Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Predictive Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Predictive Modelling over the 6 months to 21 November 2017 with a comparison to the same period in the previous 2 years.

Predictive Modelling
UK > England
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 883 944 1045
Rank change year-on-year +61 +101 +14
Permanent jobs citing Predictive Modelling 291 256 236
As % of all permanent IT jobs advertised in England 0.17% 0.14% 0.12%
As % of the Processes & Methodologies category 0.19% 0.16% 0.13%
Number of salaries quoted 260 228 167
England median annual salary £56,250 £52,500 £55,000
Median salary % change year-on-year +7.14% -4.55% -12.00%
10th Percentile £34,855 £30,350 £32,000
90th Percentile £95,000 £90,000 £84,250
UK median annual salary £55,000 £52,500 £55,000
% change year-on-year +4.76% -4.55% -12.00%

Predictive 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 152449 159358 181424
As % of all permanent IT jobs advertised in England 89.91% 89.39% 88.74%
Number of salaries quoted 121294 133740 151021
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 £49,500 £47,500
% change year-on-year +1.01% +4.21% +5.56%

Predictive Modelling
Job Vacancy Trend in England

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

Job vacancy trend for Predictive Modelling in England

Predictive Modelling
Salary Trend in England

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

Salary trend for Predictive Modelling in England

Predictive Modelling
Salary Histogram in England

The salary distribution of IT jobs citing Predictive Modelling in England over the 6 months to 21 November 2017.

Salary histogram for Predictive Modelling in England

Predictive 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 Predictive Modelling within the England region over the 6 months to 21 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 +45 188 £67,500 +12.50% 11
North of England +20 38 £42,500 +21.43% 1
Midlands +39 23 £42,500 -5.56%
Yorkshire +21 19 £41,250 +58.65%
North West +9 19 £60,000 +50.00% 1
South East +37 18 £47,500 -9.52% 4
East Midlands +38 15 £42,500 -5.56%
South West +23 12 £42,000 +35.48%
East of England +10 12 £50,000 -4.76% 3
West Midlands +20 8 £35,000 -22.22%
Predictive Modelling
UK

For the 6 months to 21 November 2017, IT jobs citing Predictive 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 Predictive Modelling.

1 200 (68.73%) Analytics
2 195 (67.01%) Python
3 178 (61.17%) SQL
4 143 (49.14%) R
5 142 (48.80%) Machine Learning
6 130 (44.67%) Degree
7 125 (42.96%) Mathematics
8 122 (41.92%) Analytical Skills
9 105 (36.08%) Statistics
10 86 (29.55%) Computer Science
11 84 (28.87%) Visualisation
11 84 (28.87%) Algorithms
12 83 (28.52%) SAS
13 80 (27.49%) Data Mining
14 79 (27.15%) Hadoop
15 74 (25.43%) Apache Spark
16 68 (23.37%) Big Data
17 61 (20.96%) Java
18 60 (20.62%) Business Intelligence
18 60 (20.62%) Finance
19 50 (17.18%) JavaScript
19 50 (17.18%) Marketing
19 50 (17.18%) Data Analytics
20 49 (16.84%) Statistical Modelling
20 49 (16.84%) Microsoft Excel
21 48 (16.49%) Tableau
22 45 (15.46%) Microsoft
22 45 (15.46%) Predictive Analytics
23 43 (14.78%) Statistical Analysis
23 43 (14.78%) Actionable Insight

