Period
to

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

Analytics
England > London
6 months to
24 May 2022
Same period 2021 Same period 2020
Rank 18 22 24
Rank change year-on-year +4 +2 +1
Permanent jobs citing Analytics 9,294 3,354 3,568
As % of all permanent jobs advertised in London 13.13% 9.75% 9.21%
As % of the Processes & Methodologies category 13.60% 10.29% 9.76%
Number of salaries quoted 3,827 2,389 2,652
10th Percentile £42,500 £42,500 £41,625
25th Percentile £53,750 £52,500 £52,500
Median annual salary (50th Percentile) £75,000 £70,000 £70,000
Median % change year-on-year +7.14% - +7.69%
75th Percentile £100,000 £88,750 £91,250
90th Percentile £122,500 £113,750 £125,000
England median annual salary £65,000 £60,000 £62,500
% change year-on-year +8.33% -4.00% +4.17%

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 68,362 32,593 36,573
As % of all permanent IT jobs advertised in London 96.58% 94.77% 94.41%
Number of salaries quoted 33,910 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%

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 24 May 2022.

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 24 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 +7 766 £70,000 - 119
West London +15 268 £56,500 -16.30% 42
South London +1 166 £49,250 -14.30% 8
East London +14 96 £90,000 +190.32% 21
North London -30 7 £41,500 +14.48%
Analytics
England

For the 6 months to 24 May 2022, 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 3,887 (41.82%) Python
2 3,558 (38.28%) SQL
3 3,516 (37.83%) Agile
4 3,087 (33.21%) Finance
5 2,668 (28.71%) Social Skills
6 2,624 (28.23%) AWS
7 2,484 (26.73%) Data Science
8 2,354 (25.33%) Data Analytics
9 2,081 (22.39%) Azure
10 1,927 (20.73%) Analytical Skills
11 1,862 (20.03%) Business Intelligence
12 1,766 (19.00%) Machine Learning
13 1,734 (18.66%) Software Engineering
14 1,725 (18.56%) Marketing
15 1,645 (17.70%) GCP
16 1,610 (17.32%) Google
17 1,537 (16.54%) Degree
18 1,514 (16.29%) DevOps
19 1,477 (15.89%) Java
20 1,473 (15.85%) Visualisation
21 1,451 (15.61%) Problem-Solving
22 1,444 (15.54%) CI/CD
23 1,411 (15.18%) JavaScript
24 1,267 (13.63%) Big Data
25 1,254 (13.49%) React
26 1,206 (12.98%) Data Engineering
27 1,168 (12.57%) Artificial Intelligence
28 1,164 (12.52%) Mentoring
29 1,138 (12.24%) Data Modelling
30 1,132 (12.18%) Data Warehouse

