Period
to 24 February 2020

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 24 February 2020 with a comparison to the same period in the previous 2 years.

Data Analytics
England > London
6 months to
24 Feb 2020
Same period 2019 Same period 2018
Rank 140 192 199
Rank change year-on-year +52 +7 +36
Permanent jobs citing Data Analytics 1,249 1,156 1,256
As % of all permanent IT jobs advertised in London 2.47% 1.87% 1.80%
As % of the Processes & Methodologies category 2.65% 2.01% 1.93%
Number of salaries quoted 971 919 1,027
London median annual salary £80,000 £70,000 £62,500
Median salary % change year-on-year +14.29% +12.00% -3.85%
10th Percentile £42,500 £40,000 £35,000
90th Percentile £143,750 £105,000 £95,000
England median annual salary £70,000 £60,000 £55,000
% change year-on-year +16.67% +9.09% -

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 47,184 57,395 65,088
As % of all permanent IT jobs advertised in London 93.30% 92.75% 93.49%
Number of salaries quoted 37,846 46,343 53,590
London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% -
10th Percentile £37,500 £35,000 £35,000
90th Percentile £100,000 £95,000 £92,500
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

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 24 February 2020.

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 24 February 2020. 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 +28 206 £75,000 - 42
West London +43 44 £65,000 -5.45% 20
South London +41 32 £42,500 -22.73% 10
East London +11 25 £82,500 +98.80% 8
North London +7 24 - - 4
Data Analytics
England

For the 6 months to 24 February 2020, 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 1,249 (100.00%) Analytics
2 637 (51.00%) Python
3 564 (45.16%) SQL
4 478 (38.27%) Agile Software Development
5 470 (37.63%) Finance
6 427 (34.19%) AWS
7 369 (29.54%) Business Intelligence
8 366 (29.30%) Java
9 290 (23.22%) Big Data
10 286 (22.90%) R
11 271 (21.70%) Azure
12 265 (21.22%) Machine Learning
13 261 (20.90%) Analytical Skills
13 261 (20.90%) Web Services
14 257 (20.58%) Asset Management
15 256 (20.50%) Visualisation
16 252 (20.18%) Software Engineering
17 248 (19.86%) Artificial Intelligence
18 246 (19.70%) Front Office
19 243 (19.46%) JavaScript
20 236 (18.90%) Data Science
21 233 (18.65%) Tableau
22 231 (18.49%) Fixed Income
23 224 (17.93%) ETL
24 215 (17.21%) Degree
25 204 (16.33%) Migration
25 204 (16.33%) Hedge funds
26 199 (15.93%) Investment Management
27 198 (15.85%) SQL Server
28 196 (15.69%) Derivative

