Period
to 19 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England 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 19 November 2017 with a comparison to the same period in the previous 2 years.

Statistical Modelling
UK > England
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 840 883 955
Rank change year-on-year +43 +72 +57
Permanent jobs citing Statistical Modelling 311 307 313
As % of all permanent IT jobs advertised in England 0.19% 0.17% 0.15%
As % of the Processes & Methodologies category 0.21% 0.19% 0.17%
Number of salaries quoted 273 276 253
England median annual salary £55,000 £45,000 £50,000
Median salary % change year-on-year +22.22% -10.00% +11.11%
10th Percentile £35,600 £27,500 £30,000
90th Percentile £78,500 £79,375 £84,750
UK 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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 150254 159112 182385
As % of all permanent IT jobs advertised in England 89.93% 89.36% 88.72%
Number of salaries quoted 119398 133448 151804
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,476 £47,500
% change year-on-year +1.06% +4.16% +5.56%

Statistical Modelling
Job Vacancy Trend in England

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

Job vacancy trend for Statistical Modelling in England

Statistical Modelling
Salary Trend in England

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

Salary trend for Statistical Modelling in England

Statistical Modelling
Salary Histogram in England

The salary distribution of IT jobs citing Statistical Modelling in England over the 6 months to 19 November 2017.

Salary histogram for Statistical Modelling in England

Statistical Modelling
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Statistical Modelling within the England region over the 6 months to 19 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
London +14 167 £60,000 +4.35% 8
North of England -3 48 £45,000 +32.35% 3
South East +67 36 £70,000 +33.33% 1
East of England +30 24 £51,500 +28.75% 3
Yorkshire +19 24 £42,500 +23.19% 1
North West +2 21 £55,000 +83.33% 1
South West +34 18 £44,500 -17.59%
Midlands +8 18 £42,500 +6.25% 1
West Midlands +10 14 £42,500 +25.00% 1
East Midlands +15 4 £42,500 -
North East +4 3 £37,500 -16.67% 1
Statistical Modelling
UK

For the 6 months to 19 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 England region with a requirement for Statistical Modelling.

1 184 (59.16%) Analytics
2 176 (56.59%) SQL
2 176 (56.59%) Python
3 168 (54.02%) Machine Learning
4 142 (45.66%) R
4 142 (45.66%) Analytical Skills
5 114 (36.66%) Mathematics
6 106 (34.08%) Big Data
6 106 (34.08%) Algorithms
7 102 (32.80%) SAS
8 95 (30.55%) Statistics
9 93 (29.90%) Degree
10 89 (28.62%) Data Mining
11 83 (26.69%) Business Intelligence
12 77 (24.76%) Marketing
13 76 (24.44%) Visualisation
14 66 (21.22%) Apache Spark
15 65 (20.90%) Hadoop
16 62 (19.94%) Tableau
17 61 (19.61%) Data Modelling
18 59 (18.97%) Computer Science
19 57 (18.33%) Retail
20 56 (18.01%) Data Analysis
21 55 (17.68%) Finance
22 52 (16.72%) PhD
23 49 (15.76%) Data Management
23 49 (15.76%) Data Visualisation
24 48 (15.43%) Predictive Modelling
24 48 (15.43%) Java
25 46 (14.79%) Data Analytics

