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 3 months to 28 June 2017 with a comparison to the same period in the previous 2 years.

Predictive Modelling
UK / England
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 724 743 838
Rank change year-on-year +19 +95  
Permanent jobs citing Predictive Modelling 141 171 118
As % of all permanent IT jobs advertised in England 0.17% 0.19% 0.11%
As % of the Processes & Methodologies category 0.19% 0.21% 0.13%
Number of salaries quoted 126 154 94
Median salary £52,500 £52,500 £55,000
Median salary % change year-on-year - -4.54%  
90% offered a salary of more than £35,000 £31,450 £26,450
10% offered a salary of more than £95,000 £80,000 £75,000
UK excluding London median salary £41,000 £42,500 £38,750
% change year-on-year -3.52% +9.67%  

Predictive Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 74950 82225 90350
As % of all permanent IT job vacancies advertised in England 89.70% 88.98% 88.00%
Number of salaries quoted 60667 69603 74699
Median salary £52,000 £50,000 £50,000
Median salary % change year-on-year +4.00% -  
90% offered a salary of more than £32,500 £32,500 £32,000
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Predictive Modelling
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Predictive Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

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 3 months to 28 June 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 3 months to 28 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -10 84 £67,500 +17.39% 12
South East +55 21 £46,250 -11.90%
North West -27 9 £52,500 +31.25% 1
West Midlands +3 7 £35,000 -30.00%
Yorkshire +1 7 £41,750 +60.57% 1
East Midlands - 7 £45,000 -
East of England -4 5 £41,000 -37.40% 1
South West -9 1 £39,991 +29.00% 2
Predictive Modelling
UK

For the 6 months to 28 June 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.

1 164 (57.54%) SQL
2 162 (56.84%) Analytics
3 160 (56.14%) Python
4 152 (53.33%) Analytical Skills
5 146 (51.23%) R
6 130 (45.61%) Machine Learning
7 112 (39.30%) Statistics
8 103 (36.14%) Hadoop
9 101 (35.44%) Big Data
10 96 (33.68%) SAS
11 95 (33.33%) Mathematics
12 84 (29.47%) Visualisation
13 81 (28.42%) Degree
14 78 (27.37%) Data Mining
14 78 (27.37%) Algorithms
15 71 (24.91%) Marketing
16 65 (22.81%) Computer Science
16 65 (22.81%) Finance
17 63 (22.11%) PhD
18 62 (21.75%) Apache Spark
18 62 (21.75%) Data Visualisation
19 58 (20.35%) Actionable Insight
20 53 (18.60%) Tableau
21 50 (17.54%) Statistical Modelling
22 49 (17.19%) Data Analysis
23 45 (15.79%) Microsoft Excel
24 43 (15.09%) Business Intelligence
25 42 (14.74%) Statistical Analysis
26 39 (13.68%) Data Modelling
27 37 (12.98%) Java

