Period
to 19 June 2021

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 19 June 2021 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
19 Jun 2021
Same period 2020 Same period 2019
Rank 21 23 25
Rank change year-on-year +2 +2 +2
Permanent jobs citing Analytics 3,917 3,114 5,057
As % of all permanent jobs advertised in London 10.01% 9.13% 8.79%
As % of the Processes & Methodologies category 10.61% 9.73% 9.45%
Number of salaries quoted 2,594 2,296 3,991
10th Percentile £42,500 £42,500 £40,000
25th Percentile £52,500 £52,500 £48,750
Median annual salary (50th Percentile) £70,000 £70,000 £65,000
Median % change year-on-year - +7.69% -
75th Percentile £88,750 £91,250 £85,625
90th Percentile £113,750 £121,875 £103,750
England median annual salary £60,000 £62,500 £58,000
% change year-on-year -4.00% +7.76% +5.45%

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 36,932 32,004 53,531
As % of all permanent IT jobs advertised in London 94.36% 93.78% 93.03%
Number of salaries quoted 25,886 26,038 43,777
10th Percentile £42,500 £39,250 £36,250
25th Percentile £52,500 £51,250 £47,500
Median annual salary (50th Percentile) £70,000 £67,500 £65,000
Median % change year-on-year +3.70% +3.85% +8.33%
75th Percentile £87,500 £85,000 £82,500
90th Percentile £105,000 £102,500 £97,500
England median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +5.00%

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 19 June 2021.

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 19 June 2021. 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 +5 627 £70,000 - 185
West London -13 90 £64,000 +16.36% 36
South London -12 78 £57,500 +9.52% 9
East London -19 8 £35,500 -45.38% 37
North London -8 5 £40,000 -30.43% 2
Analytics
England

For the 6 months to 19 June 2021, 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 1,541 (39.34%) Python
2 1,475 (37.66%) SQL
3 1,196 (30.53%) Agile Software Development
4 1,156 (29.51%) Finance
5 1,102 (28.13%) AWS
6 965 (24.64%) Data Analytics
7 952 (24.30%) Business Intelligence
8 874 (22.31%) Azure
9 816 (20.83%) Data Science
10 786 (20.07%) Social Skills
11 706 (18.02%) Analytical Skills
12 695 (17.74%) Software Engineering
13 651 (16.62%) Java
14 631 (16.11%) JavaScript
15 617 (15.75%) Big Data
16 613 (15.65%) GCP
17 609 (15.55%) Machine Learning
18 601 (15.34%) Google
19 580 (14.81%) Artificial Intelligence
20 570 (14.55%) Data Warehouse
21 555 (14.17%) Visualisation
22 552 (14.09%) ETL
22 552 (14.09%) Docker
23 544 (13.89%) Degree
24 539 (13.76%) Marketing
25 525 (13.40%) Power Platform
26 520 (13.28%) Power BI
27 508 (12.97%) Tableau
28 502 (12.82%) DevOps
29 487 (12.43%) Kubernetes

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
1 400 (10.21%) Apache Spark
2 170 (4.34%) Apache Airflow
3 169 (4.31%) Elasticsearch
4 140 (3.57%) SAS
5 103 (2.63%) Apache
6 91 (2.32%) Confluence
7 67 (1.71%) CMS
8 54 (1.38%) SharePoint
9 30 (0.77%) Luigi
10 19 (0.49%) Oracle Application Server
11 16 (0.41%) Oracle SOA Suite
11 16 (0.41%) WordPress
12 14 (0.36%) Adobe Experience Manager
12 14 (0.36%) Drupal
12 14 (0.36%) nginx
13 13 (0.33%) Apache Pig
14 12 (0.31%) Tomcat
