500
90th Percentile £95,000 £90,000 £88,750
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 21 November 2018.

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 21 November 2018. 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 +12 5 £65,000 +85.71% 1
Probabilistic Modelling
England

For the 6 months to 21 November 2018, 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.

1 122 (100.00%) Python
1 122 (100.00%) Artificial Intelligence
1 122 (100.00%) Machine Learning
1 122 (100.00%) Deep Learning
2 111 (90.98%) Bayesian Methods
3 109 (89.34%) Natural Language Processing
4 99 (81.15%) PhD
5 95 (77.87%) Neural Network
6 85 (69.67%) Statistics
7 83 (68.03%) Reinforcement Learning
8 67 (54.92%) C++
9 57 (46.72%) Econometrics
10 56 (45.90%) Software Engineering
11 55 (45.08%) Signal Processing
12 49 (40.16%) Publishing
13 45 (36.89%) Java
13 45 (36.89%) Markov Model
13 45 (36.89%) Quantitative Research
14 44 (36.07%) Statistical Computing
15 40 (32.79%) Mathematics
15 40 (32.79%) MPhil
16 39 (31.97%) Computer Science
17 38 (31.15%) Algorithms
17 38 (31.15%) TensorFlow
18 37 (30.33%) Finance
19 33 (27.05%) Physics
20 27 (22.13%) Biology
20 27 (22.13%) Multithreading
20 27 (22.13%) C
20 27 (22.13%) 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 11 (9.02%) Chatbot
Database & Business Intelligence
1 20 (16.39%) Big Data
General
1 49 (40.16%) Publishing
2 37 (30.33%) Finance
3 19 (15.57%) Games
Job Titles
1 74 (60.66%) Machine Learning Researcher
2 30 (24.59%) Python Engineer
3 22 (18.03%) Machine Learning Engineer
4 18 (14.75%) Machine Learning Scientist
5 14 (11.48%) Quantitative Researcher
6 13 (10.66%) Research Scientist
7 11 (9.02%) Developer
7 11 (9.02%) Software Engineer
8 9 (7.38%) Developer/Software Engineer
8 9 (7.38%) Python Developer
8 9 (7.38%) Python Software Engineer
8 9 (7.38%) Software Developer
9 4 (3.28%) Head of Engineering
10 2 (1.64%) Lead Developer
10 2 (1.64%) Senior Software Engineer
10 2 (1.64%) Voice Engineer
11 1 (0.82%) Data Scientist
11 1 (0.82%) Research Engineer
Libraries, Frameworks & Software Standards
1 109 (89.34%) Natural Language Processing
2 38 (31.15%) TensorFlow
Miscellaneous
1 39 (31.97%) Computer Science
2 38 (31.15%) Algorithms
3 24 (19.67%) Hedge funds
4 7 (5.74%) Fintech
4 7 (5.74%) Social Media
5 1 (0.82%) NHS
Operating Systems
1 10 (8.20%) Linux
Processes & Methodologies
1 122 (100.00%) Artificial Intelligence
1 122 (100.00%) Deep Learning
1 122 (100.00%) Machine Learning
2 111 (90.98%) Bayesian Methods
3 95 (77.87%) Neural Network
4 85 (69.67%) Statistics
5 83 (68.03%) Reinforcement Learning
6 57 (46.72%) Econometrics
7 56 (45.90%) Software Engineering
8 55 (45.08%) Signal Processing
9 45 (36.89%) Markov Model
9 45 (36.89%) Quantitative Research
10 44 (36.07%) Statistical Computing
11 40 (32.79%) Mathematics
12 33 (27.05%) Physics
13 27 (22.13%) Biology
13 27 (22.13%) Computational Biology
13 27 (22.13%) Computational Linguistics
13 27 (22.13%) Distributed Algorithms
13 27 (22.13%) Multithreading
Programming Languages
1 122 (100.00%) Python
2 67 (54.92%) C++
3 45 (36.89%) Java
4 27 (22.13%) C
4 27 (22.13%) C#
4 27 (22.13%) R
5 26 (21.31%) MATLAB
5 26 (21.31%) SQL
6 13 (10.66%) Julia
7 10 (8.20%) Cython
Qualifications
1 99 (81.15%) PhD
2 40 (32.79%) MPhil