Period
to

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 23 May 2022 with a comparison to the same period in the previous 2 years.

Data Analytics
England > London
6 months to
23 May 2022
Same period 2021 Same period 2020
Rank 120 136 127
Rank change year-on-year +16 -9 +36
Permanent jobs citing Data Analytics 2,332 859 1,049
As % of all permanent jobs advertised in London 3.32% 2.50% 2.71%
As % of the Processes & Methodologies category 3.43% 2.64% 2.87%
Number of salaries quoted 1,037 651 729
10th Percentile £45,000 £45,000 £44,800
25th Percentile £55,000 £52,500 £56,250
Median annual salary (50th Percentile) £75,000 £70,000 £75,000
Median % change year-on-year +7.14% -6.67% +7.14%
75th Percentile £95,000 £90,000 £115,000
90th Percentile £120,000 £113,750 £156,000
England median annual salary £67,500 £60,000 £67,500
% change year-on-year +12.50% -11.11% +8.00%

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 67,931 32,593 36,573
As % of all permanent IT jobs advertised in London 96.59% 94.77% 94.41%
Number of salaries quoted 33,607 24,553 29,791
10th Percentile £42,500 £42,500 £38,750
25th Percentile £53,750 £52,500 £50,000
Median annual salary (50th Percentile) £70,000 £70,000 £67,500
Median % change year-on-year - +3.70% +3.85%
75th Percentile £92,500 £87,500 £85,000
90th Percentile £110,000 £105,000 £102,500
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

Data Analytics
Job Vacancy Trend in London

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

Job vacancy trend for Data Analytics in London

Data Analytics
Salary Trend in London

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

Salary trend for Data Analytics in London

Data Analytics
Salary Histogram in London

Salary distribution for jobs citing Data Analytics in London over the 6 months to 23 May 2022.

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 23 May 2022. 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
Jobs
Central London -1 245 £70,000 -3.45% 34
West London -8 76 £75,000 +11.11% 4
South London -18 41 £50,000 -16.67%
East London -26 33 £75,000 +150.00% 11
North London -35 2 - -
Data Analytics
England

For the 6 months to 23 May 2022, 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 2,332 (100.00%) Analytics
2 1,053 (45.15%) SQL
3 976 (41.85%) Python
4 836 (35.85%) Finance
5 829 (35.55%) Agile
6 800 (34.31%) Social Skills
7 691 (29.63%) Data Science
8 679 (29.12%) AWS
9 661 (28.34%) Azure
10 653 (28.00%) Business Intelligence
11 491 (21.05%) Machine Learning
12 487 (20.88%) Analytical Skills
13 454 (19.47%) Software Engineering
14 433 (18.57%) Degree
15 430 (18.44%) DevOps
16 422 (18.10%) Visualisation
17 389 (16.68%) Big Data
18 386 (16.55%) ETL
19 378 (16.21%) Data Warehouse
19 378 (16.21%) Power Platform
20 375 (16.08%) Data Modelling
21 374 (16.04%) Power BI
22 364 (15.61%) Problem-Solving
23 359 (15.39%) Tableau
24 352 (15.09%) Java
25 340 (14.58%) GCP
26 304 (13.04%) Artificial Intelligence
27 283 (12.14%) Scrum
28 280 (12.01%) Fintech
29 278 (11.92%) Data Pipeline

