Period
to 27 October 2021

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Use Case skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Use Case over the 6 months to 27 October 2021 with a comparison to the same period in the previous 2 years.

Use Cases
England > London
6 months to
27 Oct 2021
Same period 2020 Same period 2019
Rank 243 297 302
Rank change year-on-year +54 +5 +80
Permanent jobs citing Use Case 774 176 556
As % of all permanent jobs advertised in London 1.52% 0.88% 1.02%
As % of the Processes & Methodologies category 1.59% 0.94% 1.09%
Number of salaries quoted 402 133 401
10th Percentile £51,250 £51,250 £42,500
25th Percentile £58,594 £57,500 £51,250
Median annual salary (50th Percentile) £73,750 £65,000 £70,000
Median % change year-on-year +13.46% -7.14% +7.69%
75th Percentile £85,000 £85,000 £85,000
90th Percentile £97,500 £105,000 £110,000
England median annual salary £65,000 £60,000 £55,000
% change year-on-year +8.33% +9.09% -

Use Case 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 48,689 18,691 50,850
As % of all permanent IT jobs advertised in London 95.53% 93.89% 93.60%
Number of salaries quoted 31,833 15,807 41,429
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 £90,000 £86,250 £82,500
90th Percentile £107,500 £105,500 £100,000
England median annual salary £59,500 £55,000 £52,500
% change year-on-year +8.18% +4.76% -

Use Case
Job Vacancy Trend in London

Job postings citing Use Case as a proportion of all IT jobs advertised in London.

Job vacancy trend for Use Case in London

Use Case
Salary Trend in London

3-month moving average salary quoted in jobs citing Use Case in London.

Salary trend for Use Case in London

Use Case
Salary Histogram in London

Salary distribution for jobs citing Use Case in London over the 6 months to 27 October 2021.

Salary histogram for Use Case in London

Use Case
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Use Case within the London region over the 6 months to 27 October 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 -45 76 £72,500 +20.83% 20
West London -31 65 £75,000 +42.86% 7
South London -17 13 £75,000 +25.00%
East London - 7 £70,000 - 12
Use Case
England

For the 6 months to 27 October 2021, IT jobs citing Use Case 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 Use Case.

1 401 (51.81%) Agile Software Development
2 231 (29.84%) Social Skills
3 230 (29.72%) AWS
4 229 (29.59%) Analytics
5 203 (26.23%) Python
6 194 (25.06%) Finance
7 193 (24.94%) Problem-Solving
8 187 (24.16%) Azure
9 182 (23.51%) SQL
10 152 (19.64%) Analytical Skills
11 144 (18.60%) Visualisation
12 142 (18.35%) Node.js
13 139 (17.96%) DevOps
14 135 (17.44%) Degree
15 131 (16.93%) React
16 128 (16.54%) JavaScript
17 123 (15.89%) Data Science
18 109 (14.08%) Artificial Intelligence
19 108 (13.95%) Full Stack Development
20 107 (13.82%) Microservices
20 107 (13.82%) GCP
21 106 (13.70%) Kubernetes
21 106 (13.70%) HTML
21 106 (13.70%) Business Intelligence
22 105 (13.57%) Machine Learning
23 103 (13.31%) Data Visualisation
23 103 (13.31%) Java
23 103 (13.31%) CSS
24 102 (13.18%) REST
25 99 (12.79%) User Experience

