The table below looks at the statistics for Predictive Modelling skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Predictive Modelling over the 3 months to 24 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
24 Jul 2016
Same period 2015 Same period 2014
Predictive Modelling
Rank 726 824 813
Rank change year-on-year
+98 -11
Permanent jobs citing Predictive Modelling 170 121 147
As % of all permanent IT jobs located in England 0.19% 0.12% 0.14%
As % of the Processes & Methodologies category 0.21% 0.13% 0.16%
Number of salaries quoted 157 83 107
Median salary £52,500 £55,000 £62,500
Median salary % change year-on-year
-4.54% -12.00%
90% offered a salary of more than £30,000 £35,000 £49,000
10% offered a salary of more than £81,000 £74,500 £80,000
UK excluding London median salary £41,250 £40,000 £50,000
% change year-on-year
+3.12% -20.00%
Predictive Modelling
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the England region.

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
80636 89671 92054
As % of all permanent IT jobs located in England 87.85% 87.13% 85.43%
Number of salaries quoted 68192 74166 74883
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £74,000 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Predictive Modelling
Jobs Demand Trend in England

The demand trend of job ads across the England region citing Predictive Modelling as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Predictive Modelling Jobs Demand Trend 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 across the England region.

Predictive Modelling Salary Trend in England

Predictive Modelling
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Predictive Modelling across the England region over the 3 months to 24 July 2016.

Predictive Modelling Salary Histogram 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 24 July 2016. 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
(Click see detailed
statistics and trends)
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 +95 124 £60,000 - 13
West Midlands - 15 £45,000 -
Yorkshire +40 11 £26,000 -42.22% 3
South East +35 11 £52,500 +31.25% 2
North West -5 3 £40,000 +14.28% 1
South West - 3 £31,000 -
East of England +32 1 £65,500 -
Predictive Modelling
UK

Predictive Modelling
Top 30 Related IT Skills in England

For the 6 months to 24 July 2016, 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.

1 245 (71.64%) Analytics
2 240 (70.18%) SQL
3 184 (53.80%) Machine Learning
4 180 (52.63%) Python
5 164 (47.95%) R
6 162 (47.37%) Statistics
7 140 (40.94%) Big Data
8 138 (40.35%) Data Mining
9 129 (37.72%) Analytical Skills
10 125 (36.55%) SAS
11 124 (36.26%) Marketing
11 124 (36.26%) Mathematics
12 123 (35.96%) Degree
13 114 (33.33%) Data Analytics
14 109 (31.87%) Algorithms
15 99 (28.95%) Hadoop
16 88 (25.73%) Finance
17 83 (24.27%) Java
18 78 (22.81%) PhD
18 78 (22.81%) Apache Spark
19 72 (21.05%) Data Analysis
20 66 (19.30%) Computer Science
20 66 (19.30%) Statistical Modelling
21 59 (17.25%) Visualisation
22 57 (16.67%) Statistical Analysis
22 57 (16.67%) Business Intelligence
23 53 (15.50%) Operations Research
24 52 (15.20%) MATLAB
25 51 (14.91%) Scala
26 50 (14.62%) SPSS