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
1 158 (6.78%) Apache Spark
2 88 (3.77%) SAS
3 72 (3.09%) Apache Airflow
4 70 (3.00%) Apache
5 54 (2.32%) Jupyter
6 45 (1.93%) Confluence
7 36 (1.54%) Elasticsearch
8 15 (0.64%) Luigi
8 15 (0.64%) SharePoint
9 14 (0.60%) Gunicorn
10 12 (0.51%) Ethereum
11 11 (0.47%) Apache Synapse
12 8 (0.34%) Apache Pig
12 8 (0.34%) CMS
12 8 (0.34%) WordPress
13 7 (0.30%) R Markdown
14 6 (0.26%) Apache Solr
15 4 (0.17%) IIS
15 4 (0.17%) Sitecore CMS
16 3 (0.13%) Apache Pulsar
Applications
1 138 (5.92%) Microsoft Excel
2 49 (2.10%) Microsoft PowerPoint
3 48 (2.06%) Microsoft Office
4 38 (1.63%) SPSS
5 16 (0.69%) MS Visio
6 14 (0.60%) Sketch
7 11 (0.47%) Adobe XD
8 10 (0.43%) Spreadsheet
9 5 (0.21%) Adobe Illustrator
9 5 (0.21%) Chatbot
9 5 (0.21%) Photoshop
9 5 (0.21%) SketchUp
9 5 (0.21%) Stata
10 4 (0.17%) InVision
11 3 (0.13%) Adobe Captivate
12 2 (0.086%) Adobe After Effects
12 2 (0.086%) Adobe Premiere
12 2 (0.086%) EViews
12 2 (0.086%) Microsoft Project
13 1 (0.043%) Camtasia
Business Applications
1 24 (1.03%) Salesforce.com CRM
2 17 (0.73%) Oracle Payables
3 12 (0.51%) Ripple
3 12 (0.51%) Ripple XRP
4 11 (0.47%) Payment Gateway
5 8 (0.34%) Avolution ABACUS
5 8 (0.34%) Dynamics CRM
6 5 (0.21%) NetSuite
7 4 (0.17%) SAP S/4HANA
7 4 (0.17%) Sparx Enterprise Architect
8 2 (0.086%) Adobe Campaign
8 2 (0.086%) Oracle CRM
8 2 (0.086%) Primavera
8 2 (0.086%) SAP MDM
9 1 (0.043%) Dynamics AX
9 1 (0.043%) Oracle EBS
9 1 (0.043%) Oracle ERP
9 1 (0.043%) SAP GRC
9 1 (0.043%) SAP R/3
9 1 (0.043%) Workday HCM
Cloud Services
1 679 (29.12%) AWS
2 661 (28.34%) Azure
3 378 (16.21%) Power Platform
4 340 (14.58%) GCP
5 163 (6.99%) SaaS
6 132 (5.66%) Serverless
7 130 (5.57%) Snowflake
8 105 (4.50%) Azure Synapse Analytics
9 102 (4.37%) Azure Data Factory
10 84 (3.60%) GitHub
11 82 (3.52%) Google Analytics
12 80 (3.43%) Cloud Computing
13 77 (3.30%) AWS Lambda
14 70 (3.00%) AWS CloudFormation
15 69 (2.96%) dbt
16 68 (2.92%) Amazon S3
17 65 (2.79%) Azure Cosmos DB
18 47 (2.02%) PaaS
19 46 (1.97%) Google Data Studio
20 42 (1.80%) IaaS
Communications & Networking
1 43 (1.84%) Broadband
2 37 (1.59%) Internet
3 32 (1.37%) HTTP
4 25 (1.07%) Network Security
5 17 (0.73%) VPN
6 16 (0.69%) Cisco IPT
7 11 (0.47%) SMS
8 9 (0.39%) Firewall
9 4 (0.17%) DNS
9 4 (0.17%) iSCSI
9 4 (0.17%) NAS
9 4 (0.17%) SAN
10 3 (0.13%) WebEx
11 2 (0.086%) MQTT
11 2 (0.086%) Wi-Fi
12 1 (0.043%) FIX Connectivity
12 1 (0.043%) Intranet
12 1 (0.043%) Kerberos
12 1 (0.043%) RTMP
12 1 (0.043%) TCP/IP
Database & Business Intelligence
1 389 (16.68%) Big Data
2 378 (16.21%) Data Warehouse
3 374 (16.04%) Power BI
4 359 (15.39%) Tableau
5 178 (7.63%) SQL Server
6 176 (7.55%) Data Lake
7 151 (6.48%) PostgreSQL
8 114 (4.89%) NoSQL
9 111 (4.76%) BigQuery
10 106 (4.55%) Amazon Redshift
11 99 (4.25%) Looker
12 98 (4.20%) Hadoop
13 94 (4.03%) Relational Database
14 92 (3.95%) MySQL
15 90 (3.86%) Metadata
16 87 (3.73%) Data Mining
17 76 (3.26%) SQL Server Integration Services
18 63 (2.70%) BusinessObjects
19 62 (2.66%) SQL Server Analysis Services
20 56 (2.40%) Azure SQL Database
Development Applications
1 255 (10.93%) Git (software)
2 142 (6.09%) JIRA