Statistical Modelling
Co-occurring IT Skills in England 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
1 102 (32.80%) SAS
2 66 (21.22%) Apache Spark
3 13 (4.18%) Apache Pig
4 2 (0.64%) Apache
4 2 (0.64%) DNN
4 2 (0.64%) Jupyter
5 1 (0.32%) Elasticsearch
5 1 (0.32%) IPython
Applications
1 41 (13.18%) Microsoft Excel
2 28 (9.00%) SPSS
3 7 (2.25%) Microsoft Office
4 6 (1.93%) Microsoft PowerPoint
5 4 (1.29%) EViews
6 3 (0.96%) GNU Octave
6 3 (0.96%) Mathematica
7 1 (0.32%) SPSS Modeler
Business Applications
1 2 (0.64%) Adobe Campaign
1 2 (0.64%) Unica
2 1 (0.32%) Capstone
Cloud Services
1 19 (6.11%) Amazon AWS
2 9 (2.89%) Microsoft Azure
3 6 (1.93%) GitHub
4 5 (1.61%) Google Analytics
5 3 (0.96%) Adobe Analytics
5 3 (0.96%) SaaS
6 2 (0.64%) Cloud Computing
6 2 (0.64%) Google Cloud Platform
7 1 (0.32%) Amazon EMR
7 1 (0.32%) Azure Machine Learning
7 1 (0.32%) Google Tag Manager
7 1 (0.32%) PaaS
7 1 (0.32%) Serverless
Communications & Networking
1 1 (0.32%) Internet
1 1 (0.32%) SMS
Database & Business Intelligence
1 106 (34.08%) Big Data
2 89 (28.62%) Data Mining
3 65 (20.90%) Hadoop
4 38 (12.22%) Apache Hive
5 34 (10.93%) SQL Server
6 32 (10.29%) Data Warehouse
7 28 (9.00%) NoSQL
8 21 (6.75%) SQL Server Integration Services
9 20 (6.43%) BusinessObjects
10 18 (5.79%) Impala
11 17 (5.47%) Power BI
11 17 (5.47%) QlikView
11 17 (5.47%) Relational Database
12 15 (4.82%) SQL Server Reporting Services
12 15 (4.82%) Text Mining
13 14 (4.50%) SQL Server Analysis Services
14 9 (2.89%) Lumira
14 9 (2.89%) MySQL
15 8 (2.57%) Apache Cassandra
15 8 (2.57%) Oracle Reports
Development Applications
1 9 (2.89%) Team Foundation Server
2 7 (2.25%) Visual Studio
3 5 (1.61%) ERwin
4 4 (1.29%) NUnit
4 4 (1.29%) ReSharper
5 1 (0.32%) Git (software)
5 1 (0.32%) Visual Website Optimizer
General
1 77 (24.76%) Marketing
2 57 (18.33%) Retail
3 55 (17.68%) Finance
4 19 (6.11%) Banking
5 11 (3.54%) Games
6 5 (1.61%) Advertising
6 5 (1.61%) Telecoms
7 4 (1.29%) Electronics
7 4 (1.29%) Investment Banking
7 4 (1.29%) Legal
8 3 (0.96%) Financial Institution
8 3 (0.96%) Manufacturing
9 2 (0.64%) Publishing
10 1 (0.32%) Law
Job Titles
1 125 (40.19%) Data Scientist
2 87 (27.97%) Analyst
3 38 (12.22%) Data Analyst
4 29 (9.32%) Developer
5 27 (8.68%) Senior Analyst
6 26 (8.36%) Consultant
7 20 (6.43%) Machine Learning Scientist
8 17 (5.47%) Analytics Consultant
8 17 (5.47%) Data Consultant
9 14 (4.50%) Insight Analyst
9 14 (4.50%) Senior Data Scientist
10 13 (4.18%) Development Manager
11 12 (3.86%) Data Analytics Consultant
11 12 (3.86%) SQL Analyst
12 11 (3.54%) SAS Consultant
13 10 (3.22%) SAS Analyst
13 10 (3.22%) Senior Data Analyst
14 9 (2.89%) Business Intelligence Analyst
15 8 (2.57%) Marketing Analyst
15 8 (2.57%) Senior Marketing Analyst
Libraries, Frameworks & Software Standards
1 23 (7.40%) Natural Language Processing
2 21 (6.75%) TensorFlow
3 13 (4.18%) JSON
3 13 (4.18%) scikit-learn
4 12 (3.86%) Web Services
5 11 (3.54%) HTML
6 10 (3.22%) CSS
7 9 (2.89%) Theano