Use Case
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 64 (8.27%) Confluence
2 54 (6.98%) Apache Spark
3 39 (5.04%) Elasticsearch
4 29 (3.75%) CMS
5 23 (2.97%) Apache Airflow
6 12 (1.55%) Apache Solr
7 11 (1.42%) Apache Pig
8 9 (1.16%) SharePoint
9 6 (0.78%) Apache
10 5 (0.65%) Adobe Experience Manager
10 5 (0.65%) Jupyter
11 4 (0.52%) nginx
12 3 (0.39%) Luigi
12 3 (0.39%) Mule
12 3 (0.39%) Oracle Workflow
13 2 (0.26%) Magnolia
13 2 (0.26%) Tomcat
14 1 (0.13%) MS Exchange
14 1 (0.13%) OpenStack
14 1 (0.13%) SAS
Applications
1 32 (4.13%) Microsoft Excel
2 25 (3.23%) MS Visio
3 23 (2.97%) Microsoft Office
4 9 (1.16%) Microsoft PowerPoint
4 9 (1.16%) SOLIDWORKS
5 4 (0.52%) Microsoft Project
6 1 (0.13%) Adobe Creative Suite
6 1 (0.13%) Adobe Illustrator
6 1 (0.13%) Adobe XD
6 1 (0.13%) Blender
6 1 (0.13%) Photoshop
6 1 (0.13%) Sketch
6 1 (0.13%) SPSS
Business Applications
1 9 (1.16%) Oracle Receivables
2 8 (1.03%) Oracle Assets
2 8 (1.03%) Oracle Cash Management
2 8 (1.03%) Oracle Payables
3 5 (0.65%) Sentinel
4 4 (0.52%) Oracle Financials
4 4 (0.52%) Oracle Procure-to-Pay
4 4 (0.52%) Oracle Subledger Accounting
5 3 (0.39%) Magento
5 3 (0.39%) SAP S/4HANA
6 2 (0.26%) Distributed Ledger
6 2 (0.26%) Workday HCM
7 1 (0.13%) Adobe Campaign
7 1 (0.13%) Dynamics CRM
7 1 (0.13%) SAP MDG
7 1 (0.13%) SAP Oil and Gas
7 1 (0.13%) StreamServe
7 1 (0.13%) Teamcenter
Cloud Services
1 230 (29.72%) AWS
2 187 (24.16%) Azure
3 107 (13.82%) GCP
4 87 (11.24%) Serverless
5 71 (9.17%) Power Platform
6 68 (8.79%) AWS Lambda
7 67 (8.66%) SaaS
8 36 (4.65%) Snowflake
9 31 (4.01%) Amazon Kinesis
9 31 (4.01%) Amazon S3
10 22 (2.84%) Amazon ECS
10 22 (2.84%) IaaS
11 19 (2.45%) AWS CloudFormation
11 19 (2.45%) Google Analytics
12 18 (2.33%) Amazon CloudWatch
13 17 (2.20%) PaaS
14 15 (1.94%) Azure Synapse Analytics
15 12 (1.55%) Amazon EC2
16 11 (1.42%) Amazon EMR
16 11 (1.42%) Matillion
Communications & Networking
1 36 (4.65%) HTTP
2 16 (2.07%) WebEx
3 10 (1.29%) Firewall
4 8 (1.03%) Broadband
5 7 (0.90%) VPN
6 5 (0.65%) Internet
6 5 (0.65%) IPsec
6 5 (0.65%) Wireshark
7 4 (0.52%) DNS
7 4 (0.52%) FTP
7 4 (0.52%) Intrusion Detection
7 4 (0.52%) Network Security
8 3 (0.39%) 5G
9 2 (0.26%) DSL
9 2 (0.26%) IPv6
9 2 (0.26%) LTE
10 1 (0.13%) HTTPS
10 1 (0.13%) MPLS
10 1 (0.13%) VLAN
10 1 (0.13%) Wi-Fi
Database & Business Intelligence
1 78 (10.08%) Big Data
2 77 (9.95%) SQL Server
3 70 (9.04%) Tableau
4 67 (8.66%) Power BI
5 61 (7.88%) MySQL
6 57 (7.36%) NoSQL
6 57 (7.36%) PostgreSQL
7 52 (6.72%) Data Warehouse
8 46 (5.94%) Relational Database
9 44 (5.68%) Data Lake
10 32 (4.13%) Amazon DynamoDB
11 30 (3.88%) Amazon Redshift
12 28 (3.62%) BigQuery
13 27 (3.49%) Amazon Athena
14 25 (3.23%) Redis
15 21 (2.71%) Apache Hive
16 19 (2.45%) Metadata
17 17 (2.20%) Looker
18 16 (2.07%) Hadoop
18 16 (2.07%) Pentaho
Development Applications
1 90 (11.63%) JIRA
2 55 (7.11%) Git (software)
3 49 (6.33%) Jenkins
