Period
to 25 September 2021

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 6 months to 25 September 2021 with a comparison to the same period in the previous 2 years.

Data Analysis
England > London
6 months to
25 Sep 2021
Same period 2020 Same period 2019
Rank 163 178 183
Rank change year-on-year +15 +5 +6
Permanent jobs citing Data Analysis 1,124 388 1,132
As % of all permanent jobs advertised in London 2.29% 1.93% 2.03%
As % of the Processes & Methodologies category 2.40% 2.05% 2.17%
Number of salaries quoted 735 326 933
10th Percentile £37,277 £40,000 £35,300
25th Percentile £46,250 £48,000 £46,250
Median annual salary (50th Percentile) £59,000 £65,000 £57,500
Median % change year-on-year -9.23% +13.04% -
75th Percentile £75,000 £90,938 £75,000
90th Percentile £92,500 £122,500 £90,000
England median annual salary £50,000 £55,000 £50,000
% change year-on-year -9.09% +10.00% +5.26%

Data Analysis 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 46,782 18,906 52,181
As % of all permanent IT jobs advertised in London 95.41% 94.09% 93.50%
Number of salaries quoted 30,541 15,834 42,477
10th Percentile £42,500 £42,500 £36,250
25th Percentile £52,500 £52,500 £47,500
Median annual salary (50th Percentile) £70,000 £70,000 £65,000
Median % change year-on-year - +7.69% +4.00%
75th Percentile £88,750 £87,500 £82,500
90th Percentile £105,000 £110,000 £100,000
England median annual salary £57,500 £57,500 £52,500
% change year-on-year - +9.52% +2.94%

Data Analysis
Job Vacancy Trend in London

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

Job vacancy trend for Data Analysis in London

Data Analysis
Salary Trend in London

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

Salary trend for Data Analysis in London

Data Analysis
Salary Histogram in London

Salary distribution for jobs citing Data Analysis in London over the 6 months to 25 September 2021.

Salary histogram for Data Analysis in London

Data Analysis
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 Analysis within the London region over the 6 months to 25 September 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 +32 181 £60,000 -7.69% 47
West London -71 34 £65,000 +36.84% 16
South London -23 12 £50,000 -20.00% 4
East London -6 10 £47,500 +35.71% 14
North London -9 1 £40,000 +66.67%
Data Analysis
England

For the 6 months to 25 September 2021, IT jobs citing Data Analysis 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 Analysis.

1 535 (47.60%) SQL
2 393 (34.96%) Python
3 368 (32.74%) Analytics
4 324 (28.83%) Business Intelligence
5 316 (28.11%) Social Skills
6 305 (27.14%) Finance
7 297 (26.42%) Analytical Skills
8 269 (23.93%) Agile Software Development
9 264 (23.49%) Visualisation
10 252 (22.42%) Power Platform
11 251 (22.33%) Power BI
12 240 (21.35%) Data Modelling
13 231 (20.55%) Tableau
14 230 (20.46%) Degree
15 216 (19.22%) Problem-Solving
16 202 (17.97%) AWS
17 192 (17.08%) Data Science
18 170 (15.12%) Microsoft Excel
19 167 (14.86%) Data Visualisation
20 163 (14.50%) JavaScript
21 150 (13.35%) Machine Learning
22 149 (13.26%) Data Management
23 137 (12.19%) Microsoft
24 134 (11.92%) Data Quality
25 131 (11.65%) Azure
26 129 (11.48%) Data Warehouse
27 128 (11.39%) ETL
28 127 (11.30%) Project Management
29 123 (10.94%) Statistics
29 123 (10.94%) User Experience

