The table below looks at the statistics for Predictive Modelling skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Predictive Modelling over the 3 months to 27 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
27 Aug 2016
Same period 2015 Same period 2014
Predictive Modelling
Rank 769 830 845
Rank change year-on-year
+61 +15
Permanent jobs citing Predictive Modelling 146 126 132
As % of all permanent IT jobs located in the UK 0.15% 0.12% 0.11%
As % of the Processes & Methodologies category 0.17% 0.13% 0.13%
Number of salaries quoted 135 81 95
Median salary £52,500 £52,500 £62,500
Median salary % change year-on-year
- -16.00%
90% offered a salary of more than £30,000 £35,000 £40,000
10% offered a salary of more than £80,000 £75,000 £80,000
UK excluding London median salary £37,750 £45,000 £38,750
% change year-on-year
-16.11% +16.12%

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

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
84768 95572 99537
As % of all permanent IT jobs located in the UK 88.03% 87.53% 85.36%
Number of salaries quoted 70891 78644 79394
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,500 £31,000
10% offered a salary of more than £78,000 £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

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

Predictive Modelling Jobs Demand Trend in the UK

Predictive Modelling
Salary Trend

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

Predictive Modelling Salary Trend in the UK

Predictive Modelling
Salary Histogram

This chart provides a salary histogram for IT jobs citing Predictive Modelling over the 3 months to 27 August 2016 within the UK.

Predictive Modelling Salary Histogram in the UK

Predictive Modelling
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Predictive Modelling within the UK over the 3 months to 27 August 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
England +72 142 £52,500 - 13
London +76 105 £60,000 +4.34% 7
City of London +79 18 £50,000 - 1
Yorkshire +41 13 £26,000 -36.96% 1
Leeds - 13 £26,000 - 1
West Yorkshire - 13 £26,000 - 1
South East +8 7 £50,000 +11.11% 2
North West -9 6 £40,000 +14.28% 2
East Midlands +16 5 £45,000 -8.16%
Manchester +14 4 £40,000 +14.28% 2
Berkshire +17 3 £52,500 +31.25% 1
West Midlands -3 3 £45,000 +12.50%
Edinburgh - 3 £37,500 - 1
Scotland - 3 £37,500 - 1
Leicestershire +3 2 £45,000 +66.66%
Leicester -8 2 £45,000 +66.66%
Maidenhead - 2 £52,500 -
Bristol - 2 £31,000 -
South West - 2 £31,000 -
Oxfordshire - 2 £41,250 - 1
Merseyside - 2 £35,000 -
Stratford-upon-Avon - 2 £45,000 -
Liverpool - 2 £35,000 -
Warwickshire - 2 £45,000 -
Surrey +27 1 - -
East of England +20 1 £65,500 - 1
Nottingham +12 1 £46,500 -15.45%
Nottinghamshire +9 1 £46,500 -10.57%
Bromley -1 1 - -
Birmingham -17 1 £28,500 -28.75%

Predictive Modelling
Top 30 Related IT Skills

For the 6 months to 27 August 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 with a requirement for Predictive Modelling.

1 221 (70.61%) SQL
1 221 (70.61%) Analytics
2 165 (52.72%) Machine Learning
3 160 (51.12%) Python
4 141 (45.05%) Data Mining
5 138 (44.09%) Statistics
6 134 (42.81%) R
7 127 (40.58%) Analytical Skills
8 124 (39.62%) Big Data
9 115 (36.74%) Degree
9 115 (36.74%) SAS
10 107 (34.19%) Marketing
10 107 (34.19%) Mathematics
11 97 (30.99%) Data Analytics
12 96 (30.67%) Algorithms
13 76 (24.28%) Finance
14 73 (23.32%) Hadoop
15 72 (23.00%) PhD
16 71 (22.68%) Java
17 63 (20.13%) Apache Spark
18 61 (19.49%) Business Intelligence
19 60 (19.17%) Data Analysis
19 60 (19.17%) Statistical Modelling
20 56 (17.89%) Computer Science
21 49 (15.65%) SPSS
22 48 (15.34%) Statistical Analysis
23 46 (14.70%) Operations Research
23 46 (14.70%) Visualisation
24 44 (14.06%) Actionable Insight
25 43 (13.74%) Scala