Predictive Modelling
Top Related 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
1 125 (36.55%) SAS
2 78 (22.81%) Apache Spark
3 13 (3.80%) Apache
3 13 (3.80%) Apache Pig
4 3 (0.88%) IPython
4 3 (0.88%) Jupyter
5 2 (0.58%) Apache Solr
5 2 (0.58%) Elasticsearch
6 1 (0.29%) JBoss
6 1 (0.29%) SharePoint
6 1 (0.29%) Skype for Business
6 1 (0.29%) Tomcat
6 1 (0.29%) WebLogic
Applications
1 50 (14.62%) SPSS
2 14 (4.09%) MS PowerPoint
3 11 (3.22%) MS Excel
4 5 (1.46%) Spreadsheet
5 3 (0.88%) S-PLUS
6 2 (0.58%) MS Office
7 1 (0.29%) Weka
Business Applications
1 8 (2.34%) SAP Oil and Gas
2 1 (0.29%) Eloqua
2 1 (0.29%) FastStats
2 1 (0.29%) Unica
2 1 (0.29%) WebTrends
Cloud Services
1 18 (5.26%) Amazon AWS
2 15 (4.39%) Google Analytics
3 11 (3.22%) Amazon EC2
4 8 (2.34%) Amazon S3
5 7 (2.05%) Amazon ELB
5 7 (2.05%) AWS Elastic Beanstalk
6 3 (0.88%) GitHub
6 3 (0.88%) Microsoft Azure
7 2 (0.58%) Cloud Computing
7 2 (0.58%) Google Cloud Platform
8 1 (0.29%) AdWords
8 1 (0.29%) Amazon EMR
8 1 (0.29%) Heroku
8 1 (0.29%) Office 365
8 1 (0.29%) PaaS
8 1 (0.29%) SaaS
8 1 (0.29%) SmartFocus
Communications & Networking
1 18 (5.26%) Internet
2 9 (2.63%) SMS
3 8 (2.34%) ATM
4 3 (0.88%) WebEx
5 1 (0.29%) AMQP
5 1 (0.29%) DSL
5 1 (0.29%) Firewall
5 1 (0.29%) TCP/IP
Database & Business Intelligence
1 140 (40.94%) Big Data
2 138 (40.35%) Data Mining
3 99 (28.95%) Hadoop
4 45 (13.16%) NoSQL
5 36 (10.53%) Apache Cassandra
5 36 (10.53%) Relational Database
6 27 (7.89%) Apache Hive
7 25 (7.31%) SQL Server
8 18 (5.26%) Data Warehouse
9 17 (4.97%) Amazon Redshift
9 17 (4.97%) QlikView
10 13 (3.80%) Text Mining
11 11 (3.22%) PostgreSQL
12 9 (2.63%) MongoDB
12 9 (2.63%) MySQL
13 8 (2.34%) RDBMS
14 7 (2.05%) Azkaban
14 7 (2.05%) HBase
15 6 (1.75%) Base SAS
15 6 (1.75%) SQL Server Reporting Services
Development Applications
1 2 (0.58%) Jenkins
2 1 (0.29%) Talend Open Studio
2 1 (0.29%) Vagrant
General
1 124 (36.26%) Marketing
2 88 (25.73%) Finance
3 30 (8.77%) Games
4 29 (8.48%) Retail
5 25 (7.31%) Advertising
5 25 (7.31%) Telecoms
6 19 (5.56%) Banking
7 13 (3.80%) French Language
8 11 (3.22%) Pharmaceutical
8 11 (3.22%) Publishing
9 8 (2.34%) Automotive
9 8 (2.34%) Electronics
9 8 (2.34%) Manufacturing
10 5 (1.46%) German Language
10 5 (1.46%) Italian Language
10 5 (1.46%) Retail Banking
10 5 (1.46%) Spanish Language
11 4 (1.17%) Legal
12 3 (0.88%) Law
13 2 (0.58%) Front Office
Job Titles
1 166 (48.54%) Data Scientist
2 94 (27.49%) Analyst
3 62 (18.13%) Senior Data Scientist
4 43 (12.57%) Machine Learning Scientist
5 33 (9.65%) Data Analyst
6 29 (8.48%) Insight Analyst
7 21 (6.14%) Consultant
8 17 (4.97%) Junior
9 16 (4.68%) Data Engineer
10 14 (4.09%) Senior Analyst
11 13 (3.80%) Developer
12 12 (3.51%) SQL Analyst
12 12 (3.51%) SQL Data Analyst
13 10 (2.92%) Analytics Consultant
13 10 (2.92%) Business Intelligence Analyst
13 10 (2.92%) SAS Analyst
14 9 (2.63%) Analytics Manager
14 9 (2.63%) Campaign Analyst
14 9 (2.63%) Data Manager
14 9 (2.63%) Junior Data Scientist
Libraries, Frameworks & Software Standards
1 25 (7.31%) Natural Language Processing
2 12 (3.51%) scikit-learn
3 10 (2.92%) .NET
3 10 (2.92%) Web Services
4 7 (2.05%) SparkR
5 6 (1.75%) Pandas
6 5 (1.46%) HTML
7 4 (1.17%) D3.js
7 4 (1.17%) NumPy
7 4 (1.17%) SciPy
8 3 (0.88%) .NET Framework
8 3 (0.88%) HTML5
9 2 (0.58%) Kafka
9 2 (0.58%) Middleware
9 2 (0.58%) Spring
10 1 (0.29%) Akka
10 1 (0.29%) AngularJS
10 1 (0.29%) Node.js
10 1 (0.29%) React
10 1 (0.29%) WebSockets
Miscellaneous
1 162 (47.37%) Statistics
2 129 (37.72%) Analytical Skills
3 124 (36.26%) Mathematics
4 109 (31.87%) Algorithms
5 66 (19.30%) Computer Science
6 59 (17.25%) Visualisation
7 38 (11.11%) Physics
8 22 (6.43%) Economics
8 22 (6.43%) Neural Network
9 19 (5.56%) Social Media
10 13 (3.80%) Artificial Intelligence
10 13 (3.80%) Credit Risk
