Period
to

The following table provides summary statistics for permanent job vacancies advertised in England 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 12 August 2022 with a comparison to the same period in the previous 2 years.

Analytics
UK > England
6 months to
12 Aug 2022
Same period 2021 Same period 2020
Rank 20 29 36
Rank change year-on-year +9 +7 -3
Permanent jobs citing Analytics 14,867 8,287 3,731
As % of all permanent jobs advertised in England 10.45% 8.19% 6.40%
As % of the Processes & Methodologies category 10.92% 8.69% 6.86%
Number of salaries quoted 6,139 5,139 2,746
10th Percentile £38,500 £36,250 £36,250
25th Percentile £48,475 £46,250 £46,250
Median annual salary (50th Percentile) £65,000 £62,500 £62,500
Median % change year-on-year +4.00% - +6.38%
75th Percentile £87,500 £83,750 £82,500
90th Percentile £115,000 £100,250 £105,000
UK median annual salary £65,000 £60,000 £60,000
% change year-on-year +8.33% - +4.35%

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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 136,198 95,330 54,355
As % of all permanent IT jobs advertised in England 95.74% 94.24% 93.22%
Number of salaries quoted 74,724 65,514 44,583
10th Percentile £34,250 £32,750 £32,500
25th Percentile £45,000 £42,500 £41,750
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% +4.76%
75th Percentile £80,000 £77,500 £75,000
90th Percentile £97,500 £93,750 £91,250
UK median annual salary £60,000 £55,600 £55,000
% change year-on-year +7.91% +1.09% +4.76%

Analytics
Job Vacancy Trend in England

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

Job vacancy trend for Analytics in England

Analytics
Salary Trend in England

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

Salary trend for Analytics in England

Analytics
Salary Histogram in England

Salary distribution for jobs citing Analytics in England over the 6 months to 12 August 2022.

Salary histogram for Analytics in England

Analytics
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytics within the England region over the 6 months to 12 August 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
London +3 9,508 £75,000 +7.14% 501
South East +23 1,653 £60,000 +9.09% 98
North of England +10 1,508 £55,000 +4.76% 147
Midlands +10 917 £55,000 +10.00% 101
North West +6 855 £55,703 +8.85% 94
South West 0 719 £50,000 +5.26% 56
West Midlands +3 649 £52,500 - 59
Yorkshire +10 580 £55,000 - 43
East of England 0 495 £57,500 +4.55% 45
East Midlands +17 263 £56,992 +29.62% 42
North East +3 73 £60,000 +33.33% 10
Analytics
UK

For the 6 months to 12 August 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 England region with a requirement for Analytics.

1 5,953 (40.04%) Agile
2 5,700 (38.34%) Python
3 5,446 (36.63%) SQL
4 4,386 (29.50%) Finance
5 4,372 (29.41%) Social Skills
6 3,952 (26.58%) Data Analytics
7 3,728 (25.08%) Azure
8 3,721 (25.03%) Data Science
9 3,709 (24.95%) AWS
10 3,395 (22.84%) Analytical Skills
11 3,316 (22.30%) Business Intelligence
12 2,810 (18.90%) Degree
13 2,605 (17.52%) Machine Learning
14 2,580 (17.35%) Marketing
15 2,540 (17.08%) Problem-Solving
16 2,533 (17.04%) Visualisation
17 2,436 (16.39%) DevOps
18 2,375 (15.97%) Google
19 2,316 (15.58%) GCP
20 2,282 (15.35%) Power Platform
21 2,196 (14.77%) Microsoft
22 2,182 (14.68%) Power BI
23 2,098 (14.11%) Data Engineering
24 2,068 (13.91%) Java
25 2,049 (13.78%) Software Engineering
26 2,015 (13.55%) Mentoring
27 2,008 (13.51%) Data Warehouse
28 1,962 (13.20%) Data Modelling
29 1,883 (12.67%) Big Data
30 1,855 (12.48%) Tableau