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
1 172 (13.77%) Apache Spark
2 46 (3.68%) SAS
3 38 (3.04%) Apache Airflow
4 27 (2.16%) Elasticsearch
5 19 (1.52%) Jupyter
6 18 (1.44%) CMS
7 17 (1.36%) Adobe Experience Manager
7 17 (1.36%) Apache
8 13 (1.04%) IIS
9 12 (0.96%) Anypoint
9 12 (0.96%) Luigi
10 10 (0.80%) Apache Pig
10 10 (0.80%) Apache Solr
11 8 (0.64%) SharePoint
12 6 (0.48%) Confluence
13 2 (0.16%) Drupal
13 2 (0.16%) nginx
13 2 (0.16%) WordPress
14 1 (0.080%) MS Exchange
14 1 (0.080%) Oracle Workflow
Applications
1 40 (3.20%) Microsoft Excel
2 7 (0.56%) Microsoft PowerPoint
3 6 (0.48%) Microsoft Office
4 5 (0.40%) Microsoft Project
4 5 (0.40%) SPSS
5 4 (0.32%) MS Visio
Business Applications
1 85 (6.81%) FINCAD Analytics
2 56 (4.48%) Eagle PACE
2 56 (4.48%) Markit EDM
2 56 (4.48%) PolarLake
3 10 (0.80%) NetSuite
4 5 (0.40%) Actimize
4 5 (0.40%) Dynamics CRM
5 2 (0.16%) SAP ERP
5 2 (0.16%) SAP InfiniteInsight
6 1 (0.080%) Adobe Campaign
6 1 (0.080%) Distributed Ledger
6 1 (0.080%) Salesforce.com CRM
6 1 (0.080%) Siebel CRM
6 1 (0.080%) Sparx Enterprise Architect
Cloud Services
1 427 (34.19%) AWS
2 271 (21.70%) Azure
3 174 (13.93%) GCP
4 130 (10.41%) Power Platform
5 57 (4.56%) SaaS
6 53 (4.24%) OpenShift
7 41 (3.28%) Azure Data Factory
8 36 (2.88%) PaaS
9 28 (2.24%) Amazon S3
9 28 (2.24%) Serverless
10 27 (2.16%) Amazon EC2
10 27 (2.16%) Amazon ECS
11 24 (1.92%) Amazon SQS
11 24 (1.92%) AWS Fargate
12 23 (1.84%) Azure Machine Learning
12 23 (1.84%) Google Analytics
13 19 (1.52%) Amazon EMR
14 18 (1.44%) Amazon SageMaker
15 17 (1.36%) Data Lake Analytics
16 16 (1.28%) IBM Cloud
Communications & Networking
1 11 (0.88%) Firewall
2 7 (0.56%) DNS
2 7 (0.56%) Network Security
3 6 (0.48%) SSL
4 4 (0.32%) DHCP
4 4 (0.32%) LAN
4 4 (0.32%) WAN
5 2 (0.16%) Bluetooth
5 2 (0.16%) TCP/IP
5 2 (0.16%) VPN
5 2 (0.16%) Wireless
5 2 (0.16%) WLAN
6 1 (0.080%) Broadband
6 1 (0.080%) Extranet
6 1 (0.080%) FTP
6 1 (0.080%) Internet
6 1 (0.080%) SAN
6 1 (0.080%) SMTP
6 1 (0.080%) SNMP
6 1 (0.080%) Wireshark
Database & Business Intelligence
1 290 (23.22%) Big Data
2 198 (15.85%) SQL Server
3 160 (12.81%) Data Lake
4 157 (12.57%) Hadoop
5 145 (11.61%) NoSQL
6 133 (10.65%) PostgreSQL
7 132 (10.57%) Data Warehouse
8 129 (10.33%) Power BI
9 111 (8.89%) Amazon Athena
10 89 (7.13%) Amazon DynamoDB
11 70 (5.60%) Amazon Redshift
12 55 (4.40%) Apache Hive
13 52 (4.16%) MySQL
13 52 (4.16%) Relational Database
14 50 (4.00%) Data Mining
15 48 (3.84%) Azure SQL Database
15 48 (3.84%) SQL Server Integration Services
16 41 (3.28%) Neo4j
17 38 (3.04%) QlikView
18 37 (2.96%) SQL Server Analysis Services
Development Applications
1 76 (6.08%) Jenkins
2 61 (4.88%) Artifactory
3 37 (2.96%) Vagrant
4 35 (2.80%) JIRA
5 29 (2.32%) Atlassian Bamboo
6 21 (1.68%) GitLab
7 20 (1.60%) Git (software)
8 10 (0.80%) Bitbucket
8 10 (0.80%) webpack
9 9 (0.72%) Maven
9 9 (0.72%) TeamCity
10 8 (0.64%) kappa
11 5 (0.40%) Selenium
11 5 (0.40%) WebDriver
12 4 (0.32%) CircleCI
