Period
to 18 November 2018

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 18 November 2018 with a comparison to the same period in the previous 2 years.

Data Analytics
England > London
6 months to
18 Nov 2018
Same period 2017 Same period 2016
Rank 220 186 221
Rank change year-on-year -34 +35 +14
Permanent jobs citing Data Analytics 1,073 1,463 1,193
As % of all permanent IT jobs advertised in London 1.62% 1.95% 1.57%
As % of the Processes & Methodologies category 1.76% 2.10% 1.71%
Number of salaries quoted 831 962 1,050
London median annual salary £70,000 £65,000 £62,500
Median salary % change year-on-year +7.69% +4.00% -
10th Percentile £41,012 £36,250 £37,500
90th Percentile £107,500 £96,250 £100,000
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -4.35%

Data 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 60,826 69,675 69,807
As % of all permanent IT jobs advertised in London 91.62% 92.79% 91.89%
Number of salaries quoted 49,154 53,637 60,099
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,417
90th Percentile £95,000 £90,000 £88,750
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Data Analytics
Job Vacancy Trend in London

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

Job vacancy trend for Data Analytics in London

Data Analytics
Salary Trend in London

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

Salary trend for Data Analytics in London

Data Analytics
Salary Histogram in London

The salary distribution of IT jobs citing Data Analytics in London over the 6 months to 18 November 2018.

Salary histogram for Data Analytics in London

Data 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 Data Analytics within the London region over the 6 months to 18 November 2018. 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 -9 171 £72,500 +11.54% 61
East London +10 21 £70,000 -8.20% 20
West London -11 19 £62,500 -3.85% 26
South London -14 7 £66,532 -1.43% 1
North London +7 1 £45,000 - 2
Data Analytics
England

For the 6 months to 18 November 2018, IT jobs citing Data Analytics also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for Data Analytics.

1 1,073 (100.00%) Analytics
2 405 (37.74%) SQL
3 373 (34.76%) Python
4 368 (34.30%) Finance
5 316 (29.45%) Big Data
6 265 (24.70%) Business Intelligence
7 257 (23.95%) Agile Software Development
8 253 (23.58%) Data Science
9 252 (23.49%) Java
10 251 (23.39%) Machine Learning
11 225 (20.97%) Visualisation
12 221 (20.60%) Degree
13 207 (19.29%) Tableau
14 194 (18.08%) Hadoop
15 193 (17.99%) Apache Spark
16 183 (17.05%) Amazon AWS
17 179 (16.68%) R
17 179 (16.68%) Analytical Skills
18 173 (16.12%) Banking
19 171 (15.94%) Microsoft Azure
20 170 (15.84%) Data Warehouse
21 155 (14.45%) ETL
22 142 (13.23%) Problem-Solving
23 140 (13.05%) Microsoft
24 134 (12.49%) Computer Science
25 130 (12.12%) SQL Server
26 124 (11.56%) Data Analysis
26 124 (11.56%) Artificial Intelligence
27 120 (11.18%) Software Engineering
27 120 (11.18%) Data Modelling

