Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Statistical Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Statistical Modelling over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Statistical Modelling
England > London
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 667 680 704
Rank change year-on-year +13 +24 +54
Permanent jobs citing Statistical Modelling 171 162 214
As % of all permanent IT jobs advertised in London 0.23% 0.21% 0.24%
As % of the Processes & Methodologies category 0.25% 0.24% 0.27%
Number of salaries quoted 160 144 184
London median annual salary £60,000 £57,500 £56,250
Median salary % change year-on-year +4.35% +2.22% +12.50%
10th Percentile £38,750 £32,500 £30,400
90th Percentile £95,000 £97,625 £90,000
England median annual salary £55,000 £45,000 £50,000
% change year-on-year +22.22% -10.00% +11.11%

Statistical 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 68735 68760 79859
As % of all permanent IT jobs advertised in London 91.61% 90.69% 89.57%
Number of salaries quoted 52944 59134 67322
London median annual salary £60,000 £58,500 £55,000
Median salary % change year-on-year +2.56% +6.36% -
10th Percentile £35,000 £33,750 £33,173
90th Percentile £90,000 £88,750 £86,250
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Statistical Modelling
Job Vacancy Trend in London

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

Job vacancy trend for Statistical Modelling in London

Statistical Modelling
Salary Trend in London

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

Salary trend for Statistical Modelling in London

Statistical Modelling
Salary Histogram in London

The salary distribution of IT jobs citing Statistical Modelling in London over the 6 months to 24 November 2017.

Salary histogram for Statistical Modelling in London

Statistical 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 Statistical Modelling within the London region over the 6 months to 24 November 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
Central London +11 27 £70,000 +27.27% 4
West London +11 5 £39,500 -9.20% 2
East London +1 2 £50,000 -45.95%
Statistical Modelling
England

For the 6 months to 24 November 2017, IT jobs citing Statistical Modelling 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 London region with a requirement for Statistical Modelling.

1 120 (70.18%) Python
2 106 (61.99%) Machine Learning
3 99 (57.89%) Analytics
4 85 (49.71%) R
5 79 (46.20%) SQL
6 68 (39.77%) Big Data
6 68 (39.77%) Algorithms
7 67 (39.18%) Analytical Skills
8 58 (33.92%) Mathematics
8 58 (33.92%) Data Mining
9 56 (32.75%) SAS
10 54 (31.58%) Marketing
11 53 (30.99%) Statistics
12 51 (29.82%) Degree
13 45 (26.32%) Visualisation
14 40 (23.39%) Tableau
14 40 (23.39%) Computer Science
15 37 (21.64%) PhD
16 35 (20.47%) Business Intelligence
17 34 (19.88%) Apache Spark
18 33 (19.30%) Hadoop
19 31 (18.13%) Java
19 31 (18.13%) Finance
20 30 (17.54%) Retail
21 28 (16.37%) Data Modelling
22 27 (15.79%) Predictive Modelling
23 26 (15.20%) Statistical Analysis
24 25 (14.62%) Data Visualisation
25 23 (13.45%) MATLAB
26 22 (12.87%) C++

Statistical 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:

