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 25 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 Sep 2016
Same period 2015 Same period 2014
Predictive Modelling
Rank 764 809 868
Rank change year-on-year
+45 +59
Permanent jobs citing Predictive Modelling 118 128 98
As % of all permanent IT jobs located in England 0.13% 0.12% 0.092%
As % of the Processes & Methodologies category 0.15% 0.14% 0.11%
Number of salaries quoted 109 92 73
Median salary £50,000 £50,000 £57,500
Median salary % change year-on-year
- -13.04%
90% offered a salary of more than £30,000 £32,750 £27,500
10% offered a salary of more than £77,500 £79,500 £72,500
UK excluding London median salary £45,000 £43,750 £35,000
% change year-on-year
+2.85% +25.00%
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
78344 89548 91059
As % of all permanent IT jobs located in England 88.28% 87.40% 85.35%
Number of salaries quoted 65821 74795 73477
Median salary £50,000 £50,000 £48,500
Median salary % change year-on-year
- +3.09%
90% offered a salary of more than £32,500 £32,500 £30,500
10% offered a salary of more than £80,000 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

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 25 September 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 25 September 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 +40 78 £60,000 +9.09% 6
East Midlands +22 12 £45,750 +69.44% 1
North West +4 9 £40,000 +14.28% 3
South East +40 7 £40,000 -11.11% 2
Yorkshire +30 6 £26,000 -38.82%
East of England +14 3 £52,500 -
West Midlands -7 2 £36,750 -8.12%
South West - 1 £31,000 -
Predictive Modelling
UK

Predictive Modelling
Top 30 Related IT Skills in England

For the 6 months to 25 September 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.

1 211 (72.26%) SQL
2 200 (68.49%) Analytics
3 155 (53.08%) Machine Learning
4 149 (51.03%) Python
5 134 (45.89%) Statistics
6 133 (45.55%) Data Mining
7 129 (44.18%) R
8 121 (41.44%) Analytical Skills
9 119 (40.75%) Big Data
10 108 (36.99%) Degree
11 107 (36.64%) SAS
12 95 (32.53%) Mathematics
13 94 (32.19%) Marketing
14 86 (29.45%) Algorithms
15 83 (28.42%) Data Analytics
16 68 (23.29%) Finance
17 64 (21.92%) PhD
18 63 (21.58%) Java
19 61 (20.89%) Hadoop
20 59 (20.21%) Business Intelligence
21 58 (19.86%) Data Analysis
22 56 (19.18%) Statistical Modelling
23 55 (18.84%) Apache Spark
24 52 (17.81%) SPSS
25 50 (17.12%) Computer Science
26 44 (15.07%) Operations Research
27 43 (14.73%) Statistical Analysis
27 43 (14.73%) Visualisation
28 41 (14.04%) Scala
29 40 (13.70%) Actionable Insight