Data Analysis
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 57 (5.07%) Apache Spark
2 31 (2.76%) SharePoint
3 19 (1.69%) Apache Airflow
4 16 (1.42%) SAS
5 9 (0.80%) Confluence
6 7 (0.62%) Apache
6 7 (0.62%) CMS
6 7 (0.62%) Jupyter
6 7 (0.62%) WordPress
7 5 (0.44%) Apache Pig
7 5 (0.44%) Appian
7 5 (0.44%) ArcGIS
8 4 (0.36%) MS Exchange
9 2 (0.18%) Apache Solr
9 2 (0.18%) DataSynapse
9 2 (0.18%) Elasticsearch
9 2 (0.18%) JBoss
9 2 (0.18%) Tomcat
9 2 (0.18%) WebSphere
10 1 (0.089%) Oracle SOA Suite
Applications
1 170 (15.12%) Microsoft Excel
2 46 (4.09%) Microsoft Office
3 39 (3.47%) Spreadsheet
4 37 (3.29%) Microsoft PowerPoint
5 22 (1.96%) MS Visio
6 11 (0.98%) Stata
7 10 (0.89%) Microsoft Project
8 9 (0.80%) Adobe After Effects
8 9 (0.80%) Adobe Premiere
8 9 (0.80%) SPSS
9 5 (0.44%) AutoCAD
10 4 (0.36%) Adobe Illustrator
10 4 (0.36%) Adobe XD
11 2 (0.18%) Chatbot
11 2 (0.18%) OmniGraffle
11 2 (0.18%) S-PLUS
12 1 (0.089%) Adobe Creative Suite
12 1 (0.089%) Figma
12 1 (0.089%) Sketch
Business Applications
1 20 (1.78%) Dynamics CRM
2 15 (1.33%) SAP ERP
3 14 (1.25%) Magento
4 13 (1.16%) Shopify
5 9 (0.80%) Workday HCM
6 8 (0.71%) Oracle ERP
7 7 (0.62%) SAP Oil and Gas
8 5 (0.44%) Oracle Procure-to-Pay
8 5 (0.44%) Relativity
9 3 (0.27%) SAP R/3
10 2 (0.18%) Primavera
10 2 (0.18%) Salesforce.com CRM
10 2 (0.18%) SAP QM
10 2 (0.18%) VisionPLUS
11 1 (0.089%) Eagle PACE
11 1 (0.089%) Oracle Cash Management
11 1 (0.089%) Oracle Payables
11 1 (0.089%) Oracle Receivables
11 1 (0.089%) SAP GRC
11 1 (0.089%) thinkFolio
Cloud Services
1 252 (22.42%) Power Platform
2 202 (17.97%) AWS
3 131 (11.65%) Azure
4 96 (8.54%) GCP
5 74 (6.58%) SaaS
6 53 (4.72%) Snowflake
7 31 (2.76%) GitHub
8 28 (2.49%) Collibra
9 26 (2.31%) Google Analytics
10 23 (2.05%) Amazon S3
11 22 (1.96%) dbt
12 21 (1.87%) Heroku
13 18 (1.60%) Azure Data Factory
13 18 (1.60%) Fivetran
13 18 (1.60%) Microsoft 365
13 18 (1.60%) npm
14 13 (1.16%) Amazon Kinesis
15 10 (0.89%) Azure Synapse Analytics
15 10 (0.89%) Cloud Computing
16 9 (0.80%) Adobe Creative Cloud
Communications & Networking
1 26 (2.31%) Broadband
2 12 (1.07%) Internet
3 10 (0.89%) Firewall
3 10 (0.89%) VPN
4 8 (0.71%) NAS
5 6 (0.53%) FTP
6 5 (0.44%) Bluetooth
6 5 (0.44%) Extranet
6 5 (0.44%) HTTP
6 5 (0.44%) Wireless
7 4 (0.36%) DHCP
7 4 (0.36%) DNS
7 4 (0.36%) SMTP
7 4 (0.36%) TCP/IP
7 4 (0.36%) WPA
8 3 (0.27%) IPsec
8 3 (0.27%) NetScaler
9 2 (0.18%) Intrusion Detection
9 2 (0.18%) LAN
10 1 (0.089%) ATM
Database & Business Intelligence
1 251 (22.33%) Power BI
2 231 (20.55%) Tableau
3 129 (11.48%) Data Warehouse
4 114 (10.14%) Big Data
4 114 (10.14%) SQL Server
5 66 (5.87%) Hadoop
6 65 (5.78%) Data Mining
7 63 (5.60%) SQL Server Integration Services
8 61 (5.43%) SQL Server Reporting Services
9 60 (5.34%) PostgreSQL
10 49 (4.36%) NoSQL
11 44 (3.91%) Looker
12 41 (3.65%) BigQuery
12 41 (3.65%) Metadata
13 40 (3.56%) Data Lake
14 36 (3.20%) Relational Database
15 32 (2.85%) Amazon Redshift
16 31 (2.76%) Apache Hive