3 57 (2.44%) Jenkins
3 57 (2.44%) webpack
4 44 (1.89%) Selenium
5 41 (1.76%) GitLab
6 31 (1.33%) JUnit
7 30 (1.29%) Bitbucket
8 21 (0.90%) Cypress.io
9 20 (0.86%) Visual Studio
10 15 (0.64%) Atlassian Bamboo
10 15 (0.64%) CircleCI
11 13 (0.56%) Subversion
12 12 (0.51%) IntelliJ
12 12 (0.51%) Mockito
12 12 (0.51%) SQL Server Management Studio (SSMS)
13 11 (0.47%) MLflow
14 10 (0.43%) ERwin
14 10 (0.43%) NUnit
15 9 (0.39%) Bugzilla
General
1 836 (35.85%) Finance
2 800 (34.31%) Social Skills
3 487 (20.88%) Analytical Skills
4 249 (10.68%) Marketing
5 222 (9.52%) Retail
6 208 (8.92%) Banking
7 152 (6.52%) Inclusion and Diversity
8 102 (4.37%) Financial Institution
9 101 (4.33%) Front Office
10 98 (4.20%) Games
11 92 (3.95%) Presentation Skills
12 70 (3.00%) Legal
13 66 (2.83%) Advertising
14 57 (2.44%) Influencing Skills
14 57 (2.44%) Public Sector
15 43 (1.84%) Law
15 43 (1.84%) Organisational Skills
16 36 (1.54%) Pharmaceutical
17 33 (1.42%) Manufacturing
18 28 (1.20%) Investment Banking
Job Titles
1 457 (19.60%) Developer
2 361 (15.48%) Analyst
3 298 (12.78%) Data Engineer
4 213 (9.13%) Data Analyst
5 187 (8.02%) Software Engineer
6 175 (7.50%) Architect
7 154 (6.60%) Senior Developer
8 137 (5.87%) Senior Analyst
9 116 (4.97%) Senior Data Engineer
10 113 (4.85%) Data Manager
11 95 (4.07%) Data Architect
12 92 (3.95%) AWS Engineer
13 90 (3.86%) Senior Data Analyst
14 86 (3.69%) Developer/Software Engineer
14 86 (3.69%) Senior Software Engineer
15 85 (3.64%) React Developer
16 79 (3.39%) Analytics Developer
16 79 (3.39%) Data Scientist
17 76 (3.26%) Cloud Engineer
17 76 (3.26%) Java Engineer
Libraries, Frameworks & Software Standards
1 264 (11.32%) React
2 243 (10.42%) .NET
3 124 (5.32%) Kafka
4 114 (4.89%) CSS
5 109 (4.67%) HTML
6 102 (4.37%) Node.js
7 89 (3.82%) Pandas
8 77 (3.30%) gRPC
8 77 (3.30%) REST
9 73 (3.13%) PySpark
10 72 (3.09%) Redux
11 67 (2.87%) .NET Core
12 55 (2.36%) NumPy
13 54 (2.32%) Protocol Buffers
14 50 (2.14%) TensorFlow
15 47 (2.02%) RabbitMQ
16 46 (1.97%) ASP.NET
17 42 (1.80%) scikit-learn
18 35 (1.50%) AngularJS
19 34 (1.46%) Django
Miscellaneous
1 209 (8.96%) Algorithms
2 153 (6.56%) User Experience
3 125 (5.36%) Self-Motivation
4 108 (4.63%) Data Structures
5 102 (4.37%) Hedge funds
6 95 (4.07%) Foreign Exchange (FX)
7 91 (3.90%) Cloud Native
7 91 (3.90%) Equities
8 88 (3.77%) Fixed Income
9 81 (3.47%) Management Information System
9 81 (3.47%) Social Media
10 80 (3.43%) Greenfield Project
11 50 (2.14%) Mobile App
12 48 (2.06%) Credit Risk
13 46 (1.97%) Virtual Team
14 35 (1.50%) IoT
14 35 (1.50%) Sports Betting
15 34 (1.46%) Derivative
15 34 (1.46%) Over-the-Top Content
16 26 (1.11%) Enterprise Software
Operating Systems
1 114 (4.89%) Linux
2 45 (1.93%) Unix
3 38 (1.63%) Windows
4 24 (1.03%) Apple iOS
5 17 (0.73%) Android
6 13 (0.56%) Windows Server
7 12 (0.51%) CentOS
8 11 (0.47%) VMS
9 4 (0.17%) Windows Server 2016
9 4 (0.17%) Windows Server 2019
10 3 (0.13%) Windows 10
11 2 (0.086%) Windows Server 2012
12 1 (0.043%) Ubuntu
Processes & Methodologies
1 2,332 (100.00%) Analytics
2 829 (35.55%) Agile
3 691 (29.63%) Data Science
4 653 (28.00%) Business Intelligence
5 491 (21.05%) Machine Learning