Application Platforms
1 56 (32.75%) SAS
2 34 (19.88%) Apache Spark
3 11 (6.43%) Apache Pig
4 2 (1.17%) Apache
4 2 (1.17%) DNN
5 1 (0.58%) Elasticsearch
5 1 (0.58%) IPython
5 1 (0.58%) Jupyter
Applications
1 18 (10.53%) SPSS
2 14 (8.19%) Microsoft Excel
3 4 (2.34%) EViews
3 4 (2.34%) Microsoft Office
3 4 (2.34%) Microsoft PowerPoint
4 3 (1.75%) Mathematica
5 1 (0.58%) GNU Octave
Business Applications
1 2 (1.17%) Adobe Campaign
1 2 (1.17%) Unica
2 1 (0.58%) Capstone
Cloud Services
1 5 (2.92%) Microsoft Azure
2 4 (2.34%) GitHub
2 4 (2.34%) Google Analytics
3 2 (1.17%) Adobe Analytics
3 2 (1.17%) Amazon AWS
4 1 (0.58%) Amazon EMR
4 1 (0.58%) Azure Machine Learning
4 1 (0.58%) Google Tag Manager
4 1 (0.58%) PaaS
Communications & Networking
1 1 (0.58%) Internet
Database & Business Intelligence
1 68 (39.77%) Big Data
2 58 (33.92%) Data Mining
3 33 (19.30%) Hadoop
4 19 (11.11%) Data Warehouse
5 18 (10.53%) QlikView
6 17 (9.94%) NoSQL
7 15 (8.77%) Apache Hive
8 12 (7.02%) SQL Server
8 12 (7.02%) Text Mining
9 8 (4.68%) Lumira
9 8 (4.68%) Oracle Reports
9 8 (4.68%) Relational Database
10 7 (4.09%) Power BI
11 6 (3.51%) Impala
12 5 (2.92%) PostgreSQL
12 5 (2.92%) SQL Server Integration Services
12 5 (2.92%) SQL Server Reporting Services
13 4 (2.34%) Apache Cassandra
13 4 (2.34%) MongoDB
13 4 (2.34%) SQL Server Analysis Services
Development Applications
1 1 (0.58%) Team Foundation Server
1 1 (0.58%) Visual Studio
1 1 (0.58%) Visual Website Optimizer
General
1 54 (31.58%) Marketing
2 31 (18.13%) Finance
3 30 (17.54%) Retail
4 12 (7.02%) Banking
5 6 (3.51%) Games
6 5 (2.92%) Investment Banking
7 4 (2.34%) Advertising
7 4 (2.34%) Financial Institution
8 3 (1.75%) Electronics
8 3 (1.75%) Legal
8 3 (1.75%) Manufacturing
8 3 (1.75%) Telecoms
9 2 (1.17%) Publishing
10 1 (0.58%) Law
Job Titles
1 84 (49.12%) Data Scientist
2 45 (26.32%) Analyst
3 21 (12.28%) Data Analyst
4 17 (9.94%) Senior Analyst
5 14 (8.19%) Consultant
6 13 (7.60%) Developer
7 11 (6.43%) Senior Data Scientist
8 9 (5.26%) Machine Learning Scientist
8 9 (5.26%) Senior Data Analyst
9 8 (4.68%) Marketing Analyst
9 8 (4.68%) Senior Marketing Analyst
10 7 (4.09%) Digital Analyst
10 7 (4.09%) Insight Analyst
11 6 (3.51%) Analytics Consultant
11 6 (3.51%) Machine Learning Analyst
11 6 (3.51%) SQL Analyst
12 5 (2.92%) Data Consultant
13 4 (2.34%) Investment Banking Business Analyst
13 4 (2.34%) Java Software Developer
13 4 (2.34%) SAS Data Analyst
Libraries, Frameworks & Software Standards
1 16 (9.36%) TensorFlow
2 14 (8.19%) Natural Language Processing
2 14 (8.19%) scikit-learn
3 6 (3.51%) NumPy
3 6 (3.51%) Theano
4 5 (2.92%) D3.js
5 4 (2.34%) Pandas
5 4 (2.34%) SciPy
6 3 (1.75%) HTML
6 3 (1.75%) Torch
7 2 (1.17%) CSS
7 2 (1.17%) jQuery
7 2 (1.17%) REST
8 1 (0.58%) .NET
8 1 (0.58%) Ajax
8 1 (0.58%) Bokeh
8 1 (0.58%) Highcharts JS
8 1 (0.58%) JSON
8 1 (0.58%) MLlib
8 1 (0.58%) PyMC3
Miscellaneous
1 68 (39.77%) Algorithms
2 67 (39.18%) Analytical Skills
3 40 (23.39%) Computer Science
4 9 (5.26%) Virtual Team
5 8 (4.68%) FMCG
6 7 (4.09%) Credit Risk
7 5 (2.92%) Equities
7 5 (2.92%) Fintech
8 3 (1.75%) Data Structures
8 3 (1.75%) Online Games
9 2 (1.17%) CUDA
9 2 (1.17%) Fixed Income
9 2 (1.17%) Social Media
10 1 (0.58%) Blog
10 1 (0.58%) Digital Media
10 1 (0.58%) Market Risk
10 1 (0.58%) N-Tier
10 1 (0.58%) Robotics
10 1 (0.58%) Tandem
10 1 (0.58%) User Experience
Operating Systems
1 6 (3.51%) Linux
2 5 (2.92%) Unix
3 1 (0.58%) Android
3 1 (0.58%) Windows
Processes & Methodologies
1 106 (61.99%) Machine Learning
2 99 (57.89%) Analytics
3 58 (33.92%) Mathematics
4 53 (30.99%) Statistics
5 45 (26.32%) Visualisation
6 35 (20.47%) Business Intelligence
7 28 (16.37%) Data Modelling
8 27 (15.79%) Predictive Modelling
9 26 (15.20%) Statistical Analysis
10 25 (14.62%) Data Visualisation
11 21 (12.28%) Data Analysis
12 20 (11.70%) Data Engineering
13 17 (9.94%) Physics
13 17 (9.94%) Web Analytics
14 16 (9.36%) Artificial Intelligence
15 15 (8.77%) Economics
16 14 (8.19%) Data Analytics
16 14 (8.19%) Data Management
16 14 (8.19%) Digital Marketing
16 14 (8.19%) Validation
Programming Languages
1 120 (70.18%) Python
2 85 (49.71%) R
3 79 (46.20%) SQL
4 31 (18.13%) Java
5 23 (13.45%) MATLAB
6 22 (12.87%) C++
7 18 (10.53%) Scala
8 9 (5.26%) C#
9 7 (4.09%) VBA
10 6 (3.51%) C
11 4 (2.34%) JavaScript
11 4 (2.34%) PHP
12 3 (1.75%) Fortran
12 3 (1.75%) T-SQL
13 1 (0.58%) Clojure
13 1 (0.58%) Perl
13 1 (0.58%) Ruby
13 1 (0.58%) Shell Script
Qualifications
1 51 (29.82%) Degree
2 37 (21.64%) PhD
3 12 (7.02%) Numerate Degree
4 11 (6.43%) Computer Science Degree
5 6 (3.51%) Master's Degree
6 1 (0.58%) MBA
6 1 (0.58%) Postgraduate
6 1 (0.58%) SC Cleared
6 1 (0.58%) Security Cleared
Quality Assurance & Compliance
1 9 (5.26%) Data Quality
2 5 (2.92%) Actionable Recommendations
3 2 (1.17%) IFRS
3 2 (1.17%) IFRS 9
4 1 (0.58%) PMO
4 1 (0.58%) QA
System Software
1 1 (0.58%) Docker
Systems Management
1 1 (0.58%) Hadoop YARN
1 1 (0.58%) Kibana
Vendors
1 40 (23.39%) Tableau
2 11 (6.43%) SAP
3 9 (5.26%) Adobe
4 8 (4.68%) Microsoft
4 8 (4.68%) Oracle
4 8 (4.68%) Teradata
5 5 (2.92%) Google
6 2 (1.17%) Alterian
6 2 (1.17%) Cloudera
6 2 (1.17%) Sawtooth Software
7 1 (0.58%) Facebook
7 1 (0.58%) MicroStrategy
7 1 (0.58%) Optimizely