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 96 (33.68%) SAS
2 62 (21.75%) Apache Spark
3 7 (2.46%) Apache Pig
4 6 (2.11%) Tornado
5 2 (0.70%) Apache
5 2 (0.70%) SharePoint
6 1 (0.35%) Elasticsearch
6 1 (0.35%) IPython
6 1 (0.35%) Jupyter
Applications
1 45 (15.79%) Microsoft Excel
2 35 (12.28%) SPSS
3 14 (4.91%) Microsoft PowerPoint
4 12 (4.21%) Microsoft Office
5 8 (2.81%) SPSS Modeler
6 6 (2.11%) EViews
6 6 (2.11%) Photoshop
7 2 (0.70%) Stata
8 1 (0.35%) Spreadsheet
Business Applications
1 4 (1.40%) Dynamics CRM
2 2 (0.70%) Adobe Campaign
2 2 (0.70%) FastStats
3 1 (0.35%) Eloqua
3 1 (0.35%) SAP InfiniteInsight
Cloud Services
1 14 (4.91%) Amazon AWS
2 3 (1.05%) Adobe Analytics
2 3 (1.05%) Cortana Intelligence Suite
2 3 (1.05%) Google Analytics
2 3 (1.05%) Microsoft Azure
3 2 (0.70%) Google Cloud Platform
3 2 (0.70%) SaaS
4 1 (0.35%) Amazon EMR
4 1 (0.35%) Cloud Computing
4 1 (0.35%) Office 365
4 1 (0.35%) OpenShift
4 1 (0.35%) PaaS
4 1 (0.35%) SurveyMonkey
Communications & Networking
1 1 (0.35%) Internet
1 1 (0.35%) Symposium
Database & Business Intelligence
1 103 (36.14%) Hadoop
2 101 (35.44%) Big Data
3 78 (27.37%) Data Mining
4 35 (12.28%) Apache Hive
5 27 (9.47%) Relational Database
6 26 (9.12%) NoSQL
7 22 (7.72%) MongoDB
8 18 (6.32%) SQL Server
9 15 (5.26%) QlikView
10 14 (4.91%) BusinessObjects
10 14 (4.91%) Data Warehouse
11 13 (4.56%) Text Mining
12 12 (4.21%) Amazon Redshift
12 12 (4.21%) Apache Cassandra
12 12 (4.21%) MySQL
13 11 (3.86%) Spotfire
14 6 (2.11%) CouchDB
14 6 (2.11%) HBase
14 6 (2.11%) KNIME
15 5 (1.75%) SQL Server Reporting Services
Development Applications
1 16 (5.61%) RStudio
2 11 (3.86%) SQL Server Management Studio (SSMS)
2 11 (3.86%) Subversion
3 7 (2.46%) Git (software)
4 6 (2.11%) Visual Studio
5 2 (0.70%) Talend Open Studio
6 1 (0.35%) Bower
6 1 (0.35%) Grunt
6 1 (0.35%) gulp
6 1 (0.35%) Karma Test Runner
6 1 (0.35%) Mocha
6 1 (0.35%) Protractor
6 1 (0.35%) Selenium
General
1 71 (24.91%) Marketing
2 65 (22.81%) Finance
3 31 (10.88%) Retail
4 22 (7.72%) Banking
4 22 (7.72%) Games
5 14 (4.91%) Telecoms
6 10 (3.51%) Pharmaceutical
7 8 (2.81%) Advertising
8 6 (2.11%) Billing
9 4 (1.40%) Automotive
9 4 (1.40%) Retail Banking
10 3 (1.05%) Electronics
11 2 (0.70%) Back Office
11 2 (0.70%) Legal
11 2 (0.70%) Publishing
12 1 (0.35%) Law
12 1 (0.35%) Wholesale Banking
Job Titles
1 132 (46.32%) Data Scientist
2 86 (30.18%) Analyst
3 36 (12.63%) Senior Data Scientist
4 22 (7.72%) Developer
5 21 (7.37%) Senior Analyst
6 18 (6.32%) Data Analyst
7 16 (5.61%) Machine Learning Scientist
8 15 (5.26%) Insight Analyst
9 14 (4.91%) SQL Analyst
10 13 (4.56%) CRM Analyst
11 11 (3.86%) Data Engineer
12 9 (3.16%) Data Manager
12 9 (3.16%) Data Modeller
12 9 (3.16%) Report Analyst
13 8 (2.81%) Analytics Manager
14 7 (2.46%) Big Data Engineer
14 7 (2.46%) Consultant
14 7 (2.46%) SAS Analyst
15 6 (2.11%) .NET Developer
15 6 (2.11%) Analytics Consultant
Libraries, Frameworks & Software Standards
1 28 (9.82%) Natural Language Processing
2 23 (8.07%) CSS
