Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in London 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
England > London
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 592 617 720
Rank change year-on-year +25 +103 +128
Permanent jobs citing Predictive Analytics 255 229 197
As % of all permanent IT jobs advertised in London 0.34% 0.30% 0.22%
As % of the Processes & Methodologies category 0.37% 0.33% 0.25%
Number of salaries quoted 207 207 137
London median annual salary £70,000 £60,000 £65,000
Median salary % change year-on-year +16.67% -7.69% +13.04%
10th Percentile £48,250 £41,250 £37,500
90th Percentile £98,500 £97,500 £92,500
England median annual salary £65,000 £57,500 £55,000
% change year-on-year +13.04% +4.55% -2.22%

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 London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 68732 68845 79948
As % of all permanent IT jobs advertised in London 91.62% 90.63% 89.56%
Number of salaries quoted 52798 59247 67347
London median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% -
10th Percentile £35,000 £33,750 £32,750
90th Percentile £90,000 £88,750 £86,250
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Predictive Analytics
Job Vacancy Trend in London

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

Job vacancy trend for Predictive Analytics in London

Predictive Analytics
Salary Trend in London

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

Salary trend for Predictive Analytics in London

Predictive Analytics
Salary Histogram in London

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

Salary histogram for Predictive Analytics in London

Predictive Analytics
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Predictive Analytics within the London 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
Central London +19 48 £70,000 +21.74% 3
West London - 3 £60,000 -
South London - 1 £105,000 -
Predictive Analytics
England

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 London region with a requirement for Predictive Analytics.

1 255 (100.00%) Analytics
2 164 (64.31%) Big Data
3 142 (55.69%) Machine Learning
4 117 (45.88%) Python
5 107 (41.96%) Apache Spark
6 101 (39.61%) Java
7 98 (38.43%) Business Intelligence
8 92 (36.08%) SQL
9 89 (34.90%) Agile Software Development
9 89 (34.90%) Hadoop
10 85 (33.33%) Degree
11 80 (31.37%) Data Warehouse
12 72 (28.24%) NoSQL
13 65 (25.49%) R
13 65 (25.49%) Amazon AWS
14 61 (23.92%) Visualisation
15 60 (23.53%) Scala
16 58 (22.75%) Mathematics
16 58 (22.75%) Finance
17 55 (21.57%) Algorithms
18 51 (20.00%) Microsoft
18 51 (20.00%) Computer Science
19 49 (19.22%) Data Visualisation
20 48 (18.82%) ETL
21 45 (17.65%) Tableau
22 44 (17.25%) Microsoft Azure
23 39 (15.29%) Statistics
24 37 (14.51%) Software Engineering
25 35 (13.73%) QlikView
25 35 (13.73%) Power BI