17 27 (2.40%) MySQL
18 23 (2.05%) QlikView
Development Applications
1 107 (9.52%) Git (software)
2 72 (6.41%) JIRA
3 59 (5.25%) webpack
4 18 (1.60%) CircleCI
5 15 (1.33%) Cypress.io
6 13 (1.16%) WiX
7 11 (0.98%) Babel
8 10 (0.89%) ER Studio
8 10 (0.89%) ERwin
8 10 (0.89%) PowerDesigner
9 9 (0.80%) Mocha
9 9 (0.80%) Sinon.JS
10 6 (0.53%) Oracle Forms
10 6 (0.53%) Subversion
10 6 (0.53%) Team Foundation Server
11 5 (0.44%) Toad
11 5 (0.44%) TortoiseSVN
11 5 (0.44%) Visual Studio
12 4 (0.36%) Selenium
13 3 (0.27%) Axure RP
General
1 316 (28.11%) Social Skills
2 305 (27.14%) Finance
3 297 (26.42%) Analytical Skills
4 122 (10.85%) Marketing
5 87 (7.74%) Presentation Skills
6 61 (5.43%) Retail
7 60 (5.34%) Advertising
8 52 (4.63%) Banking
9 43 (3.83%) Organisational Skills
10 42 (3.74%) Influencing Skills
11 39 (3.47%) Pharmaceutical
12 37 (3.29%) Legal
13 34 (3.02%) Law
14 30 (2.67%) Inclusion and Diversity
15 25 (2.22%) Public Sector
16 24 (2.14%) Front Office
17 19 (1.69%) Back Office
17 19 (1.69%) Games
18 14 (1.25%) Publishing
18 14 (1.25%) Telecoms
Job Titles
1 316 (28.11%) Analyst
2 189 (16.81%) Data Analyst
3 187 (16.64%) Developer
4 84 (7.47%) Data Engineer
5 82 (7.30%) Consultant
6 56 (4.98%) Data Scientist
7 54 (4.80%) Business Analyst
8 49 (4.36%) Architect
9 45 (4.00%) Senior Analyst
10 38 (3.38%) Data Architect
11 35 (3.11%) Business Intelligence Analyst
12 34 (3.02%) Applications Support
13 30 (2.67%) SQL Analyst
14 29 (2.58%) SQL Developer
15 28 (2.49%) Business Intelligence Developer
16 27 (2.40%) Data Manager
17 26 (2.31%) SQL Data Analyst
18 25 (2.22%) Front End Developer (Client-Side Developer)
19 24 (2.14%) Software Engineer
20 23 (2.05%) Data Consultant
Libraries, Frameworks & Software Standards
1 93 (8.27%) HTML
2 83 (7.38%) CSS
3 76 (6.76%) React
4 72 (6.41%) Node.js
5 60 (5.34%) Vue.js
6 54 (4.80%) AngularJS
7 50 (4.45%) Pandas
8 49 (4.36%) NumPy
9 47 (4.18%) Web Services
10 43 (3.83%) GraphQL
10 43 (3.83%) Kafka
11 42 (3.74%) HTML5
12 36 (3.20%) scikit-learn
13 34 (3.02%) Sass
14 32 (2.85%) React Native
15 31 (2.76%) Django
15 31 (2.76%) REST
16 29 (2.58%) .NET
16 29 (2.58%) D3.js
17 25 (2.22%) TensorFlow
Miscellaneous
1 123 (10.94%) User Experience
2 89 (7.92%) Algorithms
3 72 (6.41%) Data Structures
4 64 (5.69%) Management Information System
5 36 (3.20%) Mobile App
6 35 (3.11%) Social Media
7 33 (2.94%) Self-Motivation
8 21 (1.87%) Reinsurance
9 20 (1.78%) Video\Live Streaming
10 16 (1.42%) Greenfield Project
10 16 (1.42%) Virtual Team
11 13 (1.16%) Cloud Native
11 13 (1.16%) Derivative
11 13 (1.16%) Enterprise Software
12 12 (1.07%) Analytical Mindset
12 12 (1.07%) Animation
12 12 (1.07%) Marketing Technology
12 12 (1.07%) Video Conferencing
13 11 (0.98%) Life Science
13 11 (0.98%) Taxonomies
Operating Systems
1 47 (4.18%) Apple iOS
2 44 (3.91%) Android
3 29 (2.58%) Linux
4 22 (1.96%) Windows
5 17 (1.51%) Unix
6 7 (0.62%) Windows Server
7 3 (0.27%) Mac OS
8 1 (0.089%) Solaris
8 1 (0.089%) Windows 10
Processes & Methodologies