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
1 764 (8.22%) Apache Spark
2 365 (3.93%) Apache Airflow
3 331 (3.56%) Elasticsearch
4 300 (3.23%) Apache
5 258 (2.78%) CMS
6 224 (2.41%) SAS
7 185 (1.99%) Confluence
8 112 (1.21%) WordPress
9 92 (0.99%) Jupyter
10 60 (0.65%) Apache Pulsar
11 59 (0.63%) SharePoint
12 46 (0.49%) Adobe Experience Manager
13 41 (0.44%) Luigi
14 30 (0.32%) Oracle Workflow
15 28 (0.30%) Ethereum
16 21 (0.23%) Apache Solr
17 19 (0.20%) Drupal
17 19 (0.20%) IIS
18 18 (0.19%) Headless CMS
19 14 (0.15%) Gunicorn
Applications
1 504 (5.42%) Microsoft Excel
2 237 (2.55%) Microsoft PowerPoint
3 183 (1.97%) Microsoft Office
4 158 (1.70%) Sketch
5 93 (1.00%) Adobe Creative Suite
6 83 (0.89%) InVision
7 59 (0.63%) SPSS
8 46 (0.49%) Spreadsheet
9 44 (0.47%) MS Visio
9 44 (0.47%) Photoshop
10 29 (0.31%) Adobe Illustrator
10 29 (0.31%) Microsoft Project
11 28 (0.30%) Adobe XD
12 26 (0.28%) Stata
13 25 (0.27%) Zeplin
14 20 (0.22%) InDesign
15 12 (0.13%) Adobe Premiere
16 11 (0.12%) UXPin
17 9 (0.097%) Marvel
18 8 (0.086%) Adobe Captivate
Business Applications
1 43 (0.46%) Dynamics CRM
2 41 (0.44%) Payment Gateway
3 31 (0.33%) SAP S/4HANA
4 30 (0.32%) Salesforce.com CRM
5 28 (0.30%) Shopify
6 18 (0.19%) Oracle Payables
7 16 (0.17%) Remedy ITSM
8 13 (0.14%) Distributed Ledger
9 12 (0.13%) JDE OneWorld
9 12 (0.13%) Ripple
9 12 (0.13%) Ripple XRP
10 11 (0.12%) Avolution ABACUS
11 10 (0.11%) Line 50
11 10 (0.11%) Sage 200
12 9 (0.097%) FastStats
12 9 (0.097%) ReMetrica
13 8 (0.086%) NetSuite
13 8 (0.086%) SAP SD
13 8 (0.086%) Sparx Enterprise Architect
14 7 (0.075%) Oracle ERP
Cloud Services
1 2,624 (28.23%) AWS
2 2,081 (22.39%) Azure
3 1,645 (17.70%) GCP
4 1,095 (11.78%) Power Platform
5 674 (7.25%) Google Analytics
6 607 (6.53%) SaaS
7 573 (6.17%) Serverless
8 485 (5.22%) Snowflake
9 403 (4.34%) GitHub
10 387 (4.16%) Amazon S3
11 314 (3.38%) AWS Lambda
12 301 (3.24%) Cloud Computing
13 264 (2.84%) AWS CloudFormation
14 257 (2.77%) Azure Data Factory
15 228 (2.45%) Amazon ECS
16 216 (2.32%) dbt
17 210 (2.26%) Amazon Kinesis
18 198 (2.13%) Azure Synapse Analytics
19 172 (1.85%) Figma
20 150 (1.61%) Adobe Analytics
Communications & Networking
1 170 (1.83%) Broadband
2 112 (1.21%) Internet
3 109 (1.17%) HTTP
4 69 (0.74%) VPN
5 68 (0.73%) Network Security
6 50 (0.54%) Firewall
7 38 (0.41%) DNS
8 33 (0.36%) Skype
9 30 (0.32%) WebEx
10 16 (0.17%) Cisco IPT
10 16 (0.17%) IPsec
11 13 (0.14%) TCP/IP
11 13 (0.14%) X.25
12 11 (0.12%) Multicast
12 11 (0.12%) SMS
12 11 (0.12%) Software-Defined Networking
13 10 (0.11%) LAN
14 9 (0.097%) Intranet
15 8 (0.086%) Reverse Proxy
15 8 (0.086%) Wireless
Database & Business Intelligence
1 1,267 (13.63%) Big Data
2 1,132 (12.18%) Data Warehouse
3 1,070 (11.51%) Power BI
4 1,043 (11.22%) Tableau
5 632 (6.80%) NoSQL
6 572 (6.15%) PostgreSQL
7 562 (6.05%) BigQuery
8 555 (5.97%) Data Lake
9 480 (5.16%) SQL Server
10 446 (4.80%) Hadoop
11 407 (4.38%) MySQL
12 388 (4.17%) Amazon Redshift
13 380 (4.09%) Relational Database
14 335 (3.60%) Looker
15 283 (3.04%) MongoDB
16 238 (2.56%) Metadata
17 214 (2.30%) Amazon Athena
18 202 (2.17%) Data Mining
19 197 (2.12%) Amazon DynamoDB
20 189 (2.03%) Flink
Development Applications
1 820 (8.82%) Git (software)
2 548 (5.90%) JIRA
3 385 (4.14%) Jenkins
4 186 (2.00%) GitLab
5 164 (1.76%) Cypress.io
6 134 (1.44%) webpack