4 43 (5.56%) Visual Studio
5 41 (5.30%) MSI
5 41 (5.30%) WiX
6 30 (3.88%) TeamCity
7 29 (3.75%) Octopus Deploy
8 20 (2.58%) Jasmine
9 17 (2.20%) CircleCI
9 17 (2.20%) Team Foundation Server
10 16 (2.07%) IBM UrbanCode
10 16 (2.07%) Travis CI
11 7 (0.90%) Selenium
12 6 (0.78%) Gradle
13 5 (0.65%) Bitbucket
13 5 (0.65%) Cypress.io
13 5 (0.65%) Mocha
13 5 (0.65%) Protractor
14 4 (0.52%) Atlassian Bamboo
General
1 231 (29.84%) Social Skills
2 194 (25.06%) Finance
3 152 (19.64%) Analytical Skills
4 71 (9.17%) Retail
5 66 (8.53%) Marketing
6 65 (8.40%) Presentation Skills
7 42 (5.43%) Organisational Skills
8 40 (5.17%) Law
9 35 (4.52%) Banking
10 25 (3.23%) Pharmaceutical
11 22 (2.84%) Manufacturing
12 19 (2.45%) Telecoms
13 15 (1.94%) Influencing Skills
14 14 (1.81%) Advertising
14 14 (1.81%) Back Office
14 14 (1.81%) Legal
15 13 (1.68%) Billing
15 13 (1.68%) Investment Banking
16 11 (1.42%) Games
16 11 (1.42%) Inclusion and Diversity
Job Titles
1 142 (18.35%) Analyst
2 116 (14.99%) Developer
3 99 (12.79%) Architect
4 86 (11.11%) Business Analyst
5 67 (8.66%) Consultant
6 53 (6.85%) Solutions Architect
7 49 (6.33%) Data Engineer
8 36 (4.65%) Data Analyst
9 28 (3.62%) Senior Developer
10 26 (3.36%) Data Consultant
11 25 (3.23%) Full Stack Developer
12 24 (3.10%) Principal Consultant
13 23 (2.97%) Cloud Architect
14 22 (2.84%) Data Architect
15 21 (2.71%) Backend Developer
15 21 (2.71%) Managing Consultant
15 21 (2.71%) Strategy Consultant
16 20 (2.58%) Data Scientist
16 20 (2.58%) Lead Architect
16 20 (2.58%) Software Developer
Libraries, Frameworks & Software Standards
1 142 (18.35%) Node.js
2 131 (16.93%) React
3 106 (13.70%) HTML
4 103 (13.31%) CSS
5 102 (13.18%) REST
6 98 (12.66%) AngularJS
7 66 (8.53%) Web Services
8 53 (6.85%) .NET
8 53 (6.85%) Kafka
9 43 (5.56%) RESTful
9 43 (5.56%) Vue.js
10 41 (5.30%) NHibernate
11 38 (4.91%) Redux
12 37 (4.78%) Elastic Stack
12 37 (4.78%) Entity Framework
13 35 (4.52%) SVG
14 34 (4.39%) ASP.NET Web API
14 34 (4.39%) Aurelia
14 34 (4.39%) HTML5 Canvas
15 27 (3.49%) JSON
Miscellaneous
1 99 (12.79%) User Experience
2 86 (11.11%) Self-Motivation
3 46 (5.94%) Web 2.0
4 44 (5.68%) Algorithms
5 39 (5.04%) Cloud Native
6 36 (4.65%) Enterprise Software
7 34 (4.39%) Client/Server
8 31 (4.01%) Management Information System
9 27 (3.49%) Life Science
10 25 (3.23%) Social Network
11 21 (2.71%) Data Structures
12 19 (2.45%) Enterprise Cloud
12 19 (2.45%) Public Cloud
13 18 (2.33%) Legacy Applications
14 16 (2.07%) Mobile App
15 13 (1.68%) PlayStation
16 12 (1.55%) Social Media
17 10 (1.29%) Cyberthreat
17 10 (1.29%) Virtual Team
18 9 (1.16%) Robotics
Operating Systems
1 83 (10.72%) Windows
2 57 (7.36%) Linux
3 16 (2.07%) Mesosphere
4 7 (0.90%) Unix
5 2 (0.26%) Android
5 2 (0.26%) Windows Server
6 1 (0.13%) Apple iOS
6 1 (0.13%) Red Hat Enterprise Linux
6 1 (0.13%) Windows 10
6 1 (0.13%) Windows Server 2012
Processes & Methodologies
1 401 (51.81%) Agile Software Development