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
1 107 (36.64%) SAS
2 55 (18.84%) Apache Spark
3 11 (3.77%) Apache
4 8 (2.74%) Apache Pig
5 3 (1.03%) IPython
5 3 (1.03%) Jupyter
6 2 (0.68%) SharePoint
Applications
1 52 (17.81%) SPSS
2 10 (3.42%) MS Excel
3 8 (2.74%) MS PowerPoint
4 5 (1.71%) Spreadsheet
5 3 (1.03%) MS Office
5 3 (1.03%) Stata
6 2 (0.68%) CPLEX
6 2 (0.68%) MS Visio
Business Applications
1 4 (1.37%) SAP Oil and Gas
2 2 (0.68%) Oracle Financials
3 1 (0.34%) Data Workbench
3 1 (0.34%) Eloqua
3 1 (0.34%) Unica
3 1 (0.34%) WebTrends
Cloud Services
1 15 (5.14%) Amazon AWS
2 14 (4.79%) Google Analytics
3 9 (3.08%) Amazon EC2
4 7 (2.40%) AWS Elastic Beanstalk
5 6 (2.05%) Amazon ELB
5 6 (2.05%) Amazon S3
5 6 (2.05%) SaaS
6 3 (1.03%) Microsoft Azure
7 2 (0.68%) Adobe Analytics
7 2 (0.68%) Google Cloud Platform
7 2 (0.68%) Heroku
7 2 (0.68%) Office 365
8 1 (0.34%) AdWords
8 1 (0.34%) Amazon Kinesis
8 1 (0.34%) Google Tag Manager
Communications & Networking
1 10 (3.42%) Internet
2 9 (3.08%) SMS
3 6 (2.05%) ATM
Database & Business Intelligence
1 133 (45.55%) Data Mining
2 119 (40.75%) Big Data
3 61 (20.89%) Hadoop
4 27 (9.25%) NoSQL
5 26 (8.90%) Relational Database
6 23 (7.88%) Data Warehouse
7 22 (7.53%) Apache Cassandra
8 20 (6.85%) Apache Hive
8 20 (6.85%) QlikView
9 19 (6.51%) Amazon Redshift
9 19 (6.51%) SQL Server
10 13 (4.45%) BusinessObjects
11 11 (3.77%) Text Mining
12 10 (3.42%) Power BI
12 10 (3.42%) SQL Server Reporting Services
13 8 (2.74%) HBase
13 8 (2.74%) MySQL
14 7 (2.40%) PostgreSQL
14 7 (2.40%) RDBMS
14 7 (2.40%) SQL Server Integration Services
Development Applications
1 1 (0.34%) Talend Open Studio
General
1 94 (32.19%) Marketing
2 68 (23.29%) Finance
3 27 (9.25%) Games
4 26 (8.90%) Retail
5 20 (6.85%) Advertising
6 17 (5.82%) Telecoms
7 16 (5.48%) French Language
8 12 (4.11%) Automotive
8 12 (4.11%) Publishing
9 7 (2.40%) Banking
10 5 (1.71%) Electronics
10 5 (1.71%) Pharmaceutical
11 4 (1.37%) German Language
11 4 (1.37%) Italian Language
11 4 (1.37%) Legal
11 4 (1.37%) Local Government
11 4 (1.37%) Manufacturing
11 4 (1.37%) Spanish Language
12 2 (0.68%) Law
12 2 (0.68%) Retail Banking
Job Titles
1 129 (44.18%) Data Scientist
2 96 (32.88%) Analyst
3 46 (15.75%) Senior Data Scientist
4 35 (11.99%) Machine Learning Scientist
5 30 (10.27%) Insight Analyst
6 27 (9.25%) Data Analyst
7 17 (5.82%) Developer
7 17 (5.82%) Junior
8 15 (5.14%) SAS Analyst
9 12 (4.11%) Consultant
9 12 (4.11%) Data Engineer
10 11 (3.77%) Customer Analyst
10 11 (3.77%) Customer Insight Analyst
11 10 (3.42%) Junior Data Scientist
12 9 (3.08%) Business Intelligence Analyst
12 9 (3.08%) Data Manager
12 9 (3.08%) Senior Analyst
12 9 (3.08%) SQL Analyst
12 9 (3.08%) SQL Data Analyst
13 7 (2.40%) Marketing Analyst
Libraries, Frameworks & Software Standards
1 25 (8.56%) Natural Language Processing
2 10 (3.42%) scikit-learn
3 9 (3.08%) .NET
3 9 (3.08%) Web Services
4 8 (2.74%) HTML
5 6 (2.05%) CSS
6 4 (1.37%) D3.js
7 3 (1.03%) AngularJS
8 2 (0.68%) Node.js
8 2 (0.68%) NumPy
8 2 (0.68%) Pandas
8 2 (0.68%) React
8 2 (0.68%) SparkR
9 1 (0.34%) Backbone.js
9 1 (0.34%) Hibernate
9 1 (0.34%) HTML5
9 1 (0.34%) KnockoutJS
9 1 (0.34%) Spring
9 1 (0.34%) Struts
Miscellaneous
1 134 (45.89%) Statistics
2 121 (41.44%) Analytical Skills
3 95 (32.53%) Mathematics
4 86 (29.45%) Algorithms
5 50 (17.12%) Computer Science
6 43 (14.73%) Visualisation