7 129 (1.39%) TeamCity
8 122 (1.31%) Octopus Deploy
9 105 (1.13%) Bitbucket
10 91 (0.98%) Selenium
11 81 (0.87%) Travis CI
12 78 (0.84%) Team Foundation Server
13 72 (0.77%) IBM UrbanCode
14 71 (0.76%) CircleCI
15 68 (0.73%) Maven
16 65 (0.70%) Visual Studio
17 56 (0.60%) JUnit
18 54 (0.58%) Gradle
19 48 (0.52%) Atlassian Bamboo
20 36 (0.39%) ERwin
General
1 3,087 (33.21%) Finance
2 2,668 (28.71%) Social Skills
3 1,927 (20.73%) Analytical Skills
4 1,725 (18.56%) Marketing
5 813 (8.75%) Retail
6 686 (7.38%) Banking
7 607 (6.53%) Inclusion and Diversity
8 497 (5.35%) Games
9 446 (4.80%) Advertising
10 420 (4.52%) Front Office
11 393 (4.23%) Presentation Skills
12 290 (3.12%) Law
13 238 (2.56%) Legal
14 220 (2.37%) Financial Institution
15 196 (2.11%) Public Sector
16 176 (1.89%) Organisational Skills
17 167 (1.80%) Publishing
18 158 (1.70%) Aviation
19 146 (1.57%) Pharmaceutical
20 141 (1.52%) Influencing Skills
Job Titles
1 1,827 (19.66%) Developer
2 1,256 (13.51%) Analyst
3 1,065 (11.46%) Data Engineer
4 732 (7.88%) Software Engineer
5 626 (6.74%) Architect
6 513 (5.52%) Data Analyst
7 475 (5.11%) Senior Developer
8 380 (4.09%) Data Scientist
9 360 (3.87%) Product Manager
10 334 (3.59%) Senior Analyst
11 329 (3.54%) Senior Data Engineer
12 323 (3.48%) Python Developer
13 311 (3.35%) Consultant
14 299 (3.22%) Data Manager
15 276 (2.97%) Data Architect
16 275 (2.96%) Python Engineer
17 273 (2.94%) Senior Software Engineer
18 246 (2.65%) Developer/Software Engineer
19 243 (2.61%) Full Stack Developer
20 238 (2.56%) AWS Engineer
Libraries, Frameworks & Software Standards
1 1,254 (13.49%) React
2 739 (7.95%) HTML
3 617 (6.64%) CSS
4 608 (6.54%) Kafka
5 599 (6.45%) .NET
6 502 (5.40%) Node.js
7 427 (4.59%) REST
8 401 (4.31%) Pandas
9 281 (3.02%) Redux
10 267 (2.87%) NumPy
11 257 (2.77%) RESTful
12 245 (2.64%) Web Services
13 241 (2.59%) AngularJS
14 236 (2.54%) HTML5
15 234 (2.52%) Sass
16 229 (2.46%) scikit-learn
17 226 (2.43%) Jest
18 222 (2.39%) TensorFlow
19 217 (2.33%) PySpark
20 216 (2.32%) Spring
Miscellaneous
1 1,110 (11.94%) User Experience
2 592 (6.37%) Algorithms
3 448 (4.82%) Equities
4 388 (4.17%) Self-Motivation
5 360 (3.87%) Derivative
6 345 (3.71%) Fixed Income
7 314 (3.38%) Foreign Exchange (FX)
8 312 (3.36%) Hedge funds
9 280 (3.01%) Social Media
10 258 (2.78%) Management Information System
11 243 (2.61%) Cloud Native
12 236 (2.54%) Mobile App
13 235 (2.53%) Greenfield Project
14 227 (2.44%) Data Structures
15 192 (2.07%) Blog
16 190 (2.04%) Public Cloud
17 188 (2.02%) IoT
18 171 (1.84%) Credit Risk
19 151 (1.62%) Virtual Team
20 140 (1.51%) Enterprise Software
Operating Systems
1 629 (6.77%) Linux
2 331 (3.56%) Windows
3 209 (2.25%) Apple iOS
4 191 (2.06%) Android
5 164 (1.76%) Unix
6 69 (0.74%) Mesosphere
7 50 (0.54%) Windows Server
8 34 (0.37%) Mac OS
9 31 (0.33%) Windows 10
10 20 (0.22%) CentOS
11 14 (0.15%) VMS
12 13 (0.14%) Kali Linux
13 11 (0.12%) Red Hat Enterprise Linux
14 7 (0.075%) Ubuntu
14 7 (0.075%) Windows Server 2019
15 5 (0.054%) Windows Server 2012
16 4 (0.043%) Alpine Linux
16 4 (0.043%) Windows Server 2016
17 3 (0.032%) Debian
18 2 (0.022%) Mac OS X
Processes & Methodologies
1 3,516 (37.83%) Agile
2 2,484 (26.73%) Data Science
3 2,354 (25.33%) Data Analytics
4 1,862 (20.03%) Business Intelligence
5 1,766 (19.00%) Machine Learning
6 1,734 (18.66%) Software Engineering