6 454 (19.47%) Software Engineering
7 430 (18.44%) DevOps
8 422 (18.10%) Visualisation
9 386 (16.55%) ETL
10 375 (16.08%) Data Modelling
11 364 (15.61%) Problem-Solving
12 304 (13.04%) Artificial Intelligence
13 283 (12.14%) Scrum
14 280 (12.01%) Fintech
15 278 (11.92%) Data Pipeline
16 277 (11.88%) Computer Science
17 274 (11.75%) Data Analysis
18 265 (11.36%) Decision-Making
19 263 (11.28%) CI/CD
20 260 (11.15%) Data Engineering
Programming Languages
1 1,053 (45.15%) SQL
2 976 (41.85%) Python
3 352 (15.09%) Java
4 276 (11.84%) JavaScript
5 265 (11.36%) C#
6 225 (9.65%) R
7 175 (7.50%) TypeScript
8 128 (5.49%) Scala
9 99 (4.25%) Bash
10 85 (3.64%) T-SQL
11 64 (2.74%) C++
12 63 (2.70%) C
12 63 (2.70%) Go
13 49 (2.10%) PowerShell
14 35 (1.50%) VBA
15 29 (1.24%) Kotlin
16 25 (1.07%) PL/SQL
17 19 (0.81%) Data Analysis Expressions (DAX)
18 17 (0.73%) Embedded C++
19 15 (0.64%) Ruby
Qualifications
1 433 (18.57%) Degree
2 77 (3.30%) AWS Certification
3 52 (2.23%) Master's Degree
4 50 (2.14%) Computer Science Degree
5 38 (1.63%) Security Cleared
6 31 (1.33%) Numerate Degree
7 29 (1.24%) SC Cleared
8 24 (1.03%) CISSP
8 24 (1.03%) PhD
9 22 (0.94%) CISA
10 18 (0.77%) Cisco Certification
11 16 (0.69%) (ISC)2 CCSP
12 15 (0.64%) ICAEW
12 15 (0.64%) ISACA
12 15 (0.64%) Microsoft Certification
13 14 (0.60%) DV Cleared
14 12 (0.51%) TOGAF Certification
15 11 (0.47%) PMI Certification
16 7 (0.30%) CISM
16 7 (0.30%) DBS Check
Quality Assurance & Compliance
1 169 (7.25%) Data Quality
2 151 (6.48%) QA
3 51 (2.19%) GDPR
4 23 (0.99%) SLA
5 19 (0.81%) Accessibility
6 18 (0.77%) ISO/IEC 27001
7 7 (0.30%) MiFID
8 6 (0.26%) Cyber Essentials
9 5 (0.21%) EMIR
9 5 (0.21%) WCAG
10 4 (0.17%) GxP
10 4 (0.17%) PCI DSS
10 4 (0.17%) Sarbanes-Oxley
11 3 (0.13%) IFRS
11 3 (0.13%) IFRS 9
12 2 (0.086%) COSO
12 2 (0.086%) GRC
12 2 (0.086%) ITGC
12 2 (0.086%) NCSC
12 2 (0.086%) NIST
System Software
1 244 (10.46%) Docker
2 21 (0.90%) Active Directory
3 17 (0.73%) Firmware
4 8 (0.34%) VMware Infrastructure
5 4 (0.17%) Apache ZooKeeper
5 4 (0.17%) vSphere
6 3 (0.13%) Apache Flume
6 3 (0.13%) HDFS
7 2 (0.086%) Citrix Hypervisor
7 2 (0.086%) Hyper-V
7 2 (0.086%) Virtual Servers
7 2 (0.086%) VMware Server
8 1 (0.043%) VirtualBox
Systems Management
1 247 (10.59%) Kubernetes
2 180 (7.72%) Terraform
3 63 (2.70%) Ansible
4 11 (0.47%) Grafana
5 8 (0.34%) Istio
6 5 (0.21%) Kubeflow
7 4 (0.17%) WSUS
8 3 (0.13%) Microsoft Intune
8 3 (0.13%) Oozie
8 3 (0.13%) Opscode Chef
9 2 (0.086%) Puppet
9 2 (0.086%) Rundeck
10 1 (0.043%) Consul
10 1 (0.043%) Control-M
10 1 (0.043%) Docker Swarm
10 1 (0.043%) Hadoop YARN
10 1 (0.043%) Norton AntiVirus
10 1 (0.043%) Packer
10 1 (0.043%) Prometheus
10 1 (0.043%) Single Sign-On
Vendors
1 243 (10.42%) Google
2 240 (10.29%) Microsoft
3 113 (4.85%) Databricks
4 87 (3.73%) Oracle
5 67 (2.87%) Salesforce.com
6 46 (1.97%) Alteryx
7 42 (1.80%) Adobe
8 39 (1.67%) MicroStrategy
9 36 (1.54%) Informatica
10 29 (1.24%) LexisNexis
11 25 (1.07%) Talend
12 23 (0.99%) SAP
13 18 (0.77%) Logi
13 18 (0.77%) Logi Analytics
13 18 (0.77%) Sage
14 17 (0.73%) CA
14 17 (0.73%) HubSpot
14 17 (0.73%) IBM
14 17 (0.73%) Teradata
14 17 (0.73%) Trayport