13 3 (0.24%) SQL Server Management Studio (SSMS)
13 3 (0.24%) Team Foundation Server
13 3 (0.24%) Visual Studio
14 2 (0.16%) Pylint
14 2 (0.16%) WiX
General
1 470 (37.63%) Finance
2 246 (19.70%) Front Office
3 177 (14.17%) Banking
4 100 (8.01%) Marketing
5 71 (5.68%) Legal
6 61 (4.88%) Retail
7 58 (4.64%) Back Office
8 36 (2.88%) Public Sector
9 22 (1.76%) Manufacturing
10 21 (1.68%) Automotive
11 20 (1.60%) Advertising
12 18 (1.44%) Telecoms
13 13 (1.04%) Financial Institution
14 12 (0.96%) Games
15 8 (0.64%) Law
16 6 (0.48%) Retail Banking
17 5 (0.40%) Pharmaceutical
18 4 (0.32%) Investment Banking
19 2 (0.16%) Private Banking
19 2 (0.16%) Spanish Language
Job Titles
1 198 (15.85%) Analyst
2 185 (14.81%) Developer
3 144 (11.53%) Architect
4 117 (9.37%) Data Analyst
5 111 (8.89%) Data Engineer
6 97 (7.77%) Data Manager
7 89 (7.13%) Analytics Manager
8 81 (6.49%) Java Developer
9 78 (6.24%) Software Engineer
10 67 (5.36%) Data Architect
11 63 (5.04%) Java Engineer
12 61 (4.88%) Developer/Software Engineer
13 60 (4.80%) Data Scientist
13 60 (4.80%) Java Software Developer
13 60 (4.80%) Java Software Engineer
14 58 (4.64%) Solutions Architect
15 54 (4.32%) Data Analytics Manager
16 53 (4.24%) Consultant
17 48 (3.84%) Python Engineer
18 47 (3.76%) Python Developer
Libraries, Frameworks & Software Standards
1 261 (20.90%) Web Services
2 146 (11.69%) J2EE
3 115 (9.21%) .NET
4 111 (8.89%) React
5 102 (8.17%) Node.js
6 81 (6.49%) AngularJS
7 68 (5.44%) Kafka
8 53 (4.24%) TensorFlow
9 51 (4.08%) Natural Language Processing
10 36 (2.88%) REST
11 33 (2.64%) Spark Streaming
12 29 (2.32%) scikit-learn
13 27 (2.16%) HTML
14 24 (1.92%) J2SE
14 24 (1.92%) Lambda Expressions
15 23 (1.84%) JSON
16 22 (1.76%) Redux
17 21 (1.68%) Flask
17 21 (1.68%) Swagger
18 19 (1.52%) NumPy
Miscellaneous
1 261 (20.90%) Analytical Skills
2 231 (18.49%) Fixed Income
3 204 (16.33%) Hedge funds
4 196 (15.69%) Derivative
5 164 (13.13%) Equities
6 83 (6.65%) Reference Data
7 78 (6.24%) Equity Derivative
8 77 (6.16%) Greenfield Project
9 71 (5.68%) Blog
10 65 (5.20%) Public Cloud
11 64 (5.12%) Management Information System
12 62 (4.96%) Algorithms
13 40 (3.20%) Data Structures
13 40 (3.20%) Foreign Exchange (FX)
14 33 (2.64%) User Experience
15 25 (2.00%) Exotic Derivative
15 25 (2.00%) Self-Motivation
16 24 (1.92%) Virtual Team
17 19 (1.52%) Data Centre
18 18 (1.44%) Acoustics
Operating Systems
1 60 (4.80%) Linux
2 34 (2.72%) Windows
3 24 (1.92%) Unix
4 15 (1.20%) Windows Server
5 1 (0.080%) Android
5 1 (0.080%) Apple iOS
5 1 (0.080%) CentOS
5 1 (0.080%) Ubuntu
5 1 (0.080%) Windows 10
5 1 (0.080%) Windows 8
5 1 (0.080%) Windows Server 2012
Processes & Methodologies
1 1,249 (100.00%) Analytics
2 478 (38.27%) Agile Software Development
3 369 (29.54%) Business Intelligence
4 265 (21.22%) Machine Learning
5 257 (20.58%) Asset Management
6 256 (20.50%) Visualisation
7 252 (20.18%) Software Engineering
8 248 (19.86%) Artificial Intelligence
9 236 (18.90%) Data Science