7 1,514 (16.29%) DevOps
8 1,473 (15.85%) Visualisation
9 1,451 (15.61%) Problem-Solving
10 1,444 (15.54%) CI/CD
11 1,206 (12.98%) Data Engineering
12 1,168 (12.57%) Artificial Intelligence
13 1,164 (12.52%) Mentoring
14 1,138 (12.24%) Data Modelling
15 1,095 (11.78%) ETL
16 1,076 (11.58%) Computer Science
17 1,012 (10.89%) Data Analysis
18 964 (10.37%) Decision-Making
19 938 (10.09%) Coaching
20 843 (9.07%) Mathematics
Programming Languages
1 3,887 (41.82%) Python
2 3,558 (38.28%) SQL
3 1,477 (15.89%) Java
4 1,411 (15.18%) JavaScript
5 782 (8.41%) TypeScript
6 764 (8.22%) R
7 731 (7.87%) C#
8 457 (4.92%) Scala
9 368 (3.96%) C++
10 270 (2.91%) Go
11 266 (2.86%) C
12 246 (2.65%) Bash
13 233 (2.51%) PowerShell
14 190 (2.04%) T-SQL
15 149 (1.60%) Ruby
16 143 (1.54%) PHP
17 101 (1.09%) Kotlin
18 99 (1.07%) ES6
19 73 (0.79%) VBA
20 67 (0.72%) ES7
Qualifications
1 1,537 (16.54%) Degree
2 267 (2.87%) Computer Science Degree
3 220 (2.37%) PhD
4 193 (2.08%) Master's Degree
5 137 (1.47%) Security Cleared
6 111 (1.19%) Numerate Degree
7 90 (0.97%) AWS Certification
8 83 (0.89%) PMI Certification
9 73 (0.79%) SC Cleared
10 57 (0.61%) Microsoft Certification
11 47 (0.51%) CISSP
12 37 (0.40%) CISA
13 33 (0.36%) TOGAF Certification
14 32 (0.34%) CISM
15 22 (0.24%) MBA
16 21 (0.23%) Cisco Certification
16 21 (0.23%) DV Cleared
17 20 (0.22%) CTC Cleared
18 17 (0.18%) (ISC)2 CCSP
19 16 (0.17%) CCA
Quality Assurance & Compliance
1 584 (6.28%) QA
2 485 (5.22%) Data Quality
3 199 (2.14%) Accessibility
4 172 (1.85%) GDPR
5 96 (1.03%) Actionable Recommendations
6 71 (0.76%) SLA
7 63 (0.68%) ISO/IEC 27001
8 39 (0.42%) PMO
9 38 (0.41%) WCAG
10 25 (0.27%) IEC 62304
10 25 (0.27%) IFRS
10 25 (0.27%) ISO 13485
11 24 (0.26%) IFRS 9
12 22 (0.24%) HIPAA
13 20 (0.22%) NIST
14 16 (0.17%) GMP
15 13 (0.14%) PCI DSS
15 13 (0.14%) Sarbanes-Oxley
16 12 (0.13%) Cyber Essentials
17 11 (0.12%) Solvency II
System Software
1 993 (10.68%) Docker
2 98 (1.05%) Active Directory
3 71 (0.76%) Apache ZooKeeper
4 40 (0.43%) Apache Flume
5 28 (0.30%) VMware Infrastructure
6 23 (0.25%) HDFS
7 18 (0.19%) Firmware
7 18 (0.19%) Virtual Machines
8 14 (0.15%) Hyper-V
9 12 (0.13%) vSphere
10 10 (0.11%) VMware ESXi
11 8 (0.086%) Virtual Desktop
12 4 (0.043%) VirtualBox
13 3 (0.032%) LXC
13 3 (0.032%) zsh
14 2 (0.022%) Citrix Hypervisor
14 2 (0.022%) Virtual Servers
14 2 (0.022%) VMware Server
15 1 (0.011%) XenApp
15 1 (0.011%) XenDesktop
Systems Management
1 967 (10.40%) Kubernetes
2 724 (7.79%) Terraform
3 296 (3.18%) Ansible
4 135 (1.45%) Puppet
5 134 (1.44%) Opscode Chef
6 118 (1.27%) Prometheus
7 74 (0.80%) Kibana
8 73 (0.79%) logstash
9 72 (0.77%) Consul
10 69 (0.74%) Automic
11 51 (0.55%) Grafana
12 40 (0.43%) Oozie
13 26 (0.28%) Microsoft Intune
14 24 (0.26%) Rancher
15 23 (0.25%) SCCM
16 21 (0.23%) Kubeflow
17 18 (0.19%) Jamf Pro
18 17 (0.18%) Istio
19 15 (0.16%) Single Sign-On
20 13 (0.14%) Docker Swarm
Vendors
1 1,610 (17.32%) Google
2 837 (9.01%) Microsoft
3 366 (3.94%) Databricks
4 349 (3.76%) Adobe
5 294 (3.16%) Salesforce.com
6 257 (2.77%) Oracle
7 160 (1.72%) LexisNexis
8 157 (1.69%) Alteryx
9 147 (1.58%) Splunk
10 132 (1.42%) SAP
11 88 (0.95%) Informatica
12 86 (0.93%) Apple
13 80 (0.86%) Spotify
14 70 (0.75%) Talend
15 69 (0.74%) Amplitude
16 66 (0.71%) Teradata
17 65 (0.70%) IBM
18 61 (0.66%) Cloudera
19 58 (0.62%) MicroStrategy
20 56 (0.60%) Facebook