1 368 (32.74%) Analytics
2 324 (28.83%) Business Intelligence
3 269 (23.93%) Agile Software Development
4 264 (23.49%) Visualisation
5 240 (21.35%) Data Modelling
6 216 (19.22%) Problem-Solving
7 192 (17.08%) Data Science
8 167 (14.86%) Data Visualisation
9 150 (13.35%) Machine Learning
10 149 (13.26%) Data Management
11 128 (11.39%) ETL
12 127 (11.30%) Project Management
13 123 (10.94%) Decision-Making
13 123 (10.94%) Statistics
14 118 (10.50%) Computer Science
15 113 (10.05%) Artificial Intelligence
15 113 (10.05%) Data Governance
16 97 (8.63%) Migration
17 95 (8.45%) Business Analysis
17 95 (8.45%) Mathematics
Programming Languages
1 535 (47.60%) SQL
2 393 (34.96%) Python
3 163 (14.50%) JavaScript
4 102 (9.07%) R
5 73 (6.49%) Java
6 69 (6.14%) C#
7 66 (5.87%) TypeScript
8 39 (3.47%) T-SQL
9 34 (3.02%) C
10 32 (2.85%) ES6
11 24 (2.14%) C++
12 22 (1.96%) MATLAB
12 22 (1.96%) Ruby
12 22 (1.96%) Scala
13 18 (1.60%) VBA
14 17 (1.51%) Elm
15 15 (1.33%) Go
16 14 (1.25%) Kotlin
17 12 (1.07%) PHP
18 11 (0.98%) PowerShell
Qualifications
1 230 (20.46%) Degree
2 44 (3.91%) Security Cleared
3 33 (2.94%) PhD
4 29 (2.58%) Computer Science Degree
5 25 (2.22%) SC Cleared
6 21 (1.87%) Master's Degree
7 17 (1.51%) BPSS Clearance
7 17 (1.51%) Numerate Degree
8 14 (1.25%) DBS Check
9 7 (0.62%) DV Cleared
9 7 (0.62%) MBA
9 7 (0.62%) Oracle Certification
10 5 (0.44%) HNC
10 5 (0.44%) HND
11 4 (0.36%) CFA
11 4 (0.36%) PRINCE2 Practitioner
12 3 (0.27%) CIPD
12 3 (0.27%) ISEB
12 3 (0.27%) PMI Certification
12 3 (0.27%) Tableau Certification
Quality Assurance & Compliance
1 134 (11.92%) Data Quality
2 50 (4.45%) QA
3 44 (3.91%) GDPR
4 30 (2.67%) Accessibility
5 15 (1.33%) ISO/IEC 27001
6 11 (0.98%) PMO
7 6 (0.53%) NIST
8 3 (0.27%) Cyber Essentials
8 3 (0.27%) EMIR
8 3 (0.27%) GRC
9 2 (0.18%) Actionable Recommendations
9 2 (0.18%) CDISC
9 2 (0.18%) Cyber Essentials PLUS
9 2 (0.18%) NIST 800
9 2 (0.18%) SLA
9 2 (0.18%) Solvency II
10 1 (0.089%) COBIT
10 1 (0.089%) HMG Security Policy Framework
10 1 (0.089%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
10 1 (0.089%) MiFID
System Software
1 34 (3.02%) Docker
2 13 (1.16%) Active Directory
3 3 (0.27%) Hyper-V
3 3 (0.27%) KVM
3 3 (0.27%) VMware Infrastructure
3 3 (0.27%) vSphere
3 3 (0.27%) XenDesktop
4 2 (0.18%) Apache Flume
4 2 (0.18%) HDFS
5 1 (0.089%) Virtual Machines
Systems Management
1 54 (4.80%) Kubernetes
2 39 (3.47%) Terraform
3 6 (0.53%) Control-M
3 6 (0.53%) Oozie
4 3 (0.27%) Kubeflow
5 2 (0.18%) Single Sign-On
6 1 (0.089%) Puppet
6 1 (0.089%) Salt
Vendors
1 137 (12.19%) Microsoft
2 104 (9.25%) Google
3 51 (4.54%) SAP
4 43 (3.83%) Oracle
5 33 (2.94%) Informatica
6 27 (2.40%) Databricks
7 26 (2.31%) Salesforce.com
8 21 (1.87%) Adobe
9 19 (1.69%) PeopleSoft
10 17 (1.51%) Alteryx
10 17 (1.51%) Splunk
10 17 (1.51%) Workday
11 12 (1.07%) MicroStrategy
12 11 (0.98%) Apple
13 10 (0.89%) Cognizant
13 10 (0.89%) UiPath
14 9 (0.80%) Remedy
14 9 (0.80%) Sybase
15 8 (0.71%) Dell
16 7 (0.62%) IBM