Period
to 1 April 2020

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 1 April 2020 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
1 Apr 2020
Same period 2019 Same period 2018
Rank 22 25 25
Rank change year-on-year +3 0 +3
Permanent jobs citing Analytics 4,358 5,120 5,485
As % of all permanent jobs advertised in London 9.03% 8.40% 7.90%
As % of the Processes & Methodologies category 9.66% 9.06% 8.47%
Number of salaries quoted 3,371 4,068 4,337
Median annual salary £72,000 £65,000 £65,000
Median salary % change year-on-year +10.77% - +8.33%
10th Percentile £41,250 £40,000 £36,250
90th Percentile £126,250 £102,500 £100,000
England median annual salary £62,500 £60,000 £55,000
% change year-on-year +4.17% +9.09% -

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 45,135 56,510 64,758
As % of all permanent IT jobs advertised in London 93.48% 92.73% 93.24%
Number of salaries quoted 36,183 45,746 53,555
Median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% -
10th Percentile £37,500 £36,250 £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% +2.04%

Analytics
Job Vacancy Trend in London

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

Job vacancy trend for Analytics in London

Analytics
Salary Trend in London

3-month moving average salary quoted in jobs citing Analytics in London.

Salary trend for Analytics in London

Analytics
Salary Histogram in London

Salary distribution for jobs citing Analytics in London over the 6 months to 1 April 2020.

Salary histogram for Analytics in London

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 Analytics within the London region over the 6 months to 1 April 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 +5 850 £72,500 +3.57% 157
South London +17 134 £59,254 +24.62% 16
West London -9 132 £60,000 +14.29% 48
East London +10 58 £57,500 +38.55% 18
North London +19 51 £56,250 -6.25% 2
Analytics
England

For the 6 months to 1 April 2020, IT jobs citing 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 Analytics.

1 1,664 (38.18%) SQL
2 1,582 (36.30%) Python
3 1,435 (32.93%) Agile Software Development
4 1,333 (30.59%) Finance
5 1,266 (29.05%) Data Analytics
6 1,082 (24.83%) Business Intelligence
7 1,064 (24.41%) AWS
8 911 (20.90%) Analytical Skills
9 826 (18.95%) Java
10 792 (18.17%) Azure
11 774 (17.76%) Degree
12 715 (16.41%) JavaScript
13 696 (15.97%) Machine Learning
13 696 (15.97%) Data Science
14 675 (15.49%) Visualisation
15 668 (15.33%) Big Data
16 660 (15.14%) Tableau
17 622 (14.27%) ETL
18 613 (14.07%) SQL Server
19 555 (12.74%) Artificial Intelligence
20 551 (12.64%) Data Warehouse
21 547 (12.55%) Marketing
22 535 (12.28%) R
23 525 (12.05%) Google
24 522 (11.98%) Microsoft
25 514 (11.79%) Software Engineering
26 513 (11.77%) DevOps
27 498 (11.43%) Power Platform
28 494 (11.34%) Power BI
29 486 (11.15%) Web Services