Predictive Analytics
Co-occurring IT Skills in London 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 (41.96%) Apache Spark
2 23 (9.02%) SAS
3 15 (5.88%) Elasticsearch
4 12 (4.71%) Confluence
5 7 (2.75%) Apache
6 6 (2.35%) Apache Pig
7 1 (0.39%) Apache Airflow
7 1 (0.39%) Jupyter
7 1 (0.39%) OpenStack
7 1 (0.39%) Oracle Workflow
7 1 (0.39%) SharePoint
Applications
1 7 (2.75%) Microsoft Excel
1 7 (2.75%) SPSS
2 4 (1.57%) Microsoft PowerPoint
3 3 (1.18%) Microsoft Office
4 2 (0.78%) Adobe Illustrator
4 2 (0.78%) Photoshop
5 1 (0.39%) HipChat
5 1 (0.39%) Spreadsheet
Business Applications
1 7 (2.75%) HFM
2 5 (1.96%) Hyperion Enterprise
3 3 (1.18%) Hyperion Planning
4 2 (0.78%) SAP BPC
Cloud Services
1 65 (25.49%) Amazon AWS
2 44 (17.25%) Microsoft Azure
3 30 (11.76%) Google Cloud Platform
4 15 (5.88%) Azure Machine Learning
5 12 (4.71%) GitHub
6 10 (3.92%) PaaS
6 10 (3.92%) SaaS
7 9 (3.53%) Cloud Computing
8 6 (2.35%) Amazon S3
8 6 (2.35%) IaaS
9 3 (1.18%) Amazon Kinesis
9 3 (1.18%) Serverless
10 1 (0.39%) Data Lake Analytics
Communications & Networking
1 2 (0.78%) DHCP
1 2 (0.78%) DNS
1 2 (0.78%) Remote Desktop
2 1 (0.39%) Kerberos
2 1 (0.39%) VPN
Database & Business Intelligence
1 164 (64.31%) Big Data
2 89 (34.90%) Hadoop
3 80 (31.37%) Data Warehouse
4 72 (28.24%) NoSQL
5 35 (13.73%) Power BI
5 35 (13.73%) QlikView
6 28 (10.98%) Apache Cassandra
7 23 (9.02%) Data Mining
7 23 (9.02%) MongoDB
8 22 (8.63%) SQL Server
9 20 (7.84%) Apache Hive
10 18 (7.06%) SQL Server Integration Services
11 17 (6.67%) SQL Server Analysis Services
11 17 (6.67%) SQL Server Reporting Services
12 16 (6.27%) Neo4j
13 15 (5.88%) BigQuery
14 13 (5.10%) SQL Server 2016
15 10 (3.92%) Relational Database
16 7 (2.75%) OrientDB
17 6 (2.35%) Amazon Redshift
Development Applications
1 22 (8.63%) Talend Open Studio
2 20 (7.84%) JIRA
3 19 (7.45%) Git (software)
3 19 (7.45%) IntelliJ
4 13 (5.10%) Bitbucket
5 12 (4.71%) Cucumber
5 12 (4.71%) Eclipse
5 12 (4.71%) JBehave
5 12 (4.71%) Mockito
5 12 (4.71%) SonarQube
5 12 (4.71%) TeamCity
6 7 (2.75%) JUnit
7 3 (1.18%) Jenkins
8 2 (0.78%) Atlassian Bamboo
8 2 (0.78%) Balsamiq Mockups
8 2 (0.78%) Visual Studio
9 1 (0.39%) Bower
9 1 (0.39%) Grunt
9 1 (0.39%) Karma Test Runner
9 1 (0.39%) Mocha
General
1 58 (22.75%) Finance
2 30 (11.76%) Marketing
3 18 (7.06%) Publishing
4 15 (5.88%) Retail
5 13 (5.10%) Front Office
6 10 (3.92%) Financial Institution
7 8 (3.14%) Pharmaceutical
8 4 (1.57%) Banking
9 3 (1.18%) Advertising
9 3 (1.18%) Telecoms
10 2 (0.78%) French Language
10 2 (0.78%) Games
11 1 (0.39%) Automotive
11 1 (0.39%) German Language
11 1 (0.39%) Legal
11 1 (0.39%) Manufacturing
Job Titles
1 61 (23.92%) Data Scientist
2 34 (13.33%) Developer
3 33 (12.94%) Consultant
4 31 (12.16%) Architect
5 26 (10.20%) Senior Data Scientist
6 24 (9.41%) Data Architect
6 24 (9.41%) Data Engineer
7 16 (6.27%) Data Consultant
8 15 (5.88%) Analytics Consultant
8 15 (5.88%) Machine Learning Scientist
9 14 (5.49%) Analytics Manager
10 13 (5.10%) Senior Architect
10 13 (5.10%) Senior Data Architect
10 13 (5.10%) Senior Manager
10 13 (5.10%) Software Engineer
11 12 (4.71%) Big Data Engineer
12 11 (4.31%) Data Analytics Consultant
12 11 (4.31%) Data Analytics Manager
13 9 (3.53%) Big Data Architect
13 9 (3.53%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 31 (12.16%) Kafka
