Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England 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 18 November 2017 with a comparison to the same period in the previous 2 years.

Predictive Analytics
UK > England
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 767 867 931
Rank change year-on-year +100 +64 +270
Permanent jobs citing Predictive Analytics 404 326 350
As % of all permanent IT jobs advertised in England 0.24% 0.18% 0.17%
As % of the Processes & Methodologies category 0.27% 0.20% 0.19%
Number of salaries quoted 318 301 274
England median annual salary £65,000 £57,500 £55,000
Median salary % change year-on-year +13.04% +4.55% -2.22%
10th Percentile £34,850 £40,000 £36,825
90th Percentile £96,250 £92,500 £89,625
UK median annual salary £65,000 £57,500 £55,000
% change year-on-year +13.04% +4.55% -

Predictive Analytics is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 150826 160156 182795
As % of all permanent IT jobs advertised in England 89.93% 89.37% 88.72%
Number of salaries quoted 119888 134356 152138
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% +5.56%

Predictive Analytics
Job Vacancy Trend in England

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

Job vacancy trend for Predictive Analytics in England

Predictive Analytics
Salary Trend in England

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

Salary trend for Predictive Analytics in England

Predictive Analytics
Salary Histogram in England

The salary distribution of IT jobs citing Predictive Analytics in England over the 6 months to 18 November 2017.

Salary histogram for Predictive Analytics in England

Predictive Analytics
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 Analytics within the England region over the 6 months to 18 November 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
London +25 255 £70,000 +16.67% 14
North of England +46 66 £50,000 -
North West +17 43 £55,000 +10.00%
South East +19 34 £55,000 -8.33%
Yorkshire +34 21 £35,000 -30.00%
Midlands +34 21 £51,500 +14.44% 1
South West +6 19 £52,500 -30.00% 2
East Midlands +42 13 £47,000 +4.44%
East of England +19 9 £85,000 +53.15%
West Midlands +21 6 £59,250 +121.50% 1
North East - 2 £22,500 -
Predictive Analytics
UK

For the 6 months to 18 November 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 across the England region with a requirement for Predictive Analytics.

1 404 (100.00%) Analytics
2 222 (54.95%) Big Data
3 204 (50.50%) Machine Learning
4 193 (47.77%) Python
5 157 (38.86%) Business Intelligence
6 153 (37.87%) SQL
7 147 (36.39%) Java
8 144 (35.64%) Agile Software Development
9 138 (34.16%) Apache Spark
10 132 (32.67%) Hadoop
11 122 (30.20%) Degree
12 110 (27.23%) Data Warehouse
12 110 (27.23%) R
13 98 (24.26%) Visualisation
14 97 (24.01%) Mathematics
15 94 (23.27%) NoSQL
16 92 (22.77%) Amazon AWS
17 87 (21.53%) Finance
18 85 (21.04%) Data Visualisation
19 79 (19.55%) Algorithms
20 77 (19.06%) Scala
21 75 (18.56%) Tableau
21 75 (18.56%) ETL
22 74 (18.32%) Microsoft
23 70 (17.33%) Computer Science
24 64 (15.84%) Microsoft Azure
25 59 (14.60%) Data Analytics
26 58 (14.36%) Statistics
27 57 (14.11%) Software Engineering
27 57 (14.11%) Power BI