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
1 393 (9.02%) Apache Spark
2 139 (3.19%) SAS
3 76 (1.74%) Apache Airflow
4 62 (1.42%) CMS
5 59 (1.35%) Confluence
6 58 (1.33%) Apache
7 57 (1.31%) Elasticsearch
8 52 (1.19%) Adobe Experience Manager
9 50 (1.15%) IIS
10 38 (0.87%) Jupyter
11 32 (0.73%) Luigi
12 18 (0.41%) SharePoint
13 14 (0.32%) Apache Pig
13 14 (0.32%) Tomcat
14 12 (0.28%) Apache Solr
15 11 (0.25%) JBoss
15 11 (0.25%) WordPress
16 10 (0.23%) WebLogic
16 10 (0.23%) WebSphere
17 9 (0.21%) Sitecore CMS
Applications
1 233 (5.35%) Microsoft Excel
2 60 (1.38%) Microsoft Office
3 44 (1.01%) Microsoft PowerPoint
4 43 (0.99%) SPSS
5 31 (0.71%) Photoshop
6 21 (0.48%) Sketch
7 18 (0.41%) InVision
8 11 (0.25%) Adobe Creative Suite
9 10 (0.23%) Adobe Illustrator
9 10 (0.23%) Microsoft Project
10 9 (0.21%) Figma
10 9 (0.21%) MS Visio
11 7 (0.16%) Adobe Premiere
11 7 (0.16%) Marvel
12 5 (0.11%) Chatbot
12 5 (0.11%) Spreadsheet
13 4 (0.092%) Notepad++
14 3 (0.069%) Zeplin
15 2 (0.046%) Fireworks
16 1 (0.023%) Acrobat
Business Applications
1 105 (2.41%) FINCAD Analytics
2 59 (1.35%) PolarLake
3 57 (1.31%) Markit EDM
4 56 (1.28%) Eagle PACE
5 25 (0.57%) SAP S/4HANA
6 22 (0.50%) Dynamics CRM
7 17 (0.39%) Adobe Campaign
8 13 (0.30%) Magento
8 13 (0.30%) Shopify
9 12 (0.28%) Cognos Business Intelligence
10 11 (0.25%) Salesforce.com CRM
11 10 (0.23%) SAP Hybris
12 9 (0.21%) Cognos TM1
12 9 (0.21%) SAP BPC
13 7 (0.16%) Distributed Ledger
13 7 (0.16%) SAP ERP
13 7 (0.16%) SAP Payroll
14 6 (0.14%) Eloqua
15 5 (0.11%) Oracle EBS
15 5 (0.11%) Payment Gateway
Cloud Services
1 1,064 (24.41%) AWS
2 792 (18.17%) Azure
3 498 (11.43%) Power Platform
4 394 (9.04%) GCP
5 248 (5.69%) Google Analytics
6 221 (5.07%) SaaS
7 142 (3.26%) Azure Data Factory
8 138 (3.17%) Serverless
9 115 (2.64%) Amazon S3
10 88 (2.02%) PaaS
11 86 (1.97%) Adobe Analytics
12 85 (1.95%) Amazon EC2
13 82 (1.88%) Amazon EMR
14 80 (1.84%) Cloud Computing
15 78 (1.79%) AWS Lambda
16 72 (1.65%) GitHub
17 57 (1.31%) Amazon Kinesis
18 54 (1.24%) OpenShift
19 47 (1.08%) Azure Active Directory
19 47 (1.08%) Office 365
Communications & Networking
1 130 (2.98%) Firewall
2 79 (1.81%) TCP/IP
3 48 (1.10%) Wireshark
4 44 (1.01%) Internet
5 28 (0.64%) DNS
6 20 (0.46%) IPsec
7 17 (0.39%) HTTP
7 17 (0.39%) Network Security
7 17 (0.39%) SSL
8 16 (0.37%) VPN
9 14 (0.32%) SMTP
9 14 (0.32%) Software-Defined Networking
10 12 (0.28%) Intrusion Detection
11 8 (0.18%) HTTPS
12 6 (0.14%) DHCP
13 5 (0.11%) SAN
14 4 (0.092%) BGP
14 4 (0.092%) Intranet
14 4 (0.092%) RSVP
14 4 (0.092%) WAN
Database & Business Intelligence
1 668 (15.33%) Big Data
2 613 (14.07%) SQL Server
3 551 (12.64%) Data Warehouse
4 494 (11.34%) Power BI
5 393 (9.02%) Hadoop
6 390 (8.95%) Data Lake
7 350 (8.03%) NoSQL
8 266 (6.10%) PostgreSQL
9 209 (4.80%) Amazon Athena
10 203 (4.66%) SQL Server Integration Services
11 197 (4.52%) Amazon Redshift
12 175 (4.02%) Relational Database
13 169 (3.88%) Amazon DynamoDB
14 154 (3.53%) Azure SQL Database
15 150 (3.44%) SQL Server Analysis Services
16 130 (2.98%) SQL Server Reporting Services
17 129 (2.96%) BigQuery
18 111 (2.55%) Apache Cassandra
19 108 (2.48%) QlikView
20 107 (2.46%) MongoDB
Development Applications
1 281 (6.45%) Git (software)
2 157 (3.60%) Jenkins
3 154 (3.53%) JIRA
4 74 (1.70%) Octopus Deploy