7 34 (11.64%) Physics
8 24 (8.22%) Neural Network
9 23 (7.88%) Economics
10 15 (5.14%) Social Media
11 11 (3.77%) Data Structures
11 11 (3.77%) Smart Meter
12 10 (3.42%) Artificial Intelligence
13 8 (2.74%) Online Games
14 7 (2.40%) Fintech
14 7 (2.40%) Life Science
15 6 (2.05%) Applied Mathematics
15 6 (2.05%) Credit Risk
15 6 (2.05%) Mobile App
15 6 (2.05%) Psychology
Operating Systems
1 5 (1.71%) Linux
1 5 (1.71%) Unix
2 1 (0.34%) Windows
Processes & Methodologies
1 200 (68.49%) Analytics
2 155 (53.08%) Machine Learning
3 83 (28.42%) Data Analytics
4 59 (20.21%) Business Intelligence
5 58 (19.86%) Data Analysis
6 56 (19.18%) Statistical Modelling
7 44 (15.07%) Operations Research
8 43 (14.73%) Statistical Analysis
9 40 (13.70%) Actionable Insight
10 31 (10.62%) Predictive Analytics
11 30 (10.27%) Agile Software Development
12 28 (9.59%) Big Data Analytics
13 25 (8.56%) Bayesian Methods
13 25 (8.56%) Customer Segmentation
13 25 (8.56%) Data Visualisation
14 23 (7.88%) Customer Insight
14 23 (7.88%) Data Modelling
15 19 (6.51%) Sentiment Analysis
15 19 (6.51%) Time Series Analysis
16 18 (6.16%) Logistic Regression
Programming Languages
1 211 (72.26%) SQL
2 149 (51.03%) Python
3 129 (44.18%) R
4 63 (21.58%) Java
5 41 (14.04%) Scala
6 36 (12.33%) MATLAB
7 21 (7.19%) C++
8 16 (5.48%) VBA
9 11 (3.77%) Ruby
10 10 (3.42%) Clojure
11 9 (3.08%) JavaScript
12 8 (2.74%) C
12 8 (2.74%) T-SQL
13 6 (2.05%) C#
13 6 (2.05%) Go
14 5 (1.71%) Shell Script
14 5 (1.71%) VB
15 3 (1.03%) Julia
16 2 (0.68%) Perl
16 2 (0.68%) PHP
Qualifications
1 108 (36.99%) Degree
2 64 (21.92%) PhD
3 2 (0.68%) Postgraduate
4 1 (0.34%) CIMA
4 1 (0.34%) SAS Certification
4 1 (0.34%) Security Cleared
Quality Assurance & Compliance
1 9 (3.08%) Data Quality
2 4 (1.37%) QA
3 1 (0.34%) Actionable Recommendations
System Software
1 4 (1.37%) Docker
Vendors
1 34 (11.64%) Tableau
2 20 (6.85%) Google
3 13 (4.45%) Oracle
3 13 (4.45%) SAP
4 12 (4.11%) MicroStrategy
5 11 (3.77%) Netezza
6 9 (3.08%) Microsoft
7 6 (2.05%) Alteryx
7 6 (2.05%) Facebook
8 5 (1.71%) Adobe
9 4 (1.37%) Pega
10 3 (1.03%) Cognos
10 3 (1.03%) IBM
11 2 (0.68%) MapR
11 2 (0.68%) Omniture
11 2 (0.68%) Siebel
12 1 (0.34%) comScore
12 1 (0.34%) Marketo
12 1 (0.34%) RapidMiner
12 1 (0.34%) Talend
London
Parallel Consulting
Salary: £60000 - £70000 per annum
Posted: 2 days ago
Manchester, Lancashire
Oscar
Salary: £40000 - £50000 per annum + Benefits
Posted: 2 days ago
London
McGregor Boyall
Salary: £65000 - £75000 per annum
Posted: 2 days ago
London
Energize Recruitment Solutions Ltd
Salary: £30000 - £35000 per annum + Excellent Benefits Package
Posted: 4 days ago
Oxford, Oxfordshire
Corriculo
Salary: From £45,000 to £65,000 per annum
Posted: 5 days ago
Newcastle Upon Tyne, Tyne and Wear
Oscar
Salary: £35000 - £50000 per annum + Benefits Incl Relocation
Posted: 4 days ago
London
People Source Consulting
Salary: £60000 - £70000 per annum + Bonus and benefits package
Posted: 6 days ago
Berkshire
Lawrence Harvey Enterprise
Salary: £60000.00 - £77000.00 per annum + benefits + bonus
Posted: 5 days ago
Manchester
Venturi
Salary: £50000 per annum + plus bonus and benefits
Posted: 17 days ago
Manchester
Fresh Perspective
Salary: Competitive with Excellent Benefits
Posted: 25 days ago
Grantham, Lincolnshire
EYC Symphony
Salary: From £35,000 to £55,000 per annum Up to 10% Bonus, Excellent benefits,
Posted: 24 days ago