Analytics
Co-occurring IT Skills in England 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
1 962 (6.47%) Apache Spark
2 468 (3.15%) Apache Airflow
3 361 (2.43%) Apache
4 359 (2.41%) CMS
5 325 (2.19%) SAS
6 261 (1.76%) Confluence
7 167 (1.12%) SharePoint
8 125 (0.84%) WordPress
9 91 (0.61%) Jupyter
10 85 (0.57%) Apache Pulsar
11 57 (0.38%) Adobe Experience Manager
12 44 (0.30%) Oracle Workflow
13 43 (0.29%) ArcGIS
14 42 (0.28%) Drupal
15 39 (0.26%) Headless CMS
15 39 (0.26%) Sitecore CMS
16 31 (0.21%) Ethereum
17 30 (0.20%) Luigi
18 29 (0.20%) ThingWorx
19 28 (0.19%) Apache Solr
Applications
1 1,073 (7.22%) Microsoft Excel
2 388 (2.61%) Microsoft Office
3 317 (2.13%) Microsoft PowerPoint
4 218 (1.47%) Sketch
5 110 (0.74%) Adobe Creative Suite
6 108 (0.73%) Spreadsheet
7 104 (0.70%) InVision
8 101 (0.68%) Photoshop
9 78 (0.52%) Microsoft Project
10 62 (0.42%) SPSS
11 60 (0.40%) MS Visio
12 48 (0.32%) Campfire
13 40 (0.27%) Zeplin
14 36 (0.24%) Adobe XD
15 30 (0.20%) Adobe Illustrator
16 25 (0.17%) Stata
17 23 (0.15%) InDesign
18 14 (0.094%) Marvel
18 14 (0.094%) UXPin
19 12 (0.081%) Adobe Premiere
Business Applications
1 75 (0.50%) Dynamics CRM
2 48 (0.32%) Shopify
3 47 (0.32%) SAP S/4HANA
4 45 (0.30%) Payment Gateway
5 38 (0.26%) Aladdin
6 21 (0.14%) Magento
7 19 (0.13%) Oracle Payables
8 17 (0.11%) Salesforce.com CRM
9 15 (0.10%) Distributed Ledger
10 14 (0.094%) JDE OneWorld
11 13 (0.087%) IBM Planning Analytics
11 13 (0.087%) Ripple
11 13 (0.087%) Ripple XRP
12 12 (0.081%) Oracle EBS
12 12 (0.081%) Primavera
13 11 (0.074%) Line 50
13 11 (0.074%) Oracle Financials
13 11 (0.074%) Sage 200
14 9 (0.061%) Remedy ITSM
14 9 (0.061%) SAP ERP
Cloud Services
1 3,728 (25.08%) Azure
2 3,709 (24.95%) AWS
3 2,316 (15.58%) GCP
4 2,282 (15.35%) Power Platform
5 1,109 (7.46%) Google Analytics
6 813 (5.47%) SaaS
7 729 (4.90%) Serverless
8 663 (4.46%) Snowflake
9 524 (3.52%) GitHub
10 498 (3.35%) Azure Data Factory
11 472 (3.17%) Amazon S3
12 449 (3.02%) Azure DevOps
13 381 (2.56%) Cloud Computing
14 380 (2.56%) Azure Synapse Analytics
15 379 (2.55%) AWS Lambda
16 340 (2.29%) AWS CloudFormation
17 288 (1.94%) dbt
18 287 (1.93%) Azure Cosmos DB
19 262 (1.76%) Google Data Studio
20 252 (1.70%) Amazon ECS
Communications & Networking
1 212 (1.43%) Broadband
2 152 (1.02%) HTTP
3 148 (1.00%) Internet
4 134 (0.90%) Firewall
5 95 (0.64%) Network Security
6 70 (0.47%) TCP/IP
7 60 (0.40%) DNS
8 50 (0.34%) VPN
9 44 (0.30%) Skype
9 44 (0.30%) Wi-Fi
10 40 (0.27%) Cisco ASA
11 30 (0.20%) 5G
12 29 (0.20%) WebEx
13 27 (0.18%) DHCP
