Period
to 20 July 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Predictive Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Predictive Analytics over the 6 months to 20 July 2017 with a comparison to the same period in the previous 2 years.

Predictive Analytics
UK
6 months to
20 Jul 2017
Same period 2016 Same period 2015
Rank 800 935 951
Rank change year-on-year +135 +16 +281
Permanent jobs citing Predictive Analytics 413 346 381
As % of all permanent IT jobs advertised in the UK 0.23% 0.17% 0.17%
As % of the Processes & Methodologies category 0.26% 0.19% 0.20%
Number of salaries quoted 331 282 275
UK median annual salary £60,000 £60,000 £52,500
Median salary % change year-on-year - +14.29% -23.64%
10th Percentile £33,750 £37,500 £33,250
90th Percentile £96,250 £93,750 £85,000
UK excluding London median annual salary £50,000 £57,500 £42,500
% change year-on-year -13.04% +35.29% -5.56%

Predictive Analytics 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 with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 158853 180408 194627
As % of all permanent IT job vacancies advertised in the UK 89.72% 88.89% 87.83%
Number of salaries quoted 127692 150037 158181
UK median annual salary £50,000 £48,000 £47,500
Median salary % change year-on-year +4.17% +1.05% +5.56%
10th Percentile £28,500 £27,500 £27,500
90th Percentile £80,000 £77,500 £75,000
UK excluding London median annual salary £42,500 £42,500 £42,500

Predictive Analytics
Job Vacancy Trend

Job postings citing Predictive Analytics as a percentage of all IT jobs advertised.

Job vacancy trend for Predictive Analytics in the UK

Predictive Analytics
Salary Trend

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

Salary trend for Predictive Analytics in the UK

Predictive Analytics
Salary Histogram

The salary distribution of IT jobs citing Predictive Analytics over the 6 months to 20 July 2017.

Salary histogram for Predictive Analytics in the UK

Predictive Analytics
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Predictive Analytics within the UK over the 6 months to 20 July 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
England +125 383 £60,000 - 33
London +111 249 £67,500 +3.85% 19
UK excluding London +92 148 £50,000 -13.04% 14
Midlands +41 54 £46,250 -19.57% 4
East Midlands +65 46 £43,750 -12.50% 3
North of England +23 38 £55,000 +22.22% 6
North West - 28 £55,000 - 2
South East +74 24 £61,250 +22.50% 3
East of England +23 14 £51,000 -32.05%
Scotland +17 9 £45,000 -28.00%
Yorkshire +30 8 £55,000 +22.22% 4
West Midlands -23 6 £48,500 -19.17% 1
South West +6 4 £50,000 -13.04% 1
Northern Ireland -6 4 £33,750 -15.63%
North East - 2 £22,500 -
Wales - 1 £60,000 -

For the 6 months to 20 July 2017, IT jobs citing Predictive Analytics 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 Analytics.

1 413 (100.00%) Analytics
2 247 (59.81%) Big Data
3 217 (52.54%) Machine Learning
4 188 (45.52%) Business Intelligence
5 164 (39.71%) R
6 159 (38.50%) Python
7 152 (36.80%) Degree
8 142 (34.38%) SQL
9 136 (32.93%) Agile Software Development
10 119 (28.81%) Java
10 119 (28.81%) Data Warehouse
11 107 (25.91%) Visualisation
12 104 (25.18%) Microsoft
13 101 (24.46%) ETL
14 100 (24.21%) Mathematics
15 97 (23.49%) Tableau
16 96 (23.24%) Data Visualisation
17 89 (21.55%) Apache Spark
18 88 (21.31%) Analytical Skills
18 88 (21.31%) Hadoop
19 85 (20.58%) Microsoft Azure
19 85 (20.58%) SQL Server
20 84 (20.34%) QlikView
21 82 (19.85%) Finance
22 79 (19.13%) Computer Science
23 78 (18.89%) SQL Server Integration Services
24 75 (18.16%) Power BI
25 70 (16.95%) Algorithms
26 66 (15.98%) SQL Server Analysis Services
27 62 (15.01%) NoSQL