2 26 (10.20%) Natural Language Processing
3 19 (7.45%) Spring
4 13 (5.10%) Web Services
5 12 (4.71%) Apache Camel
5 12 (4.71%) JMS
6 9 (3.53%) TensorFlow
7 8 (3.14%) Lucene
7 8 (3.14%) scikit-learn
8 7 (2.75%) .NET
8 7 (2.75%) REST
8 7 (2.75%) SOAP
9 6 (2.35%) Akka
9 6 (2.35%) AngularJS
9 6 (2.35%) CSS
9 6 (2.35%) GraphX
9 6 (2.35%) React
10 5 (1.96%) jQuery
11 3 (1.18%) SciPy
11 3 (1.18%) Symfony
Miscellaneous
1 55 (21.57%) Algorithms
2 51 (20.00%) Computer Science
3 33 (12.94%) Analytical Skills
4 19 (7.45%) Fintech
5 12 (4.71%) User Experience
6 11 (4.31%) Hedge funds
7 9 (3.53%) Clustering
7 9 (3.53%) PMI
8 8 (3.14%) Semantic Web
9 6 (2.35%) Greenfield Project
10 4 (1.57%) Data Centre
10 4 (1.57%) Data Structures
10 4 (1.57%) Enterprise Software
10 4 (1.57%) Public Cloud
11 3 (1.18%) Equities
11 3 (1.18%) Reference Data
11 3 (1.18%) Social Media
12 2 (0.78%) Augmented Reality
12 2 (0.78%) Management Information System
12 2 (0.78%) Robotics
Operating Systems
1 18 (7.06%) Unix
2 12 (4.71%) Linux
3 2 (0.78%) Windows
4 1 (0.39%) Ubuntu
Processes & Methodologies
1 255 (100.00%) Analytics
2 142 (55.69%) Machine Learning
3 98 (38.43%) Business Intelligence
4 89 (34.90%) Agile Software Development
5 61 (23.92%) Visualisation
6 58 (22.75%) Mathematics
7 49 (19.22%) Data Visualisation
8 48 (18.82%) ETL
9 39 (15.29%) Statistics
10 37 (14.51%) Software Engineering
11 29 (11.37%) Data Modelling
11 29 (11.37%) Predictive Modelling
12 28 (10.98%) Presales
13 27 (10.59%) Business Analytics
13 27 (10.59%) Data Analytics
13 27 (10.59%) SDLC
14 22 (8.63%) Data Engineering
14 22 (8.63%) Data Strategy
14 22 (8.63%) DevOps
15 21 (8.24%) Stakeholder Management
Programming Languages
1 117 (45.88%) Python
2 101 (39.61%) Java
3 92 (36.08%) SQL
4 65 (25.49%) R
5 60 (23.53%) Scala
6 21 (8.24%) C#
7 14 (5.49%) C++
8 9 (3.53%) JavaScript
9 8 (3.14%) MATLAB
10 6 (2.35%) Shell Script
11 5 (1.96%) PowerShell
12 4 (1.57%) Ruby
13 3 (1.18%) PHP
13 3 (1.18%) T-SQL
14 2 (0.78%) C
14 2 (0.78%) HiveQL
15 1 (0.39%) ES6
15 1 (0.39%) Go
15 1 (0.39%) TypeScript
Qualifications
1 85 (33.33%) Degree
2 24 (9.41%) PhD
3 21 (8.24%) Numerate Degree
4 17 (6.67%) Computer Science Degree
5 9 (3.53%) Master's Degree
5 9 (3.53%) PMI Certification
5 9 (3.53%) PMP
6 7 (2.75%) ISEB
7 3 (1.18%) Microsoft Certification
8 2 (0.78%) ITIL Certification
8 2 (0.78%) Oracle Certification
9 1 (0.39%) Security Cleared
Quality Assurance & Compliance
1 14 (5.49%) Data Quality
1 14 (5.49%) GCP
2 13 (5.10%) QA
3 11 (4.31%) GDPR
4 2 (0.78%) SLA
5 1 (0.39%) Actionable Recommendations
System Software
1 9 (3.53%) Apache Flume
2 5 (1.96%) Virtual Machines
3 4 (1.57%) Docker
4 3 (1.18%) HDFS
5 2 (0.78%) Active Directory
Systems Management
1 9 (3.53%) Hadoop YARN
2 6 (2.35%) Mesos
3 3 (1.18%) Ansible
4 2 (0.78%) Kibana
4 2 (0.78%) Kubernetes
5 1 (0.39%) Grafana
5 1 (0.39%) logstash
5 1 (0.39%) Prometheus
Vendors
1 51 (20.00%) Microsoft
2 45 (17.65%) Tableau
3 27 (10.59%) Google
4 22 (8.63%) Talend
5 20 (7.84%) Oracle
6 16 (6.27%) Hyperion
7 10 (3.92%) Cloudera
7 10 (3.92%) Teradata
8 9 (3.53%) Hortonworks
8 9 (3.53%) SAP
9 8 (3.14%) Adobe
10 7 (2.75%) IBM
11 3 (1.18%) MapR
11 3 (1.18%) Netezza
11 3 (1.18%) Salesforce.com
12 2 (0.78%) Cognos
12 2 (0.78%) Databricks
12 2 (0.78%) JDA
13 1 (0.39%) MicroStrategy
13 1 (0.39%) Red Hat