Data 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
1 193 (17.99%) Apache Spark
2 106 (9.88%) SAS
3 60 (5.59%) Apache
4 18 (1.68%) Apache Pig
5 15 (1.40%) Apache Solr
6 10 (0.93%) Elasticsearch
7 8 (0.75%) SharePoint
8 6 (0.56%) Jupyter
9 5 (0.47%) IIS
9 5 (0.47%) SharePoint 2010
9 5 (0.47%) SharePoint 2013
10 4 (0.37%) CMS
10 4 (0.37%) OpenStack
10 4 (0.37%) Tomcat
11 3 (0.28%) Confluence
11 3 (0.28%) Skype for Business
11 3 (0.28%) WordPress
12 2 (0.19%) Jetty
12 2 (0.19%) Oracle SOA Suite
12 2 (0.19%) Oracle Workflow
Applications
1 68 (6.34%) Microsoft Excel
2 35 (3.26%) SPSS
3 16 (1.49%) Microsoft PowerPoint
4 11 (1.03%) Stata
5 9 (0.84%) Microsoft Office
6 8 (0.75%) MS Visio
7 5 (0.47%) Microsoft Project
8 4 (0.37%) GNU Octave
9 2 (0.19%) InVision
9 2 (0.19%) Spreadsheet
9 2 (0.19%) UserZoom
10 1 (0.093%) Chatbot
Business Applications
1 27 (2.52%) Actimize
2 9 (0.84%) Oracle Payables
2 9 (0.84%) Oracle Receivables
3 6 (0.56%) SAP BPC
3 6 (0.56%) SAP CO
3 6 (0.56%) SAP FI
3 6 (0.56%) SAP FI/CO
4 4 (0.37%) Cognos Business Intelligence
4 4 (0.37%) NetSuite
5 2 (0.19%) CaseMap
5 2 (0.19%) Concordance
5 2 (0.19%) FastStats
5 2 (0.19%) Relativity
5 2 (0.19%) Temenos T24
6 1 (0.093%) Elite 3E
6 1 (0.093%) Markit EDM
6 1 (0.093%) Oracle EBS R12
6 1 (0.093%) Oracle General Ledger
6 1 (0.093%) SAP ERP
6 1 (0.093%) SAP GRC
Cloud Services
1 183 (17.05%) Amazon AWS
2 171 (15.94%) Microsoft Azure
3 76 (7.08%) Google Cloud Platform
4 42 (3.91%) PaaS
5 38 (3.54%) SaaS
6 27 (2.52%) Serverless
7 25 (2.33%) Cortana Intelligence Suite
8 24 (2.24%) Cloud Computing
9 22 (2.05%) Azure Machine Learning
10 21 (1.96%) Azure Data Factory
11 20 (1.86%) IaaS
12 13 (1.21%) Amazon S3
12 13 (1.21%) GitHub
13 12 (1.12%) Amazon SageMaker
14 11 (1.03%) Amazon EC2
15 10 (0.93%) Amazon Kinesis
16 9 (0.84%) Adobe Analytics
17 8 (0.75%) Amazon EMR
17 8 (0.75%) Data Lake Analytics
18 7 (0.65%) AWS CloudFormation
Communications & Networking
1 30 (2.80%) HTTP
2 16 (1.49%) Firewall
3 11 (1.03%) TCP/IP
4 10 (0.93%) Bluetooth
4 10 (0.93%) NFC
5 8 (0.75%) DNS
6 5 (0.47%) Wi-Fi
7 4 (0.37%) BGP
7 4 (0.37%) GLBP
7 4 (0.37%) HSRP
7 4 (0.37%) IPsec
7 4 (0.37%) SSL
7 4 (0.37%) VRRP
7 4 (0.37%) VXLAN
7 4 (0.37%) WAN
8 3 (0.28%) DHCP
8 3 (0.28%) FIX Connectivity
8 3 (0.28%) Internet
8 3 (0.28%) LAN
8 3 (0.28%) Skype
Database & Business Intelligence
1 316 (29.45%) Big Data
2 194 (18.08%) Hadoop
3 170 (15.84%) Data Warehouse
4 130 (12.12%) SQL Server
5 105 (9.79%) Power BI
6 103 (9.60%) NoSQL
7 94 (8.76%) Apache Cassandra
8 76 (7.08%) SQL Server Integration Services
9 75 (6.99%) QlikView
10 70 (6.52%) Data Lake
11 66 (6.15%) Apache Hive
12 54 (5.03%) HBase
12 54 (5.03%) MongoDB
13 51 (4.75%) Amazon Redshift
14 49 (4.57%) PostgreSQL
15 48 (4.47%) Spotfire
16 43 (4.01%) Azure SQL Data Warehouse
17 42 (3.91%) Relational Database
18 38 (3.54%) SQL Server Analysis Services
19 37 (3.45%) BusinessObjects
Development Applications
1 53 (4.94%) Git (software)
2 38 (3.54%) Jenkins