Predictive 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 83 (28.52%) SAS
2 74 (25.43%) Apache Spark
3 11 (3.78%) Apache Pig
4 4 (1.37%) Gentran
5 3 (1.03%) Apache
6 2 (0.69%) Elasticsearch
7 1 (0.34%) Apache Solr
7 1 (0.34%) IPython
7 1 (0.34%) Jupyter
7 1 (0.34%) nginx
Applications
1 49 (16.84%) Microsoft Excel
2 24 (8.25%) SPSS
3 14 (4.81%) Microsoft Office
3 14 (4.81%) Microsoft PowerPoint
4 4 (1.37%) CPLEX
4 4 (1.37%) SPSS Modeler
5 3 (1.03%) Photoshop
6 1 (0.34%) Spreadsheet
6 1 (0.34%) Weka
Business Applications
1 4 (1.37%) Oracle Receivables
1 4 (1.37%) SAP CRM
1 4 (1.37%) SAP Hybris
2 3 (1.03%) Dynamics CRM
3 2 (0.69%) FastStats
Cloud Services
1 21 (7.22%) Amazon AWS
2 17 (5.84%) Microsoft Azure
3 7 (2.41%) OpenShift
4 6 (2.06%) Amazon S3
4 6 (2.06%) Azure Data Factory
4 6 (2.06%) SaaS
5 4 (1.37%) Adobe Analytics
5 4 (1.37%) Cloud Computing
5 4 (1.37%) Google Cloud Platform
5 4 (1.37%) PaaS
6 3 (1.03%) IaaS
6 3 (1.03%) Office 365
7 2 (0.69%) Amazon EMR
7 2 (0.69%) Cortana Intelligence Suite
8 1 (0.34%) AWS Lambda
8 1 (0.34%) Azure Machine Learning
8 1 (0.34%) Google Analytics
8 1 (0.34%) Serverless
Communications & Networking
1 3 (1.03%) LAN
1 3 (1.03%) NAS
1 3 (1.03%) SAN
1 3 (1.03%) WAN
1 3 (1.03%) Wi-Fi
2 1 (0.34%) Internet
Database & Business Intelligence
1 80 (27.49%) Data Mining
2 79 (27.15%) Hadoop
3 68 (23.37%) Big Data
4 42 (14.43%) SQL Server
5 28 (9.62%) NoSQL
6 26 (8.93%) MongoDB
7 23 (7.90%) Apache Hive
8 22 (7.56%) Text Mining
9 14 (4.81%) Data Warehouse
9 14 (4.81%) Relational Database
10 12 (4.12%) BusinessObjects
10 12 (4.12%) Power BI
11 10 (3.44%) Impala
12 9 (3.09%) Apache Cassandra
13 8 (2.75%) QlikView
13 8 (2.75%) SQL Server Integration Services
13 8 (2.75%) SQL Server Reporting Services
14 7 (2.41%) SQL Server Analysis Services
15 6 (2.06%) HDInsight
15 6 (2.06%) MySQL
Development Applications
1 29 (9.97%) RStudio
2 25 (8.59%) SQL Server Management Studio (SSMS)
2 25 (8.59%) Subversion
3 3 (1.03%) Visual Studio
4 2 (0.69%) Talend Open Studio
5 1 (0.34%) Bower
5 1 (0.34%) Grunt
5 1 (0.34%) gulp
5 1 (0.34%) Karma Test Runner
5 1 (0.34%) Mocha
5 1 (0.34%) Protractor
5 1 (0.34%) Selenium
5 1 (0.34%) TeamCity
5 1 (0.34%) Visual Studio Team System
General
1 60 (20.62%) Finance
2 50 (17.18%) Marketing
3 37 (12.71%) Retail
4 14 (4.81%) Banking
5 12 (4.12%) Games
6 5 (1.72%) Automotive
6 5 (1.72%) Telecoms
7 4 (1.37%) Financial Institution
8 3 (1.03%) Advertising
8 3 (1.03%) Law
8 3 (1.03%) Pharmaceutical
9 2 (0.69%) Front Office
9 2 (0.69%) Investment Banking
9 2 (0.69%) Legal
10 1 (0.34%) Electronics
10 1 (0.34%) Wholesale Banking
Job Titles
1 138 (47.42%) Data Scientist
2 74 (25.43%) Analyst
3 54 (18.56%) Developer
4 30 (10.31%) Senior Data Scientist
5 25 (8.59%) Machine Learning Scientist
6 23 (7.90%) Senior Analyst
7 22 (7.56%) R Developer
8 17 (5.84%) Data Analyst
9 14 (4.81%) Insight Analyst
10 12 (4.12%) Junior
11 11 (3.78%) Report Analyst
12 8 (2.75%) Analyst Developer
12 8 (2.75%) Data Insight Analyst
12 8 (2.75%) Insight Data Analyst
12 8 (2.75%) SQL Analyst
13 7 (2.41%) Junior Data Scientist
13 7 (2.41%) Senior Insight Analyst
14 6 (2.06%) CRM Analyst
14 6 (2.06%) Data Engineer
14 6 (2.06%) Machine Learning Engineer
Libraries, Frameworks & Software Standards