13 27 (0.18%) SNA
13 27 (0.18%) WAN
14 22 (0.15%) LAN
15 21 (0.14%) SMS
16 19 (0.13%) SSL
17 18 (0.12%) Software-Defined Networking
Database & Business Intelligence
1 2,182 (14.68%) Power BI
2 2,008 (13.51%) Data Warehouse
3 1,883 (12.67%) Big Data
4 1,855 (12.48%) Tableau
5 1,145 (7.70%) Data Lake
6 1,138 (7.65%) SQL Server
7 900 (6.05%) NoSQL
8 656 (4.41%) BigQuery
9 645 (4.34%) Relational Database
10 641 (4.31%) Hadoop
11 581 (3.91%) PostgreSQL
12 564 (3.79%) SQL Server Integration Services
13 508 (3.42%) MySQL
14 488 (3.28%) Amazon Redshift
15 476 (3.20%) Elasticsearch
16 437 (2.94%) Looker
17 376 (2.53%) SQL Server Reporting Services
18 356 (2.39%) MongoDB
19 320 (2.15%) Metadata
20 278 (1.87%) Data Mining
Development Applications
1 1,109 (7.46%) Git (software)
2 824 (5.54%) JIRA
3 562 (3.78%) Jenkins
4 320 (2.15%) GitLab
5 177 (1.19%) Cypress.io
6 159 (1.07%) TeamCity
7 142 (0.96%) Bitbucket
8 141 (0.95%) Selenium
9 131 (0.88%) Visual Studio
10 123 (0.83%) Octopus Deploy
11 99 (0.67%) Team Foundation Server
11 99 (0.67%) webpack
12 90 (0.61%) IBM UrbanCode
13 82 (0.55%) Maven
14 81 (0.54%) Travis CI
15 79 (0.53%) SQL Server Management Studio (SSMS)
16 77 (0.52%) CircleCI
17 75 (0.50%) Cucumber
18 63 (0.42%) Gradle
19 60 (0.40%) JUnit
General
1 4,386 (29.50%) Finance
2 4,372 (29.41%) Social Skills
3 3,395 (22.84%) Analytical Skills
4 2,580 (17.35%) Marketing
5 1,418 (9.54%) Retail
6 959 (6.45%) Banking
7 930 (6.26%) Games
8 860 (5.78%) Inclusion and Diversity
9 681 (4.58%) Legal
10 675 (4.54%) Advertising
11 578 (3.89%) Presentation Skills
12 532 (3.58%) Front Office
13 426 (2.87%) Law
14 361 (2.43%) Manufacturing
15 337 (2.27%) Public Sector
16 319 (2.15%) Influencing Skills
17 315 (2.12%) Pharmaceutical
18 306 (2.06%) Organisational Skills
18 306 (2.06%) Publishing
19 279 (1.88%) Financial Institution
Job Titles
1 2,262 (15.21%) Analyst
2 2,187 (14.71%) Developer
3 1,781 (11.98%) Data Engineer
4 969 (6.52%) Architect
5 921 (6.19%) Software Engineer
6 871 (5.86%) Data Analyst
7 554 (3.73%) Data Manager
8 531 (3.57%) Senior Analyst
9 515 (3.46%) Senior Data Engineer
9 515 (3.46%) Senior Developer
10 508 (3.42%) Product Manager
11 492 (3.31%) Data Scientist
12 450 (3.03%) Data Architect
13 433 (2.91%) Solutions Architect
14 393 (2.64%) Consultant
15 351 (2.36%) Designer
16 345 (2.32%) Analytics Manager
17 334 (2.25%) Senior Manager
18 314 (2.11%) Trainee
19 308 (2.07%) Developer/Software Engineer
Libraries, Frameworks & Software Standards
1 1,304 (8.77%) React
2 924 (6.22%) HTML
3 867 (5.83%) .NET