3 16 (1.49%) Visual Studio
4 15 (1.40%) Atlassian Bamboo
4 15 (1.40%) JIRA
5 12 (1.12%) Vagrant
6 9 (0.84%) Maven
7 8 (0.75%) Subversion
8 7 (0.65%) Selenium
9 6 (0.56%) CasperJS
9 6 (0.56%) PhantomJS
9 6 (0.56%) Team Foundation Server
9 6 (0.56%) Visual Studio Team System
10 5 (0.47%) GitLab
10 5 (0.47%) Mocha
10 5 (0.47%) RStudio
11 4 (0.37%) Ant
11 4 (0.37%) Hudson
11 4 (0.37%) TeamCity
12 3 (0.28%) webpack
General
1 368 (34.30%) Finance
2 173 (16.12%) Banking
3 81 (7.55%) Marketing
4 76 (7.08%) Retail
5 49 (4.57%) Investment Banking
6 38 (3.54%) Telecoms
7 33 (3.08%) Front Office
8 30 (2.80%) Advertising
9 27 (2.52%) Legal
10 24 (2.24%) Financial Institution
11 23 (2.14%) Pharmaceutical
12 22 (2.05%) Manufacturing
13 20 (1.86%) Corporate Banking
14 19 (1.77%) Electronics
15 15 (1.40%) Games
16 11 (1.03%) Back Office
17 8 (0.75%) Billing
18 7 (0.65%) Aerospace
19 5 (0.47%) Automotive
19 5 (0.47%) Law
Job Titles
1 213 (19.85%) Developer
2 159 (14.82%) Analyst
3 137 (12.77%) Consultant
4 117 (10.90%) Architect
5 91 (8.48%) Data Analyst
6 82 (7.64%) Data Scientist
7 81 (7.55%) Data Consultant
8 76 (7.08%) Data Engineer
9 74 (6.90%) Data Architect
10 65 (6.06%) Analytics Consultant
11 60 (5.59%) Data Analytics Consultant
12 52 (4.85%) Java Developer
13 50 (4.66%) Senior Developer
14 41 (3.82%) Python Developer
15 34 (3.17%) Solutions Architect
16 32 (2.98%) Analytics Manager
17 31 (2.89%) Big Data Architect
18 30 (2.80%) Data Manager
18 30 (2.80%) SQL Analyst
19 29 (2.70%) Software Engineer
Libraries, Frameworks & Software Standards
1 88 (8.20%) Kafka
2 83 (7.74%) Web Services
3 70 (6.52%) .NET
4 65 (6.06%) Natural Language Processing
5 55 (5.13%) HTML
6 53 (4.94%) Node.js
7 51 (4.75%) React
8 40 (3.73%) REST
9 37 (3.45%) AngularJS
10 36 (3.36%) HTML5
11 35 (3.26%) Spring
12 30 (2.80%) Spark Streaming
13 28 (2.61%) CSS
14 27 (2.52%) JSON
14 27 (2.52%) TensorFlow
15 25 (2.33%) Redux
15 25 (2.33%) RESTful
16 23 (2.14%) Spring Boot
17 22 (2.05%) XML
18 21 (1.96%) D3.js
Miscellaneous
1 179 (16.68%) Analytical Skills
2 134 (12.49%) Computer Science
3 76 (7.08%) User Experience
4 65 (6.06%) Algorithms
5 59 (5.50%) Fintech
6 41 (3.82%) Management Information System
7 38 (3.54%) Data Structures
8 32 (2.98%) Greenfield Project
9 20 (1.86%) Self-Motivation
10 19 (1.77%) NHS
11 18 (1.68%) Market Risk
12 17 (1.58%) Equities
12 17 (1.58%) Public Cloud
13 16 (1.49%) Cyberthreat
13 16 (1.49%) Foreign Exchange (FX)
14 14 (1.30%) Derivative
15 13 (1.21%) Data Centre
15 13 (1.21%) Hedge funds
15 13 (1.21%) Life Science
15 13 (1.21%) Virtual Team
Operating Systems
1 89 (8.29%) Linux
2 36 (3.36%) Unix
3 32 (2.98%) Windows
4 14 (1.30%) Android
5 11 (1.03%) Apple iOS
6 7 (0.65%) Solaris
7 5 (0.47%) AIX
7 5 (0.47%) HPUX
8 4 (0.37%) Windows Server
9 3 (0.28%) Red Hat Enterprise Linux
9 3 (0.28%) Windows 10
10 1 (0.093%) Mac OS
10 1 (0.093%) Windows 7
10 1 (0.093%) Windows 8
Processes & Methodologies
1 1,073 (100.00%) Analytics