5 70 (1.61%) Artifactory
6 61 (1.40%) RStudio
7 52 (1.19%) Visual Studio Team System
8 47 (1.08%) Vagrant
9 46 (1.06%) Atlassian Bamboo
9 46 (1.06%) Jasmine
9 46 (1.06%) Selenium
10 43 (0.99%) Maven
10 43 (0.99%) Visual Studio
11 42 (0.96%) NUnit
11 42 (0.96%) TeamCity
12 33 (0.76%) Bitbucket
12 33 (0.76%) Karma Test Runner
13 32 (0.73%) WebDriver
13 32 (0.73%) Xcode
14 31 (0.71%) webpack
General
1 1,333 (30.59%) Finance
2 547 (12.55%) Marketing
3 420 (9.64%) Front Office
4 347 (7.96%) Banking
5 254 (5.83%) Retail
6 178 (4.08%) Legal
7 112 (2.57%) Advertising
8 106 (2.43%) Back Office
9 91 (2.09%) Public Sector
10 82 (1.88%) Law
11 72 (1.65%) Telecoms
12 68 (1.56%) Games
13 59 (1.35%) Police
14 46 (1.06%) Manufacturing
15 43 (0.99%) Publishing
16 39 (0.89%) Local Government
17 34 (0.78%) Financial Institution
18 33 (0.76%) Investment Banking
19 24 (0.55%) Automotive
20 15 (0.34%) Billing
Job Titles
1 842 (19.32%) Developer
2 704 (16.15%) Analyst
3 389 (8.93%) Data Engineer
4 372 (8.54%) Architect
5 294 (6.75%) Data Analyst
6 246 (5.64%) Consultant
7 235 (5.39%) Senior Developer
8 188 (4.31%) Data Scientist
9 174 (3.99%) Data Manager
10 160 (3.67%) Data Architect
11 141 (3.24%) Analytics Manager
12 136 (3.12%) Java Developer
13 124 (2.85%) Senior Analyst
14 119 (2.73%) Python Developer
15 114 (2.62%) Business Analyst
15 114 (2.62%) Front End Developer (Client-Side Developer)
15 114 (2.62%) Solutions Architect
16 97 (2.23%) SQL Developer
17 96 (2.20%) Azure Engineer
18 94 (2.16%) Software Engineer
Libraries, Frameworks & Software Standards
1 486 (11.15%) Web Services
2 290 (6.65%) React
3 284 (6.52%) HTML
4 271 (6.22%) .NET
5 249 (5.71%) Kafka
6 230 (5.28%) CSS
7 204 (4.68%) Node.js
8 199 (4.57%) AngularJS
9 150 (3.44%) J2EE
10 138 (3.17%) Natural Language Processing
11 114 (2.62%) HTML5
12 107 (2.46%) REST
13 97 (2.23%) TensorFlow
14 93 (2.13%) Redux
15 88 (2.02%) JSON
16 80 (1.84%) jQuery
17 67 (1.54%) Pandas
17 67 (1.54%) scikit-learn
17 67 (1.54%) XML
18 66 (1.51%) RabbitMQ
Miscellaneous
1 911 (20.90%) Analytical Skills
2 393 (9.02%) Fixed Income
3 358 (8.21%) Derivative
4 321 (7.37%) User Experience
5 307 (7.04%) Hedge funds
6 255 (5.85%) Equities
7 196 (4.50%) Greenfield Project
8 182 (4.18%) Algorithms
9 180 (4.13%) Management Information System
10 156 (3.58%) Self-Motivation
11 149 (3.42%) Data Structures
12 136 (3.12%) Foreign Exchange (FX)
13 125 (2.87%) Reference Data
14 111 (2.55%) Blog
15 99 (2.27%) Public Cloud
16 85 (1.95%) Virtual Team
17 82 (1.88%) Equity Derivative
18 78 (1.79%) Social Media
19 77 (1.77%) Enterprise Software
20 64 (1.47%) Mobile App
Operating Systems
1 249 (5.71%) Linux
2 201 (4.61%) Windows
3 111 (2.55%) Apple iOS
4 107 (2.46%) Unix
5 95 (2.18%) Android
6 49 (1.12%) Windows Server
7 16 (0.37%) Windows 10
8 15 (0.34%) Kali Linux
9 8 (0.18%) Mac OS
10 3 (0.069%) Windows Server 2016
11 2 (0.046%) CentOS
11 2 (0.046%) Ubuntu
11 2 (0.046%) VMS
11 2 (0.046%) Windows Server 2012
12 1 (0.023%) Debian
12 1 (0.023%) FreeBSD
12 1 (0.023%) Solaris
12 1 (0.023%) Windows 8
12 1 (0.023%) Windows Server 2008
12 1 (0.023%) Windows Server 2019
Processes & Methodologies
1 1,435 (32.93%) Agile Software Development
2 1,266 (29.05%) Data Analytics
3 1,082 (24.83%) Business Intelligence
4 696 (15.97%) Data Science
4 696 (15.97%) Machine Learning
5 675 (15.49%) Visualisation