Predictive Analytics
Co-occurring 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 89 (21.55%) Apache Spark
2 62 (15.01%) SAS
3 38 (9.20%) Apache
4 17 (4.12%) Elasticsearch
5 15 (3.63%) Confluence
6 8 (1.94%) SharePoint
7 6 (1.45%) WebLogic
7 6 (1.45%) WebSphere
8 4 (0.97%) Apache Pig
8 4 (0.97%) BizTalk Server
9 3 (0.73%) GlassFish
9 3 (0.73%) JBoss
9 3 (0.73%) nginx
9 3 (0.73%) Oracle SOA Suite
9 3 (0.73%) WildFly
10 2 (0.48%) Jupyter
11 1 (0.24%) ArcGIS
11 1 (0.24%) OpenStack
11 1 (0.24%) Tomcat
Applications
1 37 (8.96%) SPSS
2 32 (7.75%) Microsoft Excel
3 21 (5.08%) Microsoft PowerPoint
4 15 (3.63%) Microsoft Office
5 2 (0.48%) Spreadsheet
Business Applications
1 7 (1.69%) HFM
2 6 (1.45%) Hyperion Enterprise
3 4 (0.97%) Hyperion Planning
3 4 (0.97%) SAP CRM
4 3 (0.73%) Sage 200
5 2 (0.48%) Salesforce.com CRM
6 1 (0.24%) Aareon QL
6 1 (0.24%) Academy Housing
6 1 (0.24%) Kypera Housing
6 1 (0.24%) MIS ActiveH
6 1 (0.24%) Northgate Housing
6 1 (0.24%) OPENHousing
6 1 (0.24%) Orchard Housing
6 1 (0.24%) SAP BPC
6 1 (0.24%) SAP S/4HANA
Cloud Services
1 85 (20.58%) Microsoft Azure
2 51 (12.35%) Amazon AWS
3 44 (10.65%) Azure Machine Learning
4 22 (5.33%) Google Cloud Platform
5 19 (4.60%) Cloud Computing
6 14 (3.39%) GitHub
7 13 (3.15%) Google Analytics
8 11 (2.66%) Amazon Kinesis
9 10 (2.42%) SaaS
10 8 (1.94%) Amazon EMR
11 6 (1.45%) Cortana Intelligence Suite
12 3 (0.73%) Amazon S3
12 3 (0.73%) Boomi
13 2 (0.48%) PaaS
13 2 (0.48%) Salesforce Sales Cloud
13 2 (0.48%) Salesforce Service Cloud
Communications & Networking
1 9 (2.18%) HTTP
2 4 (0.97%) Internet
3 2 (0.48%) DHCP
3 2 (0.48%) DNS
3 2 (0.48%) Remote Desktop
4 1 (0.24%) Kerberos
4 1 (0.24%) LDAP
Database & Business Intelligence
1 247 (59.81%) Big Data
2 119 (28.81%) Data Warehouse
3 88 (21.31%) Hadoop
4 85 (20.58%) SQL Server
5 84 (20.34%) QlikView
6 78 (18.89%) SQL Server Integration Services
7 75 (18.16%) Power BI
8 66 (15.98%) SQL Server Analysis Services
9 62 (15.01%) NoSQL
10 59 (14.29%) SQL Server Reporting Services
11 42 (10.17%) SQL Server 2016
12 38 (9.20%) Data Mining
13 34 (8.23%) Apache Cassandra
14 33 (7.99%) MongoDB
14 33 (7.99%) Relational Database
15 28 (6.78%) RDBMS
16 22 (5.33%) Apache Hive
17 19 (4.60%) BigQuery
18 14 (3.39%) Amazon Redshift
19 11 (2.66%) Enterprise Data Warehouse
Development Applications
1 38 (9.20%) Git (software)
2 17 (4.12%) JBehave
2 17 (4.12%) JIRA
3 14 (3.39%) Bitbucket
3 14 (3.39%) Cucumber
3 14 (3.39%) Eclipse
3 14 (3.39%) IntelliJ
3 14 (3.39%) Mockito
3 14 (3.39%) SonarQube
3 14 (3.39%) TeamCity