2 265 (24.70%) Business Intelligence
3 257 (23.95%) Agile Software Development
4 253 (23.58%) Data Science
5 251 (23.39%) Machine Learning
6 225 (20.97%) Visualisation
7 155 (14.45%) ETL
8 142 (13.23%) Problem-Solving
9 124 (11.56%) Artificial Intelligence
9 124 (11.56%) Data Analysis
10 120 (11.18%) Data Modelling
10 120 (11.18%) Software Engineering
11 114 (10.62%) DevOps
12 104 (9.69%) Project Management
13 103 (9.60%) Mathematics
14 102 (9.51%) Data Visualisation
15 101 (9.41%) Data Management
15 101 (9.41%) Scrum
16 84 (7.83%) SDLC
17 80 (7.46%) Microservices
Programming Languages
1 405 (37.74%) SQL
2 373 (34.76%) Python
3 252 (23.49%) Java
4 179 (16.68%) R
5 98 (9.13%) JavaScript
6 92 (8.57%) C#
7 75 (6.99%) Scala
8 70 (6.52%) C++
9 40 (3.73%) C
10 31 (2.89%) VBA
11 28 (2.61%) T-SQL
12 27 (2.52%) Bash Shell
12 27 (2.52%) MATLAB
12 27 (2.52%) Ruby
13 26 (2.42%) Java 8
14 21 (1.96%) VB
15 19 (1.77%) PHP
15 19 (1.77%) VB.NET
16 17 (1.58%) Go
16 17 (1.58%) Perl
Qualifications
1 221 (20.60%) Degree
2 57 (5.31%) Computer Science Degree
3 31 (2.89%) Numerate Degree
4 27 (2.52%) Security Cleared
5 25 (2.33%) Master's Degree
6 22 (2.05%) PhD
7 17 (1.58%) AWS Certification
7 17 (1.58%) SC Cleared
8 15 (1.40%) CISSP
9 13 (1.21%) MBA
10 9 (0.84%) CISA
10 9 (0.84%) CISM
10 9 (0.84%) DV Cleared
11 7 (0.65%) CEH
12 6 (0.56%) GIAC
13 5 (0.47%) CFA
13 5 (0.47%) CIMA
13 5 (0.47%) SANS
13 5 (0.47%) TOGAF Certification
14 4 (0.37%) CompTIA Security+
Quality Assurance & Compliance
1 79 (7.36%) Data Quality
2 44 (4.10%) QA
3 11 (1.03%) GDPR
4 9 (0.84%) MiFID
4 9 (0.84%) PMO
5 8 (0.75%) Solvency II
6 6 (0.56%) ISO/IEC 27001
7 3 (0.28%) EMIR
7 3 (0.28%) Sarbanes-Oxley
8 2 (0.19%) COBIT
8 2 (0.19%) COSO
8 2 (0.19%) PSD2
8 2 (0.19%) SLA
9 1 (0.093%) Cyber Essentials
9 1 (0.093%) ISAE 3402
9 1 (0.093%) PCI DSS
9 1 (0.093%) RMADS
System Software
1 71 (6.62%) Docker
2 15 (1.40%) VirtualBox
3 13 (1.21%) Active Directory
4 10 (0.93%) HDFS
5 9 (0.84%) Apache Flume
5 9 (0.84%) Virtual Machines
6 7 (0.65%) Hyper-V
6 7 (0.65%) VMware Infrastructure
7 3 (0.28%) Apache ZooKeeper
7 3 (0.28%) Snort
7 3 (0.28%) VMware ESXi
7 3 (0.28%) VMware Workstation
7 3 (0.28%) XenApp
Systems Management
1 43 (4.01%) Terraform
2 31 (2.89%) Kubernetes
3 30 (2.80%) Ansible
3 30 (2.80%) Opscode Chef
4 26 (2.42%) Puppet
5 12 (1.12%) Docker Swarm
6 5 (0.47%) Kibana
6 5 (0.47%) Oozie
7 4 (0.37%) FortiGate
8 3 (0.28%) Salt
8 3 (0.28%) Single Sign-On
9 2 (0.19%) Ambari
9 2 (0.19%) Hadoop YARN
10 1 (0.093%) CSIRT
10 1 (0.093%) Grafana
10 1 (0.093%) logstash
Vendors
1 207 (19.29%) Tableau
2 140 (13.05%) Microsoft
3 91 (8.48%) Oracle
4 89 (8.29%) Google
5 64 (5.96%) SAP
6 43 (4.01%) Alteryx
7 40 (3.73%) Cloudera
8 39 (3.63%) Databricks
9 38 (3.54%) Informatica
10 33 (3.08%) Hortonworks
11 32 (2.98%) IBM
11 32 (2.98%) Talend
12 20 (1.86%) Omniture
13 19 (1.77%) Optimizely
13 19 (1.77%) Splunk
14 18 (1.68%) Greenplum
14 18 (1.68%) HP
14 18 (1.68%) MapR
14 18 (1.68%) TIBCO
14 18 (1.68%) Vertica