Predictive Analytics
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
1 138 (34.16%) Apache Spark
2 55 (13.61%) SAS
3 18 (4.46%) Elasticsearch
4 12 (2.97%) Apache Pig
4 12 (2.97%) Confluence
5 11 (2.72%) Apache
6 10 (2.48%) SharePoint
7 6 (1.49%) BizTalk Server
8 5 (1.24%) WebLogic
8 5 (1.24%) WebSphere
9 3 (0.74%) GlassFish
9 3 (0.74%) JBoss
9 3 (0.74%) Oracle SOA Suite
9 3 (0.74%) WildFly
10 1 (0.25%) Apache Airflow
10 1 (0.25%) Jupyter
10 1 (0.25%) nginx
10 1 (0.25%) OpenStack
10 1 (0.25%) Oracle Workflow
Applications
1 15 (3.71%) Microsoft Excel
2 11 (2.72%) SPSS
3 7 (1.73%) Adobe Illustrator
3 7 (1.73%) Microsoft Office
3 7 (1.73%) Microsoft PowerPoint
3 7 (1.73%) Photoshop
4 2 (0.50%) Chatbot
5 1 (0.25%) HipChat
5 1 (0.25%) Spreadsheet
Business Applications
1 7 (1.73%) HFM
2 5 (1.24%) Hyperion Enterprise
3 3 (0.74%) Hyperion Planning
4 2 (0.50%) SAP BPC
5 1 (0.25%) SAP CRM
Cloud Services
1 92 (22.77%) Amazon AWS
2 64 (15.84%) Microsoft Azure
3 30 (7.43%) Google Cloud Platform
4 19 (4.70%) Azure Machine Learning
5 12 (2.97%) GitHub
5 12 (2.97%) SaaS
6 11 (2.72%) Amazon EMR
7 10 (2.48%) Amazon Kinesis
7 10 (2.48%) PaaS
8 9 (2.23%) Cloud Computing
9 8 (1.98%) Amazon S3
10 6 (1.49%) IaaS
11 4 (0.99%) Azure Data Factory
11 4 (0.99%) Cortana Intelligence Suite
12 3 (0.74%) Serverless
13 1 (0.25%) Data Lake Analytics
Communications & Networking
1 7 (1.73%) DNS
2 6 (1.49%) VPN
3 5 (1.24%) Firewall
4 4 (0.99%) SSL
5 3 (0.74%) HTTP
5 3 (0.74%) Skype
6 2 (0.50%) DHCP
6 2 (0.50%) Remote Desktop
7 1 (0.25%) Internet
7 1 (0.25%) Kerberos
7 1 (0.25%) TCP/IP
Database & Business Intelligence
1 222 (54.95%) Big Data
2 132 (32.67%) Hadoop
3 110 (27.23%) Data Warehouse
4 94 (23.27%) NoSQL
5 57 (14.11%) Power BI
6 52 (12.87%) Data Mining
7 48 (11.88%) MongoDB
8 46 (11.39%) QlikView
9 41 (10.15%) SQL Server
10 40 (9.90%) Apache Hive
11 38 (9.41%) Apache Cassandra
12 36 (8.91%) SQL Server Integration Services
13 32 (7.92%) SQL Server Analysis Services
14 29 (7.18%) Relational Database
15 28 (6.93%) SQL Server Reporting Services
16 27 (6.68%) Neo4j
17 18 (4.46%) SQL Server 2016
18 15 (3.71%) BigQuery
18 15 (3.71%) Impala
18 15 (3.71%) RDBMS
Development Applications
1 36 (8.91%) Git (software)
2 22 (5.45%) Talend Open Studio
3 20 (4.95%) JIRA
4 19 (4.70%) IntelliJ
5 15 (3.71%) JBehave
6 13 (3.22%) Bitbucket
7 12 (2.97%) Cucumber
7 12 (2.97%) Eclipse
7 12 (2.97%) Mockito
7 12 (2.97%) SonarQube
7 12 (2.97%) TeamCity
8 11 (2.72%) Jenkins
9 10 (2.48%) JUnit
10 6 (1.49%) Balsamiq Mockups
11 5 (1.24%) Maven
12 3 (0.74%) ERwin
12 3 (0.74%) Gradle
12 3 (0.74%) Hudson
12 3 (0.74%) Visual Studio
13 2 (0.50%) Atlassian Bamboo
General
1 87 (21.53%) Finance
2 39 (9.65%) Marketing
3 30 (7.43%) Retail
4 18 (4.46%) Publishing
5 13 (3.22%) Front Office
6 10 (2.48%) Banking
6 10 (2.48%) Financial Institution
7 8 (1.98%) Pharmaceutical
8 7 (1.73%) Games
9 6 (1.49%) Automotive
10 5 (1.24%) Advertising
10 5 (1.24%) Law
11 3 (0.74%) Manufacturing
11 3 (0.74%) Telecoms
12 2 (0.50%) French Language
13 1 (0.25%) Back Office
13 1 (0.25%) Electronics
13 1 (0.25%) German Language
13 1 (0.25%) Legal
Job Titles
1 89 (22.03%) Data Scientist
2 59 (14.60%) Developer
3 45 (11.14%) Consultant
4 37 (9.16%) Architect
5 31 (7.67%) Software Engineer
6 29 (7.18%) Data Architect
6 29 (7.18%) Senior Data Scientist
7 28 (6.93%) Data Engineer
8 24 (5.94%) Data Consultant
9 23 (5.69%) Analytics Manager
10 22 (5.45%) Analyst
11 20 (4.95%) Analytics Consultant
12 19 (4.70%) Data Analytics Manager
13 17 (4.21%) Machine Learning Scientist
14 16 (3.96%) Data Analytics Consultant
15 15 (3.71%) Java Developer
15 15 (3.71%) Senior Software Engineer
16 14 (3.47%) Data Manager