1 39 (13.40%) CSS
2 37 (12.71%) HTML
3 19 (6.53%) Natural Language Processing
4 18 (6.19%) NumPy
5 16 (5.50%) scikit-learn
6 15 (5.15%) Pandas
6 15 (5.15%) TensorFlow
7 12 (4.12%) SciPy
8 9 (3.09%) .NET
9 8 (2.75%) AngularJS
9 8 (2.75%) D3.js
9 8 (2.75%) Kafka
10 7 (2.41%) Node.js
11 6 (2.06%) Theano
12 4 (1.37%) Flask
12 4 (1.37%) Spring Boot
12 4 (1.37%) Web Services
13 3 (1.03%) ASP.NET
13 3 (1.03%) DOM
13 3 (1.03%) WPF
Miscellaneous
1 122 (41.92%) Analytical Skills
2 86 (29.55%) Computer Science
3 84 (28.87%) Algorithms
4 15 (5.15%) Management Information System
5 10 (3.44%) Fintech
6 8 (2.75%) Social Network
7 6 (2.06%) Clustering
8 5 (1.72%) Data Structures
9 4 (1.37%) Greenfield Project
9 4 (1.37%) Hedge funds
9 4 (1.37%) iPad
9 4 (1.37%) Marketing Technology
10 3 (1.03%) Blog
10 3 (1.03%) Data Centre
10 3 (1.03%) Data Protection Act
10 3 (1.03%) Equities
10 3 (1.03%) Online Games
10 3 (1.03%) User Experience
11 2 (0.69%) FMCG
11 2 (0.69%) Smart City
Operating Systems
1 16 (5.50%) Linux
2 3 (1.03%) Windows
2 3 (1.03%) Windows Server
3 1 (0.34%) Ubuntu
3 1 (0.34%) Unix
Processes & Methodologies
1 200 (68.73%) Analytics
2 142 (48.80%) Machine Learning
3 125 (42.96%) Mathematics
4 105 (36.08%) Statistics
5 84 (28.87%) Visualisation
6 60 (20.62%) Business Intelligence
7 50 (17.18%) Data Analytics
8 49 (16.84%) Statistical Modelling
9 45 (15.46%) Predictive Analytics
10 43 (14.78%) Actionable Insight
10 43 (14.78%) Statistical Analysis
11 39 (13.40%) Data Analysis
12 34 (11.68%) Neural Network
13 33 (11.34%) Data Visualisation
14 29 (9.97%) Data Modelling
15 28 (9.62%) Artificial Intelligence
16 27 (9.28%) Software Engineering
17 26 (8.93%) Agile Software Development
17 26 (8.93%) Cluster Analysis
18 25 (8.59%) Data Management
Programming Languages
1 195 (67.01%) Python
2 178 (61.17%) SQL
3 143 (49.14%) R
4 61 (20.96%) Java
5 50 (17.18%) JavaScript
6 36 (12.37%) Scala
7 27 (9.28%) T-SQL
8 25 (8.59%) C++
9 21 (7.22%) MATLAB
10 19 (6.53%) C#
11 10 (3.44%) C
12 9 (3.09%) VB
13 5 (1.72%) VBA
14 4 (1.37%) ActionScript
14 4 (1.37%) ActionScript 2.0
15 2 (0.69%) HiveQL
16 1 (0.34%) ES6
16 1 (0.34%) Julia
16 1 (0.34%) Perl
16 1 (0.34%) TypeScript
Qualifications
1 130 (44.67%) Degree
2 37 (12.71%) Computer Science Degree
3 32 (11.00%) PhD
4 23 (7.90%) Numerate Degree
5 14 (4.81%) Master's Degree
6 4 (1.37%) Postgraduate
6 4 (1.37%) SAS Certification
7 2 (0.69%) Security Cleared
8 1 (0.34%) DV Cleared
8 1 (0.34%) MBA
8 1 (0.34%) SC Cleared
Quality Assurance & Compliance
1 6 (2.06%) QA
2 5 (1.72%) Data Quality
3 1 (0.34%) Actionable Recommendations
System Software
1 10 (3.44%) Docker
2 6 (2.06%) HDFS
3 3 (1.03%) VMware Infrastructure
4 1 (0.34%) Apache Flume
4 1 (0.34%) Apache ZooKeeper
Systems Management
1 3 (1.03%) Microsoft Clustering
1 3 (1.03%) Oozie
2 1 (0.34%) EMC NetWorker
2 1 (0.34%) Kubernetes
Vendors
1 48 (16.49%) Tableau
2 45 (15.46%) Microsoft
3 14 (4.81%) Oracle
4 8 (2.75%) Cognos
5 7 (2.41%) Adobe
5 7 (2.41%) IBM
6 5 (1.72%) SAP
7 4 (1.37%) CA
7 4 (1.37%) Cloudera
7 4 (1.37%) Hortonworks
7 4 (1.37%) hybris
7 4 (1.37%) MicroStrategy
8 3 (1.03%) Alteryx
8 3 (1.03%) CommVault
8 3 (1.03%) Google
8 3 (1.03%) Greenplum
8 3 (1.03%) MapR
8 3 (1.03%) VMware
9 2 (0.69%) Ab Initio
9 2 (0.69%) Netezza