Predictive Modelling
Top Related IT Skills 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
1 115 (36.74%) SAS
2 63 (20.13%) Apache Spark
3 12 (3.83%) Apache Pig
4 11 (3.51%) Apache
5 4 (1.28%) IPython
5 4 (1.28%) Jupyter
6 2 (0.64%) Elasticsearch
6 2 (0.64%) SharePoint
Applications
1 49 (15.65%) SPSS
2 12 (3.83%) MS Excel
3 8 (2.56%) MS PowerPoint
4 5 (1.60%) Spreadsheet
5 4 (1.28%) MS Office
6 2 (0.64%) CPLEX
Business Applications
1 5 (1.60%) SAP Oil and Gas
2 1 (0.32%) Eloqua
2 1 (0.32%) Oracle Financials
2 1 (0.32%) Unica
2 1 (0.32%) WebTrends
Cloud Services
1 17 (5.43%) Google Analytics
2 15 (4.79%) Amazon AWS
3 11 (3.51%) Amazon EC2
4 8 (2.56%) AWS Elastic Beanstalk
5 7 (2.24%) Amazon ELB
5 7 (2.24%) Amazon S3
6 3 (0.96%) SaaS
7 2 (0.64%) Google Cloud Platform
7 2 (0.64%) Office 365
8 1 (0.32%) Adobe Analytics
8 1 (0.32%) AdWords
8 1 (0.32%) Amazon Kinesis
8 1 (0.32%) GitHub
8 1 (0.32%) Google Tag Manager
8 1 (0.32%) Heroku
8 1 (0.32%) Microsoft Azure
Communications & Networking
1 16 (5.11%) Internet
2 8 (2.56%) ATM
2 8 (2.56%) SMS
Database & Business Intelligence
1 141 (45.05%) Data Mining
2 124 (39.62%) Big Data
3 73 (23.32%) Hadoop
4 34 (10.86%) NoSQL
5 30 (9.58%) Relational Database
6 26 (8.31%) Apache Cassandra
7 25 (7.99%) Apache Hive
8 24 (7.67%) Data Warehouse
9 21 (6.71%) SQL Server
10 20 (6.39%) Amazon Redshift
11 19 (6.07%) QlikView
12 10 (3.19%) SQL Server Reporting Services
12 10 (3.19%) Text Mining
13 9 (2.88%) PostgreSQL
14 8 (2.56%) BusinessObjects
14 8 (2.56%) HBase
14 8 (2.56%) MySQL
14 8 (2.56%) Power BI
15 7 (2.24%) Azkaban
15 7 (2.24%) SQL Server Integration Services
Development Applications
1 1 (0.32%) Jenkins
1 1 (0.32%) Talend Open Studio
General
1 107 (34.19%) Marketing
2 76 (24.28%) Finance
3 30 (9.58%) Games
4 27 (8.63%) Retail
5 23 (7.35%) Advertising
6 21 (6.71%) Telecoms
7 16 (5.11%) French Language
8 12 (3.83%) Automotive
8 12 (3.83%) Publishing
9 11 (3.51%) Banking
10 8 (2.56%) Pharmaceutical
11 6 (1.92%) Electronics
12 5 (1.60%) Manufacturing
13 4 (1.28%) German Language
13 4 (1.28%) Italian Language
13 4 (1.28%) Local Government
13 4 (1.28%) Spanish Language
14 3 (0.96%) Law
14 3 (0.96%) Legal
15 2 (0.64%) iGaming
Job Titles
1 141 (45.05%) Data Scientist
2 99 (31.63%) Analyst
3 52 (16.61%) Senior Data Scientist
4 40 (12.78%) Machine Learning Scientist
5 34 (10.86%) Data Analyst
6 28 (8.95%) Insight Analyst
7 18 (5.75%) SAS Analyst
8 16 (5.11%) Consultant
9 15 (4.79%) Developer
9 15 (4.79%) Junior
10 13 (4.15%) Data Engineer
10 13 (4.15%) SQL Analyst
11 12 (3.83%) Business Intelligence Analyst
11 12 (3.83%) Senior Analyst
11 12 (3.83%) SQL Data Analyst
12 10 (3.19%) Excel Analyst
13 9 (2.88%) Campaign Analyst
13 9 (2.88%) Data Manager
14 8 (2.56%) Customer Analyst
14 8 (2.56%) Customer Insight Analyst
Libraries, Frameworks & Software Standards
1 26 (8.31%) Natural Language Processing