10 224 (17.93%) ETL
11 204 (16.33%) Migration
12 199 (15.93%) Investment Management
13 184 (14.73%) Data Analysis
14 177 (14.17%) Mentoring
15 176 (14.09%) Decision-Making
16 162 (12.97%) Microservices
17 141 (11.29%) DevOps
17 141 (11.29%) Performance Attribution
18 127 (10.17%) Data Management
18 127 (10.17%) Data Modelling
Programming Languages
1 637 (51.00%) Python
2 564 (45.16%) SQL
3 366 (29.30%) Java
4 286 (22.90%) R
5 243 (19.46%) JavaScript
6 179 (14.33%) C++
7 144 (11.53%) C#
8 85 (6.81%) Kotlin
9 80 (6.41%) Scala
10 40 (3.20%) C
11 29 (2.32%) PHP
12 24 (1.92%) Data Analysis Expressions (DAX)
13 23 (1.84%) Bash Shell
14 22 (1.76%) TypeScript
15 19 (1.52%) PowerShell
16 17 (1.36%) U-SQL
16 17 (1.36%) VBA
17 15 (1.20%) Ruby
18 13 (1.04%) T-SQL
19 11 (0.88%) Perl
Qualifications
1 215 (17.21%) Degree
2 24 (1.92%) PhD
3 22 (1.76%) Master's Degree
4 14 (1.12%) Security Cleared
5 13 (1.04%) Cisco Certification
5 13 (1.04%) SC Cleared
6 11 (0.88%) CISSP
6 11 (0.88%) Computer Science Degree
7 9 (0.72%) Numerate Degree
8 8 (0.64%) DV Cleared
9 6 (0.48%) CCNA
9 6 (0.48%) CISM
9 6 (0.48%) CRISC
9 6 (0.48%) Microsoft Certification
10 5 (0.40%) (ISC)2 CCSP
10 5 (0.40%) CCSP
10 5 (0.40%) DBS Check
11 4 (0.32%) AWS Certification
12 3 (0.24%) CCNP
12 3 (0.24%) CISA
Quality Assurance & Compliance
1 79 (6.33%) Data Quality
2 41 (3.28%) QA
3 35 (2.80%) GAAP
4 11 (0.88%) ISO/IEC 27001
4 11 (0.88%) PCI DSS
5 10 (0.80%) GDPR
6 8 (0.64%) Sarbanes-Oxley
7 6 (0.48%) PMO
8 4 (0.32%) Actionable Recommendations
8 4 (0.32%) SLA
9 3 (0.24%) COBIT
10 2 (0.16%) Basel III
10 2 (0.16%) NIST
10 2 (0.16%) Solvency II
11 1 (0.080%) CRD IV
11 1 (0.080%) IFRS
11 1 (0.080%) IFRS 9
11 1 (0.080%) ISO/IEC 19770
11 1 (0.080%) ITGC
11 1 (0.080%) NCSC
System Software
1 161 (12.89%) Docker
2 29 (2.32%) VirtualBox
3 20 (1.60%) VMware Infrastructure
4 17 (1.36%) Active Directory
5 16 (1.28%) Virtual Machines
6 12 (0.96%) Hyper-V
7 4 (0.32%) Apache ZooKeeper
8 1 (0.080%) HDFS
8 1 (0.080%) Terminal Server
8 1 (0.080%) Varnish
8 1 (0.080%) Virtual Servers
Systems Management
1 118 (9.45%) Kubernetes
2 69 (5.52%) Terraform
3 62 (4.96%) Ansible
4 33 (2.64%) Docker Swarm
5 19 (1.52%) Puppet
6 15 (1.20%) Oozie
7 10 (0.80%) Single Sign-On
8 6 (0.48%) Consul
8 6 (0.48%) Hadoop YARN
9 5 (0.40%) HP Quality Center
9 5 (0.40%) Kibana
10 3 (0.24%) Opscode Chef
10 3 (0.24%) Salt
11 2 (0.16%) Chronos
11 2 (0.16%) Mesos
12 1 (0.080%) Backup Exec
12 1 (0.080%) Kubeflow
12 1 (0.080%) Packer
12 1 (0.080%) SCOM
12 1 (0.080%) WSUS
Vendors
1 233 (18.65%) Tableau
2 163 (13.05%) Oracle
3 143 (11.45%) Bloomberg
4 138 (11.05%) Google
5 101 (8.09%) Microsoft
6 99 (7.93%) Alteryx
7 87 (6.97%) Cadence
7 87 (6.97%) Teradata
8 81 (6.49%) Automation Anywhere
8 81 (6.49%) Blue Prism
8 81 (6.49%) UiPath
9 57 (4.56%) Reuters
10 55 (4.40%) Cloudera
11 50 (4.00%) Hortonworks
12 48 (3.84%) Databricks
13 44 (3.52%) Informatica
14 34 (2.72%) Adobe
15 26 (2.08%) Talend
16 25 (2.00%) IBM
17 22 (1.76%) Salesforce.com