4 12 (2.91%) Talend Open Studio
5 7 (1.69%) Jenkins
6 6 (1.45%) JUnit
6 6 (1.45%) Maven
7 5 (1.21%) Team Foundation Server
8 4 (0.97%) MSTest
8 4 (0.97%) SpecFlow
9 3 (0.73%) gulp
9 3 (0.73%) Protractor
9 3 (0.73%) Selenium
General
1 82 (19.85%) Finance
2 59 (14.29%) Marketing
3 40 (9.69%) Retail
4 19 (4.60%) Games
5 17 (4.12%) Telecoms
6 16 (3.87%) Banking
7 12 (2.91%) Advertising
8 10 (2.42%) Publishing
9 6 (1.45%) Front Office
9 6 (1.45%) Law
9 6 (1.45%) Manufacturing
10 5 (1.21%) Automotive
11 4 (0.97%) Financial Institution
12 3 (0.73%) Legal
13 1 (0.24%) Aerospace
13 1 (0.24%) Back Office
13 1 (0.24%) Billing
13 1 (0.24%) Electronics
13 1 (0.24%) General Ledger
Job Titles
1 95 (23.00%) Data Scientist
2 71 (17.19%) Developer
3 46 (11.14%) Consultant
4 40 (9.69%) Analyst
5 33 (7.99%) Analytics Manager
6 25 (6.05%) Data Analytics Manager
6 25 (6.05%) Senior Data Scientist
7 23 (5.57%) Analytics Consultant
7 23 (5.57%) Architect
8 21 (5.08%) Business Intelligence Consultant
9 20 (4.84%) Java Developer
10 19 (4.60%) Business Intelligence Analyst
10 19 (4.60%) Senior Developer
11 18 (4.36%) Business Consultant
11 18 (4.36%) Data Engineer
12 17 (4.12%) Business Intelligence Developer
13 16 (3.87%) Project Manager
14 15 (3.63%) Data Consultant
15 14 (3.39%) Machine Learning Scientist
16 13 (3.15%) Data Architect
Libraries, Frameworks & Software Standards
1 23 (5.57%) Natural Language Processing
2 21 (5.08%) .NET
3 20 (4.84%) Spring
4 19 (4.60%) JMS
4 19 (4.60%) Kafka
5 18 (4.36%) HTML
6 17 (4.12%) HTML5
7 16 (3.87%) Web Services
8 15 (3.63%) RESTful
9 14 (3.39%) Apache Camel
10 13 (3.15%) AngularJS
10 13 (3.15%) TensorFlow
11 12 (2.91%) CSS
11 12 (2.91%) React
11 12 (2.91%) scikit-learn
12 11 (2.66%) REST
13 10 (2.42%) ASP.NET
13 10 (2.42%) ASP.NET MVC
13 10 (2.42%) CSS3
13 10 (2.42%) Lucene
Miscellaneous
1 88 (21.31%) Analytical Skills
2 79 (19.13%) Computer Science
3 70 (16.95%) Algorithms
4 28 (6.78%) Greenfield Project
5 20 (4.84%) User Experience
6 18 (4.36%) Social Media
7 11 (2.66%) Fintech
7 11 (2.66%) Semantic Web
8 10 (2.42%) Enterprise Software
8 10 (2.42%) Management Information System
8 10 (2.42%) Mobile App
8 10 (2.42%) PMI
9 8 (1.94%) Foreign Exchange (FX)
10 7 (1.69%) Online Banking
10 7 (1.69%) Video Conferencing
11 6 (1.45%) FMCG
12 4 (0.97%) Internet of Things
12 4 (0.97%) Social Network
13 3 (0.73%) Augmented Reality
13 3 (0.73%) Clustering
Operating Systems
1 20 (4.84%) Linux
2 14 (3.39%) Unix
3 9 (2.18%) Android
3 9 (2.18%) Apple iOS
4 4 (0.97%) Windows
5 2 (0.48%) CentOS
5 2 (0.48%) Red Hat Enterprise Linux