6 622 (14.27%) ETL
7 555 (12.74%) Artificial Intelligence
8 514 (11.79%) Software Engineering
9 513 (11.77%) DevOps
10 462 (10.60%) Data Analysis
11 448 (10.28%) Computer Science
12 445 (10.21%) Data Modelling
13 437 (10.03%) Decision-Making
14 433 (9.94%) Asset Management
15 419 (9.61%) Project Management
16 418 (9.59%) Problem-Solving
17 416 (9.55%) Mentoring
18 393 (9.02%) Migration
19 326 (7.48%) Data Visualisation
Programming Languages
1 1,664 (38.18%) SQL
2 1,582 (36.30%) Python
3 826 (18.95%) Java
4 715 (16.41%) JavaScript
5 535 (12.28%) R
6 451 (10.35%) C#
7 296 (6.79%) C++
8 240 (5.51%) Scala
9 136 (3.12%) PowerShell
10 119 (2.73%) C
11 116 (2.66%) Kotlin
12 109 (2.50%) TypeScript
13 107 (2.46%) PHP
14 105 (2.41%) T-SQL
15 100 (2.29%) Bash Shell
16 83 (1.90%) VBA
17 61 (1.40%) Ruby
18 60 (1.38%) Data Analysis Expressions (DAX)
19 54 (1.24%) ES6
20 51 (1.17%) Go
Qualifications
1 774 (17.76%) Degree
2 223 (5.12%) Computer Science Degree
3 85 (1.95%) Security Cleared
4 66 (1.51%) PhD
5 64 (1.47%) Master's Degree
6 59 (1.35%) CISSP
7 42 (0.96%) Numerate Degree
8 36 (0.83%) SC Cleared
9 32 (0.73%) Cisco Certification
10 26 (0.60%) Microsoft Certification
11 24 (0.55%) CISM
11 24 (0.55%) MBA
12 21 (0.48%) DV Cleared
13 18 (0.41%) AWS Certification
13 18 (0.41%) CCSP
13 18 (0.41%) CESG Certified Professional
14 17 (0.39%) (ISC)2 CCSP
15 14 (0.32%) CompTIA Security+
16 13 (0.30%) MCSE
16 13 (0.30%) SANS
Quality Assurance & Compliance
1 251 (5.76%) Data Quality
2 211 (4.84%) QA
3 81 (1.86%) GAAP
4 72 (1.65%) GDPR
5 24 (0.55%) PMO
6 23 (0.53%) SLA
7 18 (0.41%) Actionable Recommendations
8 17 (0.39%) ISO/IEC 27001
9 14 (0.32%) Sarbanes-Oxley
10 12 (0.28%) PCI DSS
11 11 (0.25%) MiFID
12 8 (0.18%) Basel III
12 8 (0.18%) Solvency II
13 7 (0.16%) ITGC
14 5 (0.11%) COBIT
14 5 (0.11%) NIST
15 4 (0.092%) Basel II
15 4 (0.092%) Dodd-Frank
15 4 (0.092%) GLP
15 4 (0.092%) HMG Security Policy Framework
System Software
1 377 (8.65%) Docker
2 45 (1.03%) Active Directory
3 36 (0.83%) VirtualBox
4 28 (0.64%) VMware Infrastructure
5 16 (0.37%) Apache ZooKeeper
5 16 (0.37%) Virtual Machines
6 13 (0.30%) Apache Flume
7 8 (0.18%) Hyper-V
8 6 (0.14%) HDFS
9 3 (0.069%) Varnish
9 3 (0.069%) Virtual Servers
10 2 (0.046%) VMware ESXi
11 1 (0.023%) Cronacle
11 1 (0.023%) iptables
11 1 (0.023%) KVM
11 1 (0.023%) NFS
11 1 (0.023%) Terminal Server
11 1 (0.023%) vCloud
Systems Management
1 273 (6.26%) Kubernetes
2 146 (3.35%) Terraform
3 111 (2.55%) Ansible
4 52 (1.19%) Puppet
5 46 (1.06%) Opscode Chef
6 40 (0.92%) Docker Swarm
7 23 (0.53%) Single Sign-On
8 19 (0.44%) Microsoft Intune
8 19 (0.44%) Oozie
9 14 (0.32%) Nessus
10 13 (0.30%) SCOM
11 10 (0.23%) SCCM
12 9 (0.21%) Salt
13 8 (0.18%) Kibana
13 8 (0.18%) Nagios
14 7 (0.16%) Hadoop YARN
14 7 (0.16%) Nmap
15 6 (0.14%) ZABBIX
16 5 (0.11%) Grafana
17 3 (0.069%) FTK
Vendors
1 660 (15.14%) Tableau
2 525 (12.05%) Google
3 522 (11.98%) Microsoft
4 368 (8.44%) Oracle
5 210 (4.82%) Bloomberg
6 197 (4.52%) Teradata
7 195 (4.47%) Alteryx
8 170 (3.90%) Adobe
9 168 (3.85%) Cadence
10 162 (3.72%) Blue Prism
10 162 (3.72%) UiPath
11 159 (3.65%) Automation Anywhere
11 159 (3.65%) Salesforce.com
12 125 (2.87%) SAP
13 120 (2.75%) Databricks
14 113 (2.59%) IBM
15 109 (2.50%) Informatica
16 70 (1.61%) Talend
17 59 (1.35%) Cloudera
18 57 (1.31%) Reuters