2 12 (3.83%) scikit-learn
3 10 (3.19%) Web Services
4 5 (1.60%) D3.js
5 4 (1.28%) .NET
5 4 (1.28%) NumPy
5 4 (1.28%) Pandas
6 3 (0.96%) HTML
6 3 (0.96%) SciPy
6 3 (0.96%) SparkR
7 2 (0.64%) CSS
8 1 (0.32%) AngularJS
8 1 (0.32%) Hibernate
8 1 (0.32%) Middleware
8 1 (0.32%) Node.js
8 1 (0.32%) React
8 1 (0.32%) Spring
8 1 (0.32%) Struts
Miscellaneous
1 138 (44.09%) Statistics
2 127 (40.58%) Analytical Skills
3 107 (34.19%) Mathematics
4 96 (30.67%) Algorithms
5 56 (17.89%) Computer Science
6 46 (14.70%) Visualisation
7 38 (12.14%) Physics
8 27 (8.63%) Neural Network
9 25 (7.99%) Economics
10 15 (4.79%) Social Media
11 13 (4.15%) Artificial Intelligence
12 11 (3.51%) Credit Risk
12 11 (3.51%) Data Structures
12 11 (3.51%) Online Games
12 11 (3.51%) Smart Meter
13 8 (2.56%) Mobile App
14 7 (2.24%) Applied Mathematics
14 7 (2.24%) Fintech
14 7 (2.24%) Life Science
15 6 (1.92%) Psychology
Operating Systems
1 5 (1.60%) Linux
2 4 (1.28%) Unix
Processes & Methodologies
1 221 (70.61%) Analytics
2 165 (52.72%) Machine Learning
3 97 (30.99%) Data Analytics
4 61 (19.49%) Business Intelligence
5 60 (19.17%) Data Analysis
5 60 (19.17%) Statistical Modelling
6 48 (15.34%) Statistical Analysis
7 46 (14.70%) Operations Research
8 44 (14.06%) Actionable Insight
9 41 (13.10%) Predictive Analytics
10 32 (10.22%) Big Data Analytics
11 28 (8.95%) Agile Software Development
12 25 (7.99%) Bayesian Methods
12 25 (7.99%) Data Visualisation
13 23 (7.35%) Data Modelling
13 23 (7.35%) E-Commerce
14 21 (6.71%) Customer Segmentation
14 21 (6.71%) MapReduce
15 20 (6.39%) Logistic Regression
16 19 (6.07%) Marketing Analytics
Programming Languages
1 221 (70.61%) SQL
2 160 (51.12%) Python
3 134 (42.81%) R
4 71 (22.68%) Java
5 43 (13.74%) Scala
6 39 (12.46%) MATLAB
7 26 (8.31%) C++
8 19 (6.07%) VBA
9 14 (4.47%) C
10 12 (3.83%) Clojure
10 12 (3.83%) Ruby
11 8 (2.56%) T-SQL
12 7 (2.24%) Go
13 6 (1.92%) VB
14 5 (1.60%) JavaScript
14 5 (1.60%) Julia
15 4 (1.28%) Shell Script
16 3 (0.96%) Perl
17 2 (0.64%) C#
18 1 (0.32%) PHP
Qualifications
1 115 (36.74%) Degree
2 72 (23.00%) PhD
3 2 (0.64%) Postgraduate
3 2 (0.64%) SAS Certification
3 2 (0.64%) Security Cleared
4 1 (0.32%) CIMA
4 1 (0.32%) SC Cleared
Quality Assurance & Compliance
1 5 (1.60%) Data Quality
2 3 (0.96%) QA
3 1 (0.32%) Actionable Recommendations
System Software
1 7 (2.24%) Docker
Systems Management
1 1 (0.32%) Puppet
Vendors
1 32 (10.22%) Tableau
2 24 (7.67%) Google
3 16 (5.11%) MicroStrategy
4 13 (4.15%) SAP
5 12 (3.83%) Oracle
6 11 (3.51%) Microsoft
6 11 (3.51%) Netezza
7 8 (2.56%) Facebook
8 5 (1.60%) Alteryx
8 5 (1.60%) Siebel
9 4 (1.28%) IBM
9 4 (1.28%) Pega
10 3 (0.96%) Adobe
11 2 (0.64%) MapR
12 1 (0.32%) Informatica
12 1 (0.32%) Marketo
12 1 (0.32%) MuleSoft
12 1 (0.32%) Omniture
12 1 (0.32%) RapidMiner
12 1 (0.32%) Talend
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