15 11 (0.28%) Oracle Workflow
16 9 (0.23%) Apache Pulsar
17 6 (0.15%) MS Exchange
Applications
1 200 (5.11%) Microsoft Excel
2 72 (1.84%) Microsoft Office
3 34 (0.87%) Sketch
3 34 (0.87%) SPSS
4 32 (0.82%) Spreadsheet
5 31 (0.79%) Microsoft PowerPoint
6 30 (0.77%) MS Visio
7 29 (0.74%) Figma
8 26 (0.66%) InVision
9 11 (0.28%) Photoshop
10 9 (0.23%) Adobe XD
10 9 (0.23%) Microsoft Project
11 7 (0.18%) Chatbot
12 6 (0.15%) Adobe Premiere
13 5 (0.13%) Zeplin
14 4 (0.10%) Adobe Creative Suite
14 4 (0.10%) InfoPath
15 3 (0.077%) OmniGraffle
15 3 (0.077%) UserZoom
16 2 (0.051%) Stata
Business Applications
1 35 (0.89%) Shopify
2 27 (0.69%) FastStats
3 26 (0.66%) Payment Gateway
4 22 (0.56%) Magento
5 20 (0.51%) Oracle ERP
6 18 (0.46%) Dynamics CRM
7 12 (0.31%) SAP S/4HANA
8 10 (0.26%) Primavera
8 10 (0.26%) Salesforce.com CRM
9 7 (0.18%) Eloqua
9 7 (0.18%) Oracle EBS
9 7 (0.18%) Sentinel
10 6 (0.15%) Oracle Procure-to-Pay
10 6 (0.15%) WebTrends
11 5 (0.13%) Cognos TM1
11 5 (0.13%) SAP BPC
12 4 (0.10%) Dynamics AX
12 4 (0.10%) HFM
12 4 (0.10%) Hyperion Planning
12 4 (0.10%) Loan IQ
Cloud Services
1 1,102 (28.13%) AWS
2 874 (22.31%) Azure
3 613 (15.65%) GCP
4 525 (13.40%) Power Platform
5 252 (6.43%) Serverless
6 221 (5.64%) Google Analytics
7 213 (5.44%) Snowflake
8 187 (4.77%) SaaS
9 128 (3.27%) Amazon S3
10 116 (2.96%) GitHub
11 115 (2.94%) AWS Lambda
12 111 (2.83%) Azure Data Factory
13 90 (2.30%) Amazon EMR
14 80 (2.04%) PaaS
15 68 (1.74%) Microsoft 365
16 66 (1.68%) IBM Cloud
17 64 (1.63%) Amazon EC2
17 64 (1.63%) Cloud Functions
18 62 (1.58%) Cloud Computing
19 51 (1.30%) Amazon SQS
Communications & Networking
1 68 (1.74%) Firewall
2 32 (0.82%) Internet
3 29 (0.74%) HTTP
4 23 (0.59%) Broadband
5 20 (0.51%) TCP/IP
6 17 (0.43%) Extranet
7 16 (0.41%) DNS
8 13 (0.33%) 5G
9 12 (0.31%) SMS
10 11 (0.28%) 4G
10 11 (0.28%) Unified Communications
11 10 (0.26%) VPN
12 8 (0.20%) AMQP
12 8 (0.20%) Network Security
13 7 (0.18%) Bluetooth
13 7 (0.18%) CTI
14 6 (0.15%) RIP
14 6 (0.15%) WAN
15 5 (0.13%) DVB
15 5 (0.13%) GSM
Database & Business Intelligence
1 617 (15.75%) Big Data
2 570 (14.55%) Data Warehouse
3 520 (13.28%) Power BI
4 508 (12.97%) Tableau
5 357 (9.11%) NoSQL
6 308 (7.86%) SQL Server
7 302 (7.71%) Hadoop
8 260 (6.64%) Amazon Redshift
9 247 (6.31%) Relational Database
10 214 (5.46%) PostgreSQL
11 193 (4.93%) BigQuery
12 187 (4.77%) Data Lake
13 154 (3.93%) MongoDB
14 142 (3.63%) SQL Server Integration Services
15 131 (3.34%) SQL Server Reporting Services
16 112 (2.86%) SQL Server Analysis Services
17 105 (2.68%) Looker
18 104 (2.66%) Data Mining
19 102 (2.60%) MySQL
20 96 (2.45%) Neo4j
Development Applications
1 239 (6.10%) Jenkins
2 222 (5.67%) Git (software)
3 197 (5.03%) JIRA
4 80 (2.04%) Cypress.io
5 75 (1.91%) Atlassian Bamboo
6 71 (1.81%) Vagrant
7 54 (1.38%) Maven
8 42 (1.07%) Artifactory
9 41 (1.05%) Visual Studio
10 39 (1.00%) Gradle
11 37 (0.94%) GitLab
12 30 (0.77%) Selenium
13 29 (0.74%) Bitbucket
13 29 (0.74%) Mocha
14 27 (0.69%) CircleCI
14 27 (0.69%) JUnit
14 27 (0.69%) Team Foundation Server
15 23 (0.59%) Oracle APEX
16 19 (0.49%) SonarQube
17 18 (0.46%) Cucumber
General