4 774 (5.21%) CSS
5 655 (4.41%) Kafka
6 598 (4.02%) Node.js
7 597 (4.02%) REST
8 537 (3.61%) Spring
9 436 (2.93%) Pandas
10 298 (2.00%) NumPy
11 297 (2.00%) HTML5
12 292 (1.96%) AngularJS
13 283 (1.90%) Web Services
14 273 (1.84%) PySpark
15 271 (1.82%) TensorFlow
16 268 (1.80%) RESTful
16 268 (1.80%) scikit-learn
17 263 (1.77%) JSON
18 245 (1.65%) Redux
19 237 (1.59%) Sass
Miscellaneous
1 1,548 (10.41%) User Experience
2 994 (6.69%) Algorithms
3 665 (4.47%) Self-Motivation
4 661 (4.45%) Management Information System
5 529 (3.56%) Data Structures
6 442 (2.97%) Social Media
7 418 (2.81%) Derivative
8 388 (2.61%) Mobile App
9 383 (2.58%) Equities
9 383 (2.58%) Fixed Income
10 381 (2.56%) Cloud Native
11 361 (2.43%) Hedge funds
12 344 (2.31%) IoT
13 317 (2.13%) Foreign Exchange (FX)
14 315 (2.12%) Blog
15 292 (1.96%) Greenfield Project
16 253 (1.70%) Credit Risk
17 236 (1.59%) Life Science
18 233 (1.57%) Public Cloud
19 223 (1.50%) Hackathon
Operating Systems
1 838 (5.64%) Linux
2 504 (3.39%) Windows
3 280 (1.88%) Android
4 233 (1.57%) Apple iOS
5 209 (1.41%) Unix
6 75 (0.50%) Windows Server
7 72 (0.48%) Mesosphere
8 36 (0.24%) Mac OS
9 26 (0.17%) Windows 10
10 23 (0.15%) Red Hat Enterprise Linux
11 22 (0.15%) CentOS
12 17 (0.11%) VMS
13 15 (0.10%) Windows Phone
13 15 (0.10%) Windows Server 2019
14 13 (0.087%) Windows Server 2012
15 10 (0.067%) Kali Linux
16 8 (0.054%) Windows Server 2016
17 7 (0.047%) Ubuntu
18 5 (0.034%) Debian
19 4 (0.027%) AIX
Processes & Methodologies
1 5,953 (40.04%) Agile
2 3,952 (26.58%) Data Analytics
3 3,721 (25.03%) Data Science
4 3,316 (22.30%) Business Intelligence
5 2,605 (17.52%) Machine Learning
6 2,540 (17.08%) Problem-Solving
7 2,533 (17.04%) Visualisation
8 2,436 (16.39%) DevOps
9 2,098 (14.11%) Data Engineering
10 2,049 (13.78%) Software Engineering
11 2,015 (13.55%) Mentoring
12 1,962 (13.20%) Data Modelling
13 1,848 (12.43%) CI/CD
14 1,788 (12.03%) ETL
15 1,716 (11.54%) Artificial Intelligence
16 1,682 (11.31%) Decision-Making
17 1,656 (11.14%) Data Analysis
18 1,432 (9.63%) Computer Science
19 1,376 (9.26%) Data Management
20 1,354 (9.11%) Data Visualisation
Programming Languages
1 5,700 (38.34%) Python
2 5,446 (36.63%) SQL
3 2,068 (13.91%) Java
4 1,605 (10.80%) JavaScript
5 1,221 (8.21%) R
6 982 (6.61%) C#
7 808 (5.43%) TypeScript
8 619 (4.16%) Scala
9 483 (3.25%) C
10 477 (3.21%) PowerShell
11 413 (2.78%) T-SQL
12 406 (2.73%) C++
13 383 (2.58%) Bash
14 332 (2.23%) Go
15 204 (1.37%) Ruby
16 166 (1.12%) PHP
17 153 (1.03%) Kotlin
18 136 (0.91%) VBA
19 120 (0.81%) Data Analysis Expressions (DAX)