10 13 (3.80%) Management Information System
11 11 (3.22%) Data Structures
11 11 (3.22%) Online Games
11 11 (3.22%) Smart Meter
12 8 (2.34%) Applied Mathematics
12 8 (2.34%) Digital Media
12 8 (2.34%) Fintech
12 8 (2.34%) Mobile App
Operating Systems
1 9 (2.63%) Linux
2 3 (0.88%) Unix
Processes & Methodologies
1 245 (71.64%) Analytics
2 184 (53.80%) Machine Learning
3 114 (33.33%) Data Analytics
4 72 (21.05%) Data Analysis
5 66 (19.30%) Statistical Modelling
6 57 (16.67%) Business Intelligence
6 57 (16.67%) Statistical Analysis
7 53 (15.50%) Operations Research
8 44 (12.87%) Actionable Insight
9 33 (9.65%) Big Data Analytics
9 33 (9.65%) Data Visualisation
10 32 (9.36%) Predictive Analytics
11 28 (8.19%) E-Commerce
12 26 (7.60%) Bayesian Methods
13 23 (6.73%) Agile Software Development
14 22 (6.43%) Data Management
14 22 (6.43%) MapReduce
15 21 (6.14%) Data Modelling
15 21 (6.14%) Use Case
16 20 (5.85%) Marketing Analytics
Programming Languages
1 240 (70.18%) SQL
2 180 (52.63%) Python
3 164 (47.95%) R
4 83 (24.27%) Java
5 52 (15.20%) MATLAB
6 51 (14.91%) Scala
7 31 (9.06%) C++
8 20 (5.85%) C
9 19 (5.56%) VBA
10 17 (4.97%) Ruby
11 14 (4.09%) Clojure
12 8 (2.34%) JavaScript
12 8 (2.34%) VB
13 7 (2.05%) Go
13 7 (2.05%) Julia
13 7 (2.05%) Perl
13 7 (2.05%) T-SQL
14 6 (1.75%) C#
15 4 (1.17%) Shell Script
16 3 (0.88%) PHP
Qualifications
1 123 (35.96%) Degree
2 78 (22.81%) PhD
3 4 (1.17%) Security Cleared
4 3 (0.88%) SC Cleared
5 2 (0.58%) SAS Certification
6 1 (0.29%) CIMA
6 1 (0.29%) Postgraduate
Quality Assurance & Compliance
1 7 (2.05%) Data Quality
2 4 (1.17%) QA
3 1 (0.29%) Actionable Recommendations
3 1 (0.29%) Basel II
3 1 (0.29%) SLA
System Software
1 7 (2.05%) Docker
Systems Management
1 2 (0.58%) EMC NetWorker
1 2 (0.58%) Puppet
2 1 (0.29%) Kubernetes
Vendors
1 35 (10.23%) Tableau
2 23 (6.73%) Google
3 17 (4.97%) MicroStrategy
4 15 (4.39%) Oracle
5 14 (4.09%) Microsoft
6 12 (3.51%) Netezza
6 12 (3.51%) SAP
7 9 (2.63%) Facebook
8 6 (1.75%) Siebel
9 4 (1.17%) RapidMiner
10 3 (0.88%) Actian
10 3 (0.88%) Alteryx
10 3 (0.88%) IBM
10 3 (0.88%) Pega
11 2 (0.58%) Adobe
11 2 (0.58%) Hortonworks
11 2 (0.58%) Minitab
11 2 (0.58%) MuleSoft
11 2 (0.58%) Teradata
12 1 (0.29%) Twitter
City, London
Opus Recruitment Solutions Ltd
Salary: £60000 - £80000 per annum
Posted: 2 days ago
City, London
The Collinson Group
Salary: From £55,000 to £70,000 per annum
Posted: 2 days ago
Leeds, West Yorkshire
Sky Betting and Gaming
Posted: 3 days ago
Leeds, Yorkshire
The Bridge Ltd
Posted: 3 days ago
City, London
Oliver James Associates
Salary: £40000 - £52000 per annum + benefits
Posted: 5 days ago
Liverpool, Merseyside
Harvey Nash plc
Salary: £35000 per annum
Posted: 2 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: From £0 to £26,000 per annum
Posted: 6 days ago
London
McGregor Boyall
Salary: £60000.00 - £70000.00 per annum
Posted: 6 days ago
City, London
onezeero.
Salary: £25000 - £32000 per annum
Posted: 5 days ago
City, London
Harrington Starr
Salary: £50000 - £65000 per annum + Benefits + Bonus
Posted: Yesterday
London
Huxley
Salary: £55000 - £65000 per annum + Package
Posted: 10 days ago
Slough, Berkshire
Telefonica UK Limited
Posted: 5 days ago
London
Huxley
Salary: £60000 - £65000 per annum + Benefits
Posted: 18 days ago
Richmond, Surrey
EYC Symphony
Salary: From £45,000 to £55,000 per annum Up to 10% Bonus, Private Healthcare,
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City of London
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Salary: £65000 per annum + Package
Posted: 19 days ago
London
PwC
Salary: Market related
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London
People Source Consulting
Salary: £35000 - £45000 per annum + 15% bonus and benefits package
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