1 1,156 (29.51%) Finance
2 786 (20.07%) Social Skills
3 706 (18.02%) Analytical Skills
4 539 (13.76%) Marketing
5 292 (7.45%) Banking
6 287 (7.33%) Front Office
7 243 (6.20%) Retail
8 136 (3.47%) Presentation Skills
9 130 (3.32%) Advertising
10 110 (2.81%) Legal
11 108 (2.76%) Law
12 103 (2.63%) Investment Banking
13 88 (2.25%) Games
14 87 (2.22%) Influencing Skills
15 70 (1.79%) Public Sector
16 68 (1.74%) Manufacturing
17 64 (1.63%) Pharmaceutical
18 63 (1.61%) Telecoms
19 59 (1.51%) Publishing
20 54 (1.38%) Financial Institution
Job Titles
1 854 (21.80%) Developer
2 494 (12.61%) Analyst
3 387 (9.88%) Data Engineer
4 311 (7.94%) Architect
5 232 (5.92%) Software Engineer
6 217 (5.54%) Data Analyst
7 195 (4.98%) Consultant
8 183 (4.67%) Data Scientist
9 158 (4.03%) Data Architect
10 157 (4.01%) Senior Developer
11 139 (3.55%) Python Developer
12 116 (2.96%) Front Office Developer
13 110 (2.81%) JavaScript Developer
14 92 (2.35%) React Developer
15 88 (2.25%) Solutions Architect
16 87 (2.22%) Senior Analyst
17 86 (2.20%) Business Intelligence Developer
18 84 (2.14%) Product Manager
18 84 (2.14%) Python Engineer
19 81 (2.07%) AWS Engineer
Libraries, Frameworks & Software Standards
1 436 (11.13%) React
2 300 (7.66%) Node.js
3 262 (6.69%) Kafka
4 254 (6.48%) HTML
5 238 (6.08%) AngularJS
6 231 (5.90%) REST
7 221 (5.64%) CSS
8 194 (4.95%) Web Services
9 191 (4.88%) GraphQL
10 170 (4.34%) .NET
11 113 (2.88%) Vue.js
12 106 (2.71%) Redux
13 102 (2.60%) Spring
14 101 (2.58%) RESTful
15 96 (2.45%) React Native
16 87 (2.22%) Spark Streaming
17 75 (1.91%) jQuery
18 63 (1.61%) Middleware
19 62 (1.58%) HTML5
20 61 (1.56%) JSON
Miscellaneous
1 345 (8.81%) User Experience
2 314 (8.02%) Derivative
3 231 (5.90%) Equities
4 216 (5.51%) Hedge funds
5 182 (4.65%) Fixed Income
6 146 (3.73%) Algorithms
7 139 (3.55%) Foreign Exchange (FX)
8 103 (2.63%) Data Structures
9 99 (2.53%) Mobile App
10 92 (2.35%) Greenfield Project
10 92 (2.35%) Management Information System
11 81 (2.07%) Social Media
12 80 (2.04%) Self-Motivation
13 69 (1.76%) Credit Risk
14 68 (1.74%) Equity Derivative
15 57 (1.46%) Data Centre
16 56 (1.43%) Life Science
17 54 (1.38%) Virtual Team
18 53 (1.35%) Enterprise Software
19 43 (1.10%) Linux Command Line
Operating Systems
1 231 (5.90%) Linux
2 86 (2.20%) Windows
3 74 (1.89%) Unix
4 68 (1.74%) Apple iOS
5 67 (1.71%) Android
6 21 (0.54%) Windows Server
7 14 (0.36%) CentOS
8 12 (0.31%) Red Hat Enterprise Linux
9 7 (0.18%) Windows 10
10 6 (0.15%) Embedded Linux
10 6 (0.15%) Mac OS
11 4 (0.10%) Mesosphere
11 4 (0.10%) Ubuntu
11 4 (0.10%) VMS
11 4 (0.10%) Windows Server 2012
12 2 (0.051%) AIX
13 1 (0.026%) Alpine Linux
13 1 (0.026%) Kali Linux
13 1 (0.026%) Solaris
Processes & Methodologies
1 1,196 (30.53%) Agile Software Development
2 965 (24.64%) Data Analytics
3 952 (24.30%) Business Intelligence
4 816 (20.83%) Data Science
5 695 (17.74%) Software Engineering
6 609 (15.55%) Machine Learning
7 580 (14.81%) Artificial Intelligence
8 555 (14.17%) Visualisation
9 552 (14.09%) ETL
10 502 (12.82%) DevOps
11 435 (11.11%) Problem-Solving
12 432 (11.03%) Data Modelling
13 423 (10.80%) Data Engineering