6 1 (0.24%) Mesosphere
6 1 (0.24%) Ubuntu
Processes & Methodologies
1 413 (100.00%) Analytics
2 217 (52.54%) Machine Learning
3 188 (45.52%) Business Intelligence
4 136 (32.93%) Agile Software Development
5 107 (25.91%) Visualisation
6 101 (24.46%) ETL
7 100 (24.21%) Mathematics
8 96 (23.24%) Data Visualisation
9 62 (15.01%) Business Analytics
10 60 (14.53%) Data Analytics
11 52 (12.59%) Statistics
12 43 (10.41%) DevOps
13 42 (10.17%) Stakeholder Management
14 39 (9.44%) Scrum
15 38 (9.20%) TDD
16 37 (8.96%) Physics
16 37 (8.96%) Presales
17 36 (8.72%) Data Analysis
18 34 (8.23%) Software Engineering
19 33 (7.99%) Predictive Modelling
Programming Languages
1 164 (39.71%) R
2 159 (38.50%) Python
3 142 (34.38%) SQL
4 119 (28.81%) Java
5 48 (11.62%) C#
6 43 (10.41%) C++
7 42 (10.17%) Scala
8 32 (7.75%) MATLAB
9 23 (5.57%) JavaScript
10 21 (5.08%) C
11 17 (4.12%) T-SQL
12 14 (3.39%) PHP
13 8 (1.94%) Data Analysis Expressions (DAX)
13 8 (1.94%) Ruby
14 7 (1.69%) PowerShell
15 6 (1.45%) Apple Swift
15 6 (1.45%) Objective-C
16 4 (0.97%) Bash Shell
16 4 (0.97%) Groovy
16 4 (0.97%) Shell Script
Qualifications
1 152 (36.80%) Degree
2 62 (15.01%) Numerate Degree
3 32 (7.75%) PhD
4 19 (4.60%) Master's Degree
5 10 (2.42%) PMI Certification
5 10 (2.42%) PMP
6 8 (1.94%) Security Cleared
7 6 (1.45%) Computer Science Degree
7 6 (1.45%) SC Cleared
8 3 (0.73%) ITIL Certification
9 2 (0.48%) ISEB
9 2 (0.48%) MCP
9 2 (0.48%) Microsoft Certification
10 1 (0.24%) BPSS Clearance
10 1 (0.24%) DV Cleared
10 1 (0.24%) Oracle Certification
Quality Assurance & Compliance
1 14 (3.39%) Data Quality
2 9 (2.18%) QA
3 3 (0.73%) COBIT
4 2 (0.48%) SLA
5 1 (0.24%) Actionable Recommendations
System Software
1 12 (2.91%) Docker
2 9 (2.18%) Virtual Machines
3 3 (0.73%) Active Directory
3 3 (0.73%) HDFS
4 2 (0.48%) Apache Flume
Systems Management
1 5 (1.21%) Kubernetes
2 3 (0.73%) Opscode Chef
2 3 (0.73%) Puppet
3 2 (0.48%) Rundeck
3 2 (0.48%) Salt
4 1 (0.24%) Ambari
4 1 (0.24%) Docker Swarm
4 1 (0.24%) Hadoop YARN
4 1 (0.24%) Mesos
Vendors
1 104 (25.18%) Microsoft
2 97 (23.49%) Tableau
3 35 (8.47%) Google
4 30 (7.26%) Oracle
5 18 (4.36%) Cloudera
6 16 (3.87%) SAP
7 14 (3.39%) Netezza
7 14 (3.39%) Teradata
8 12 (2.91%) Talend
9 9 (2.18%) Hortonworks
10 8 (1.94%) Hyperion
10 8 (1.94%) Informatica
11 6 (1.45%) Cognos
11 6 (1.45%) IBM
11 6 (1.45%) Xamarin
12 5 (1.21%) Salesforce.com
13 4 (0.97%) MapR
14 3 (0.73%) Adobe
14 3 (0.73%) Dell
14 3 (0.73%) Sage
London
Lawrence Harvey
Salary: £45000.00 - £85000.00 per annum + + 10% Bonus + £6k Car + Benefit