3 21 (7.37%) HTML
4 13 (4.56%) scikit-learn
5 12 (4.21%) D3.js
5 12 (4.21%) Pandas
6 10 (3.51%) Ajax
6 10 (3.51%) NumPy
7 7 (2.46%) AngularJS
8 6 (2.11%) .NET
8 6 (2.11%) .NET Framework
8 6 (2.11%) ASP.NET
8 6 (2.11%) ASP.NET MVC
8 6 (2.11%) DOM
8 6 (2.11%) Entity Framework
8 6 (2.11%) Flask
8 6 (2.11%) HTML5
8 6 (2.11%) jQuery
8 6 (2.11%) Twitter Bootstrap
8 6 (2.11%) WPF
Miscellaneous
1 152 (53.33%) Analytical Skills
2 78 (27.37%) Algorithms
3 65 (22.81%) Computer Science
4 15 (5.26%) Social Network
5 13 (4.56%) User Experience
6 10 (3.51%) Management Information System
7 8 (2.81%) Fintech
8 6 (2.11%) Life Science
9 5 (1.75%) Credit Risk
9 5 (1.75%) Data Structures
9 5 (1.75%) Greenfield Project
10 3 (1.05%) FMCG
10 3 (1.05%) Social Media
11 2 (0.70%) Mobile Games
11 2 (0.70%) Smartphone
12 1 (0.35%) Biotechnology
12 1 (0.35%) Clustering
12 1 (0.35%) Data Protection Act
12 1 (0.35%) Photography
12 1 (0.35%) STB
Operating Systems
1 2 (0.70%) Linux
1 2 (0.70%) Unix
2 1 (0.35%) Ubuntu
Processes & Methodologies
1 162 (56.84%) Analytics
2 130 (45.61%) Machine Learning
3 112 (39.30%) Statistics
4 95 (33.33%) Mathematics
5 84 (29.47%) Visualisation
6 62 (21.75%) Data Visualisation
7 58 (20.35%) Actionable Insight
8 50 (17.54%) Statistical Modelling
9 49 (17.19%) Data Analysis
10 43 (15.09%) Business Intelligence
11 42 (14.74%) Statistical Analysis
12 39 (13.68%) Data Modelling
13 35 (12.28%) Data Analytics
14 31 (10.88%) Customer Segmentation
14 31 (10.88%) Predictive Analytics
15 27 (9.47%) Stakeholder Management
16 26 (9.12%) Agile Software Development
16 26 (9.12%) Software Engineering
17 25 (8.77%) Customer Insight
18 24 (8.42%) Deep Learning
Programming Languages
1 164 (57.54%) SQL
2 160 (56.14%) Python
3 146 (51.23%) R
4 37 (12.98%) Java
5 29 (10.18%) JavaScript
6 28 (9.82%) C++
7 27 (9.47%) Scala
8 24 (8.42%) MATLAB
9 12 (4.21%) C
9 12 (4.21%) C#
9 12 (4.21%) T-SQL
9 12 (4.21%) VBA
10 6 (2.11%) VB
11 3 (1.05%) Shell Script
12 1 (0.35%) ES6
12 1 (0.35%) Ruby
12 1 (0.35%) TypeScript
Qualifications
1 81 (28.42%) Degree
2 63 (22.11%) PhD
3 24 (8.42%) Computer Science Degree
4 20 (7.02%) Master's Degree
5 14 (4.91%) Numerate Degree
6 5 (1.75%) Postgraduate
7 1 (0.35%) DV Cleared
7 1 (0.35%) MBA
7 1 (0.35%) SC Cleared
7 1 (0.35%) Security Cleared
Quality Assurance & Compliance
1 15 (5.26%) Data Quality
2 4 (1.40%) IFRS
2 4 (1.40%) IFRS 9
3 2 (0.70%) Actionable Recommendations
4 1 (0.35%) QA
System Software
1 10 (3.51%) HDFS
2 2 (0.70%) Docker
Systems Management
1 3 (1.05%) Oozie
Vendors
1 53 (18.60%) Tableau
2 29 (10.18%) Microsoft
3 16 (5.61%) Oracle
4 14 (4.91%) Cloudera
5 11 (3.86%) Adobe
5 11 (3.86%) IBM
6 10 (3.51%) Hortonworks
6 10 (3.51%) MapR
7 7 (2.46%) Alteryx
8 6 (2.11%) Google
8 6 (2.11%) Netezza
9 4 (1.40%) Greenplum
9 4 (1.40%) MicroStrategy
10 2 (0.70%) Ab Initio
10 2 (0.70%) Cognos
10 2 (0.70%) Salesforce.com
10 2 (0.70%) Talend
11 1 (0.35%) Algorithmics
11 1 (0.35%) Facebook
11 1 (0.35%) Marketo
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