14 344 (8.78%) Microservices
15 343 (8.76%) Data Pipeline
16 340 (8.68%) Data Visualisation
17 324 (8.27%) Computer Science
18 304 (7.76%) Project Management
19 288 (7.35%) Data Management
20 281 (7.17%) Data Analysis
Programming Languages
1 1,541 (39.34%) Python
2 1,475 (37.66%) SQL
3 651 (16.62%) Java
4 631 (16.11%) JavaScript
5 346 (8.83%) R
6 273 (6.97%) C#
7 259 (6.61%) TypeScript
8 212 (5.41%) C++
9 193 (4.93%) Scala
10 142 (3.63%) C
11 102 (2.60%) Go
12 95 (2.43%) Kotlin
13 74 (1.89%) T-SQL
14 61 (1.56%) PowerShell
15 56 (1.43%) Java 8
16 49 (1.25%) PHP
17 46 (1.17%) PL/SQL
18 43 (1.10%) Ruby
19 40 (1.02%) Data Analysis Expressions (DAX)
20 39 (1.00%) Bash Shell
Qualifications
1 544 (13.89%) Degree
2 112 (2.86%) Security Cleared
3 97 (2.48%) Computer Science Degree
4 86 (2.20%) SC Cleared
5 68 (1.74%) PhD
6 56 (1.43%) Numerate Degree
7 44 (1.12%) Master's Degree
8 30 (0.77%) DV Cleared
9 24 (0.61%) ITIL Foundation Certificate
10 19 (0.49%) BPSS Clearance
10 19 (0.49%) CISSP
11 15 (0.38%) MBA
11 15 (0.38%) Oracle Certification
12 14 (0.36%) CISM
12 14 (0.36%) Microsoft Certification
13 13 (0.33%) TOGAF Certification
14 12 (0.31%) CISA
15 10 (0.26%) AWS Certification
16 8 (0.20%) Cisco Certification
17 7 (0.18%) Postgraduate
Quality Assurance & Compliance
1 213 (5.44%) Data Quality
2 159 (4.06%) QA
3 94 (2.40%) GDPR
4 32 (0.82%) Accessibility
5 28 (0.71%) PMO
6 19 (0.49%) Cyber Essentials
7 17 (0.43%) SLA
8 15 (0.38%) Actionable Recommendations
9 14 (0.36%) ISO/IEC 27001
10 13 (0.33%) NIST
11 11 (0.28%) PCI DSS
12 9 (0.23%) COBIT
13 8 (0.20%) MiFID
14 7 (0.18%) Solvency II
15 6 (0.15%) EMIR
16 5 (0.13%) HAZOP
16 5 (0.13%) IEC 61508
16 5 (0.13%) ISO 13485
16 5 (0.13%) ISO 26262
17 4 (0.10%) IEC 62304
System Software
1 552 (14.09%) Docker
2 71 (1.81%) VirtualBox
3 31 (0.79%) Active Directory
4 20 (0.51%) Virtual Machines
5 18 (0.46%) VMware Infrastructure
6 15 (0.38%) HDFS
7 10 (0.26%) Apache ZooKeeper
8 8 (0.20%) Virtual Servers
9 6 (0.15%) VMware ESXi
10 4 (0.10%) Apache Flume
10 4 (0.10%) Citrix Hypervisor
10 4 (0.10%) VMware Server
11 2 (0.051%) Snort
12 1 (0.026%) Hyper-V
12 1 (0.026%) vSphere
12 1 (0.026%) Xen
Systems Management
1 487 (12.43%) Kubernetes
2 284 (7.25%) Terraform
3 133 (3.40%) Ansible
4 87 (2.22%) Docker Swarm
5 54 (1.38%) Grafana
5 54 (1.38%) Prometheus
6 29 (0.74%) Puppet
7 21 (0.54%) Istio
8 18 (0.46%) Opscode Chef
9 9 (0.23%) Kubeflow
10 8 (0.20%) Kibana
10 8 (0.20%) logstash
10 8 (0.20%) Microsoft Intune
11 6 (0.15%) Active Directory Federation Services
12 5 (0.13%) EMC NetWorker
12 5 (0.13%) Hadoop YARN
12 5 (0.13%) HP Quality Center
12 5 (0.13%) Mesos
12 5 (0.13%) Single Sign-On
13 4 (0.10%) Marathon
Vendors
1 601 (15.34%) Google
2 396 (10.11%) Microsoft
3 186 (4.75%) Oracle
4 137 (3.50%) Salesforce.com
5 135 (3.45%) IBM
6 134 (3.42%) Databricks
7 112 (2.86%) Cloudera
8 111 (2.83%) Talend
9 106 (2.71%) Informatica
10 96 (2.45%) Adobe
11 88 (2.25%) SAP
12 80 (2.04%) Hortonworks
13 76 (1.94%) Alteryx
14 48 (1.23%) Facebook
15 38 (0.97%) Instagram
16 37 (0.94%) Teradata
17 33 (0.84%) YouTube
18 26 (0.66%) Cognos
18 26 (0.66%) VMware
19 25 (0.64%) Splunk