Posted: 8 hours ago
London
Burns Sheehan
Salary: £30000 - £80000 per annum + bonus + benefits
Posted: Yesterday
London
Burns Sheehan
Salary: £30000.00 - £80000 per annum + bonus + benefits
Posted: Yesterday
London
Asset Resourcing Ltd
Salary: £40000 - £60000 per annum
Posted: Yesterday
City, London
Harvey Nash plc
Salary: £85000 - £90000 per annum
Posted: Yesterday
Manchester, Lancashire
Churchill Frank
Salary: £90000 - £110000 per annum + benefits
Posted: Yesterday
City, London
Harvey Nash plc
Salary: £65000 per annum
Posted: 2 days ago
City, London
Morgan Mckinley
Salary: £45000 - £50000 per annum
Posted: 2 days ago
Leeds
Tectre Limited
Salary: £30,000 - £40,000 per year
Posted: 2 days ago
London
Computer Futures
Salary: competitive
Posted: 2 days ago
London
Churchill Frank
Salary: £50000 - £60000 per annum
Posted: Yesterday
Leeds
Searchability
Salary: £30000 - £45000 per annum + Benefits
Posted: 2 days ago
Brighton, Sussex
Brighton & Hove City Council
Posted: 2 days ago
Sheffield, South Yorkshire
Searchability
Salary: £23000 - £40000 per annum + Benefits
Posted: 3 days ago
Brighton, Sussex
Brighton & Hove City Council
Posted: 2 days ago
London
Martin & Conley
Salary: £90000 - £110000 per annum
Posted: 2 days ago
Nottinghamshire
Experian
Salary: base & bonus, 25 days leave, pension
Posted: 2 days ago
Chesterfield, Derbyshire
Computer People
Salary: £50000.00 - £55000.00 per annum
Posted: 2 days ago
Bristol, Avon
Avon and Somerset Constabulary
Salary: From £67,000 to £84,000 per annum
Posted: 10 days ago
London
Hudson IT
Salary: £100000 - £120000 per annum
Posted: 6 days ago
London
Churchill Frank
Salary: £50000 - £65000 per annum
Posted: 10 days ago
London
Computer Futures
Salary: competitive
Posted: 8 days ago
City, London
Marks Sattin
Salary: £75000 - £80000 per annum
Posted: 7 days ago
Leeds
Computer Futures
Salary: £60000 - £65000 per annum + competitive
Posted: 17 days ago
London
Computer Futures
Salary: £80000 per annum + competitive
Posted: 13 days ago
London
Computer Futures
Salary: £75000 - £90000 per annum + competitive
Posted: 14 days ago
Northampton, Northamptonshire
St Andrew's Healthcare
Salary: £41098 - £58711 per annum, Benefits 38 days holiday, pension & package
Posted: 13 days ago
City of London
Hays London City Cheapside
Salary: £100000.00 - £130000.00 per annum
Posted: 13 days ago
Leatherhead, Surrey
CGI
Salary: £50000 - £60000 per annum
Posted: 21 days ago
South East London
Zoopla Property Group Plc
Salary: Excellent Package, with amazing benefits
Posted: 17 days ago