8 6 (1.93%) D3.js
9 5 (1.61%) NumPy
9 5 (1.61%) Pandas
10 4 (1.29%) .NET
10 4 (1.29%) WPF
11 3 (0.96%) HTML5
11 3 (0.96%) jQuery
11 3 (0.96%) Torch
12 2 (0.64%) REST
12 2 (0.64%) SciPy
13 1 (0.32%) Highcharts JS
13 1 (0.32%) RESTful
Miscellaneous
1 142 (45.66%) Analytical Skills
2 106 (34.08%) Algorithms
3 59 (18.97%) Computer Science
4 11 (3.54%) Foreign Exchange (FX)
5 10 (3.22%) Credit Risk
5 10 (3.22%) Virtual Team
6 8 (2.57%) FMCG
7 7 (2.25%) Fintech
8 5 (1.61%) BBC
8 5 (1.61%) Equities
9 4 (1.29%) Social Media
10 3 (0.96%) CUDA
10 3 (0.96%) Data Structures
10 3 (0.96%) Online Games
10 3 (0.96%) User Experience
11 2 (0.64%) Fixed Income
11 2 (0.64%) Management Information System
12 1 (0.32%) Blog
12 1 (0.32%) Market Risk
12 1 (0.32%) N-Tier
Operating Systems
1 7 (2.25%) Linux
2 6 (1.93%) Unix
3 2 (0.64%) Windows
4 1 (0.32%) Android
Processes & Methodologies
1 184 (59.16%) Analytics
2 168 (54.02%) Machine Learning
3 114 (36.66%) Mathematics
4 95 (30.55%) Statistics
5 83 (26.69%) Business Intelligence
6 76 (24.44%) Visualisation
7 61 (19.61%) Data Modelling
8 56 (18.01%) Data Analysis
9 49 (15.76%) Data Management
9 49 (15.76%) Data Visualisation
10 48 (15.43%) Predictive Modelling
11 46 (14.79%) Data Analytics
12 39 (12.54%) Statistical Analysis
13 26 (8.36%) Artificial Intelligence
13 26 (8.36%) Customer Analytics
14 24 (7.72%) Data Engineering
15 22 (7.07%) Physics
16 21 (6.75%) Deep Learning
16 21 (6.75%) Software Engineering
17 20 (6.43%) Actionable Insight
Programming Languages
1 176 (56.59%) Python
1 176 (56.59%) SQL
2 142 (45.66%) R
3 48 (15.43%) Java
4 40 (12.86%) C++
5 39 (12.54%) MATLAB
6 25 (8.04%) VBA
7 22 (7.07%) Scala
8 15 (4.82%) C#
9 9 (2.89%) JavaScript
9 9 (2.89%) VB
10 8 (2.57%) C
11 6 (1.93%) T-SQL
12 5 (1.61%) Fortran
13 4 (1.29%) PHP
14 3 (0.96%) Julia
15 2 (0.64%) Perl
16 1 (0.32%) Lisp
16 1 (0.32%) Ruby
16 1 (0.32%) Shell Script
Qualifications
1 93 (29.90%) Degree
2 52 (16.72%) PhD
3 34 (10.93%) Numerate Degree
4 12 (3.86%) Computer Science Degree
5 8 (2.57%) Master's Degree
6 4 (1.29%) SAS Certification
7 3 (0.96%) MCP
7 3 (0.96%) MCSA
7 3 (0.96%) Microsoft Certification
8 2 (0.64%) Postgraduate
8 2 (0.64%) Security Cleared
9 1 (0.32%) MBA
9 1 (0.32%) SC Cleared
Quality Assurance & Compliance
1 21 (6.75%) Data Quality
2 5 (1.61%) Actionable Recommendations
3 2 (0.64%) IFRS
3 2 (0.64%) IFRS 9
3 2 (0.64%) QA
4 1 (0.32%) PMO
System Software
1 11 (3.54%) Apache Flume
2 1 (0.32%) Docker
2 1 (0.32%) HDFS
Systems Management
1 5 (1.61%) Oozie
2 1 (0.32%) Hadoop YARN
2 1 (0.32%) Kibana
Vendors
1 62 (19.94%) Tableau
2 31 (9.97%) Microsoft
3 14 (4.50%) SAP
4 11 (3.54%) Oracle
5 10 (3.22%) Adobe
6 9 (2.89%) Google
7 8 (2.57%) Teradata
8 3 (0.96%) Cloudera
8 3 (0.96%) Minitab
8 3 (0.96%) RedGate
9 2 (0.64%) Alterian
9 2 (0.64%) Hortonworks
9 2 (0.64%) MicroStrategy
9 2 (0.64%) Sawtooth Software
10 1 (0.32%) Alteryx
10 1 (0.32%) Capita
10 1 (0.32%) Facebook
10 1 (0.32%) IBM
10 1 (0.32%) Twitter
10 1 (0.32%) Vertica