17 13 (3.22%) Senior Architect
17 13 (3.22%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 32 (7.92%) Natural Language Processing
2 31 (7.67%) Kafka
3 24 (5.94%) Web Services
4 23 (5.69%) Spring
5 22 (5.45%) HTML
6 20 (4.95%) TensorFlow
7 16 (3.96%) CSS
8 15 (3.71%) HTML5
8 15 (3.71%) JMS
8 15 (3.71%) React
8 15 (3.71%) REST
8 15 (3.71%) scikit-learn
9 14 (3.47%) .NET
9 14 (3.47%) AngularJS
10 12 (2.97%) Apache Camel
11 11 (2.72%) CSS3
12 9 (2.23%) JSON
12 9 (2.23%) RESTful
12 9 (2.23%) XML
13 8 (1.98%) Lucene
Miscellaneous
1 79 (19.55%) Algorithms
2 70 (17.33%) Computer Science
3 53 (13.12%) Analytical Skills
4 26 (6.44%) User Experience
5 19 (4.70%) Fintech
5 19 (4.70%) Greenfield Project
6 16 (3.96%) Mobile App
7 11 (2.72%) Hedge funds
8 10 (2.48%) Data Structures
9 9 (2.23%) Clustering
9 9 (2.23%) PMI
10 8 (1.98%) Semantic Web
10 8 (1.98%) Social Media
11 7 (1.73%) Foreign Exchange (FX)
12 6 (1.49%) Life Science
13 5 (1.24%) Enterprise Software
13 5 (1.24%) Management Information System
13 5 (1.24%) Online Banking
14 4 (0.99%) Data Centre
14 4 (0.99%) Public Cloud
Operating Systems
1 21 (5.20%) Unix
2 19 (4.70%) Linux
3 6 (1.49%) Android
3 6 (1.49%) Apple iOS
4 3 (0.74%) Windows
5 1 (0.25%) Ubuntu
Processes & Methodologies
1 404 (100.00%) Analytics
2 204 (50.50%) Machine Learning
3 157 (38.86%) Business Intelligence
4 144 (35.64%) Agile Software Development
5 98 (24.26%) Visualisation
6 97 (24.01%) Mathematics
7 85 (21.04%) Data Visualisation
8 75 (18.56%) ETL
9 59 (14.60%) Data Analytics
10 58 (14.36%) Statistics
11 57 (14.11%) Software Engineering
12 50 (12.38%) Data Modelling
13 43 (10.64%) Predictive Modelling
14 40 (9.90%) Business Analytics
15 38 (9.41%) Artificial Intelligence
15 38 (9.41%) DevOps
15 38 (9.41%) Scrum
16 37 (9.16%) Stakeholder Management
17 34 (8.42%) TDD
18 32 (7.92%) Data Management
Programming Languages
1 193 (47.77%) Python
2 153 (37.87%) SQL
3 147 (36.39%) Java
4 110 (27.23%) R
5 77 (19.06%) Scala
6 47 (11.63%) JavaScript
7 36 (8.91%) C#
8 25 (6.19%) C++
9 19 (4.70%) MATLAB
9 19 (4.70%) Ruby
10 12 (2.97%) T-SQL
11 9 (2.23%) Perl
11 9 (2.23%) PowerShell
12 6 (1.49%) C
12 6 (1.49%) Shell Script
13 5 (1.24%) Bash Shell
14 3 (0.74%) Apple Swift
14 3 (0.74%) Data Analysis Expressions (DAX)
14 3 (0.74%) Objective-C
14 3 (0.74%) PHP
Qualifications
1 122 (30.20%) Degree
2 36 (8.91%) PhD
3 29 (7.18%) Numerate Degree
4 23 (5.69%) Computer Science Degree
5 16 (3.96%) Master's Degree
6 10 (2.48%) Security Cleared
7 9 (2.23%) PMI Certification
7 9 (2.23%) PMP
7 9 (2.23%) SC Cleared
8 7 (1.73%) ISEB
9 3 (0.74%) ITIL Certification
9 3 (0.74%) Microsoft Certification
10 2 (0.50%) Oracle Certification
Quality Assurance & Compliance
1 26 (6.44%) Data Quality
2 22 (5.45%) QA
3 14 (3.47%) GCP
4 12 (2.97%) GDPR
5 2 (0.50%) SLA
6 1 (0.25%) Actionable Recommendations
6 1 (0.25%) COBIT
System Software
1 13 (3.22%) Apache Flume
2 10 (2.48%) Docker
3 7 (1.73%) HDFS
4 5 (1.24%) Virtual Machines
5 2 (0.50%) Active Directory
Systems Management
1 9 (2.23%) Hadoop YARN
2 7 (1.73%) Ansible
3 6 (1.49%) Mesos
4 4 (0.99%) Nagios
4 4 (0.99%) Oozie
4 4 (0.99%) Opscode Chef
4 4 (0.99%) Puppet
4 4 (0.99%) Terraform
5 2 (0.50%) Kibana
5 2 (0.50%) Kubernetes
6 1 (0.25%) Grafana
6 1 (0.25%) logstash
6 1 (0.25%) Prometheus
Vendors
1 75 (18.56%) Tableau
2 74 (18.32%) Microsoft
3 34 (8.42%) Google
4 29 (7.18%) Oracle
5 24 (5.94%) Cloudera
6 22 (5.45%) Talend
7 16 (3.96%) Hyperion
8 14 (3.47%) SAP
9 12 (2.97%) Cognos
9 12 (2.97%) Hortonworks
10 10 (2.48%) Teradata
11 8 (1.98%) Adobe
11 8 (1.98%) IBM
12 4 (0.99%) Infor
13 3 (0.74%) MapR
13 3 (0.74%) Netezza
13 3 (0.74%) Salesforce.com
13 3 (0.74%) Xamarin
14 2 (0.50%) Databricks
14 2 (0.50%) JDA