2 229 (29.59%) Analytics
3 193 (24.94%) Problem-Solving
4 144 (18.60%) Visualisation
5 139 (17.96%) DevOps
6 123 (15.89%) Data Science
7 109 (14.08%) Artificial Intelligence
8 108 (13.95%) Full Stack Development
9 107 (13.82%) Microservices
10 106 (13.70%) Business Intelligence
11 105 (13.57%) Machine Learning
12 103 (13.31%) Data Visualisation
13 95 (12.27%) Data Modelling
14 88 (11.37%) Scrum
15 83 (10.72%) Software Engineering
16 82 (10.59%) Data Engineering
17 77 (9.95%) Data Management
18 76 (9.82%) Test Automation
19 75 (9.69%) Data Pipeline
20 70 (9.04%) Computer Science
Programming Languages
1 203 (26.23%) Python
2 182 (23.51%) SQL
3 128 (16.54%) JavaScript
4 103 (13.31%) Java
5 88 (11.37%) TypeScript
6 59 (7.62%) Go
7 49 (6.33%) C#
8 48 (6.20%) T-SQL
9 37 (4.78%) R
10 36 (4.65%) PHP
11 32 (4.13%) C
12 27 (3.49%) Bash Shell
13 20 (2.58%) Ruby
13 20 (2.58%) Scala
14 18 (2.33%) PowerShell
15 17 (2.20%) Shell Script
16 14 (1.81%) C++
17 7 (0.90%) Java 8
18 6 (0.78%) Clojure
19 5 (0.65%) Perl
Qualifications
1 135 (17.44%) Degree
2 25 (3.23%) Computer Science Degree
3 16 (2.07%) Security Cleared
4 15 (1.94%) Master's Degree
5 8 (1.03%) SC Cleared
6 6 (0.78%) PhD
7 5 (0.65%) PRINCE2 Certification
8 4 (0.52%) CISSP
8 4 (0.52%) GIAC
8 4 (0.52%) Numerate Degree
9 3 (0.39%) CEH
9 3 (0.39%) CREST Certified
9 3 (0.39%) OSCP
9 3 (0.39%) PMI Certification
10 2 (0.26%) ISEB
11 1 (0.13%) AWS Certification
11 1 (0.13%) CISA
11 1 (0.13%) Cisco Certification
11 1 (0.13%) CISM
11 1 (0.13%) PMP
Quality Assurance & Compliance
1 51 (6.59%) QA
2 41 (5.30%) Accessibility
3 16 (2.07%) Data Quality
4 12 (1.55%) SLA
5 7 (0.90%) NIST
6 4 (0.52%) MiFID
7 3 (0.39%) Actionable Recommendations
7 3 (0.39%) GDPR
7 3 (0.39%) GRC
8 2 (0.26%) PCI DSS
9 1 (0.13%) ISO 9001
9 1 (0.13%) ISO/IEC 27001
System Software
1 93 (12.02%) Docker
2 7 (0.90%) Firmware
3 3 (0.39%) Active Directory
3 3 (0.39%) VMware Infrastructure
4 2 (0.26%) Apache ZooKeeper
5 1 (0.13%) Hyper-V
Systems Management
1 106 (13.70%) Kubernetes
2 45 (5.81%) Terraform
3 35 (4.52%) Prometheus
4 31 (4.01%) Ansible
5 26 (3.36%) Kibana
5 26 (3.36%) logstash
6 24 (3.10%) Puppet
7 23 (2.97%) Opscode Chef
8 16 (2.07%) Automic
8 16 (2.07%) Consul
9 11 (1.42%) Istio
9 11 (1.42%) Oozie
10 10 (1.29%) Grafana
10 10 (1.29%) Kubeflow
11 9 (1.16%) Docker Swarm
11 9 (1.16%) Kustomize
12 2 (0.26%) Ambari
12 2 (0.26%) Argo
12 2 (0.26%) Host Intrusion Detection System
12 2 (0.26%) Network Intrusion Detection System
Vendors
1 70 (9.04%) Microsoft
2 57 (7.36%) Google
3 50 (6.46%) Oracle
4 39 (5.04%) Splunk
5 27 (3.49%) SAP
6 21 (2.71%) Cognos
6 21 (2.71%) Informatica
7 16 (2.07%) Samsung
8 14 (1.81%) Databricks
9 13 (1.68%) Hortonworks
10 12 (1.55%) Cloudera
10 12 (1.55%) Salesforce.com
10 12 (1.55%) StreamSets
11 11 (1.42%) Workday
12 10 (1.29%) Alteryx
12 10 (1.29%) Sony
13 9 (1.16%) Adobe
13 9 (1.16%) Conga
13 9 (1.16%) DocuSign
14 8 (1.03%) Atlassian