20 116 (0.78%) Shell Script
Qualifications
1 2,810 (18.90%) Degree
2 393 (2.64%) Computer Science Degree
3 364 (2.45%) Security Cleared
4 248 (1.67%) Master's Degree
5 220 (1.48%) SC Cleared
6 218 (1.47%) PhD
7 202 (1.36%) Numerate Degree
8 159 (1.07%) Microsoft Certification
9 135 (0.91%) AWS Certification
10 87 (0.59%) CISSP
11 83 (0.56%) TOGAF Certification
12 76 (0.51%) Cisco Certification
13 75 (0.50%) PMI Certification
14 70 (0.47%) DV Cleared
15 52 (0.35%) CISA
16 47 (0.32%) CISM
17 38 (0.26%) MBA
18 30 (0.20%) CCNA
19 28 (0.19%) ACCA
19 28 (0.19%) CCNP
Quality Assurance & Compliance
1 1,113 (7.49%) QA
2 975 (6.56%) Data Quality
3 310 (2.09%) GDPR
4 302 (2.03%) Accessibility
5 129 (0.87%) Actionable Recommendations
6 105 (0.71%) ISO/IEC 27001
7 97 (0.65%) PMO
8 96 (0.65%) SLA
9 49 (0.33%) GRC
9 49 (0.33%) Sarbanes-Oxley
10 40 (0.27%) JSP 440
11 39 (0.26%) GxP
12 36 (0.24%) WCAG
13 32 (0.22%) NIST
14 23 (0.15%) CDISC
14 23 (0.15%) IEC 62304
14 23 (0.15%) ISO 13485
15 22 (0.15%) Good Clinical Practice
16 19 (0.13%) IFRS
16 19 (0.13%) PCI DSS
System Software
1 1,217 (8.19%) Docker
2 176 (1.18%) Active Directory
3 56 (0.38%) Apache Flume
4 55 (0.37%) Virtual Machines
5 48 (0.32%) Apache ZooKeeper
6 41 (0.28%) VMware Infrastructure
7 36 (0.24%) Firmware
8 28 (0.19%) HDFS
8 28 (0.19%) Hyper-V
9 23 (0.15%) Virtual Desktop
10 13 (0.087%) VMware ESXi
11 11 (0.074%) Embedded Firmware
11 11 (0.074%) vSphere
12 5 (0.034%) etcd
13 4 (0.027%) zsh
14 3 (0.020%) VirtualBox
15 2 (0.013%) Ceph
15 2 (0.013%) Citrix Hypervisor
15 2 (0.013%) Oracle RAC
15 2 (0.013%) XenApp
Systems Management
1 1,170 (7.87%) Kubernetes
2 872 (5.87%) Terraform
3 342 (2.30%) Ansible
4 166 (1.12%) Puppet
5 146 (0.98%) Opscode Chef
6 130 (0.87%) Kibana
7 111 (0.75%) Prometheus
8 89 (0.60%) logstash
9 72 (0.48%) Automic
10 69 (0.46%) Grafana
11 66 (0.44%) Consul
12 62 (0.42%) Oozie
13 60 (0.40%) Single Sign-On
14 59 (0.40%) SCCM
15 57 (0.38%) Microsoft Intune
16 34 (0.23%) Istio
17 23 (0.15%) Jamf Pro
18 21 (0.14%) Kubeflow
18 21 (0.14%) Rancher
19 16 (0.11%) Docker Swarm
Vendors
1 2,375 (15.97%) Google
2 2,196 (14.77%) Microsoft
3 637 (4.28%) Oracle
4 627 (4.22%) Databricks
5 559 (3.76%) Adobe
6 455 (3.06%) Salesforce.com
7 315 (2.12%) SAP
8 283 (1.90%) Alteryx
9 209 (1.41%) Teradata
10 205 (1.38%) Splunk
11 185 (1.24%) IBM
12 177 (1.19%) Informatica
13 158 (1.06%) Facebook
14 137 (0.92%) Apple
15 118 (0.79%) Talend
16 115 (0.77%) LexisNexis
16 115 (0.77%) Sun
17 111 (0.75%) Sage
18 102 (0.69%) Cloudera
19 92 (0.62%) Dell