Period
to 30 May 2020

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in London. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 30 May 2020 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > London
6 months to
30 May 2020
Same period 2019 Same period 2018
Rank 33 26 25
Rank change year-on-year -7 -1 -2
Permanent jobs citing Analytical Skills 2,782 4,674 5,776
As % of all permanent jobs advertised in London 7.43% 8.07% 8.31%
As % of the Miscellaneous category 17.80% 19.59% 19.40%
Number of salaries quoted 2,016 3,381 3,959
Median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £35,000 £31,250 £31,250
90th Percentile £105,000 £95,000 £90,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +11.11%

Analytical Skills is in the Generic IT Skills 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 generic IT skills.

All Generic IT Skills
London
Permanent vacancies with a requirement for generic IT skills 15,631 23,860 29,774
As % of all permanent IT jobs advertised in London 41.77% 41.19% 42.82%
Number of salaries quoted 12,156 18,608 22,999
Median annual salary £70,000 £65,000 £60,000
Median salary % change year-on-year +7.69% +8.33% -
10th Percentile £38,750 £35,000 £35,000
90th Percentile £115,000 £100,000 £95,000
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

Analytical Skills
Job Vacancy Trend in London

Job postings citing Analytical Skills as a proportion of all IT jobs advertised in London.

Job vacancy trend for Analytical Skills in London

Analytical Skills
Salary Trend in London

3-month moving average salary quoted in jobs citing Analytical Skills in London.

Salary trend for Analytical Skills in London

Analytical Skills
Salary Histogram in London

Salary distribution for jobs citing Analytical Skills in London over the 6 months to 30 May 2020.

Salary histogram for Analytical Skills in London

Analytical Skills
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytical Skills within the London region over the 6 months to 30 May 2020. 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 -4 583 £70,000 +16.67% 29
West London -1 141 £52,500 +13.51% 13
South London +5 128 £57,500 +27.78% 4
East London +4 54 £52,500 +10.53% 5
North London +15 49 £55,000 +10.00% 2
Analytical Skills
England

For the 6 months to 30 May 2020, IT jobs citing Analytical Skills 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 Analytical Skills.

1 1,080 (38.82%) Problem-Solving
2 931 (33.47%) Finance
3 919 (33.03%) SQL
4 890 (31.99%) Agile Software Development
5 787 (28.29%) Degree
6 733 (26.35%) Analytics
7 586 (21.06%) Python
8 537 (19.30%) Business Intelligence
9 477 (17.15%) SQL Server
10 415 (14.92%) Microsoft
11 387 (13.91%) Azure
12 370 (13.30%) Computer Science
13 343 (12.33%) Tableau
14 339 (12.19%) Java
15 334 (12.01%) Project Management
16 324 (11.65%) Data Analysis
17 313 (11.25%) AWS
17 313 (11.25%) DevOps
18 301 (10.82%) ETL
19 299 (10.75%) Oracle
20 297 (10.68%) Data Analytics
21 291 (10.46%) Stakeholder Management
22 289 (10.39%) JavaScript
22 289 (10.39%) Visualisation
23 284 (10.21%) C#
24 273 (9.81%) .NET
25 251 (9.02%) Marketing
26 243 (8.73%) Banking
27 238 (8.55%) HTML
27 238 (8.55%) Scrum

Analytical Skills
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 96 (3.45%) Apache Spark
2 68 (2.44%) Confluence
3 57 (2.05%) CMS
4 45 (1.62%) SharePoint
5 37 (1.33%) Apache
5 37 (1.33%) SAS
6 35 (1.26%) Apache Airflow
7 30 (1.08%) Jupyter
8 24 (0.86%) IIS
9 18 (0.65%) MS Exchange
10 17 (0.61%) Elasticsearch
11 15 (0.54%) EPiServer
12 13 (0.47%) Oracle SOA Suite
12 13 (0.47%) Tomcat
13 12 (0.43%) Sitecore CMS
14 11 (0.40%) Adobe Experience Manager
14 11 (0.40%) JBoss
14 11 (0.40%) Luigi
14 11 (0.40%) WebLogic
15 9 (0.32%) Oracle Workflow
Applications
1 208 (7.48%) Microsoft Excel
2 144 (5.18%) Microsoft Office
3 65 (2.34%) Microsoft PowerPoint
4 36 (1.29%) MS Visio
5 28 (1.01%) Microsoft Project
6 21 (0.75%) SPSS
7 19 (0.68%) Sketch
8 12 (0.43%) InVision
9 9 (0.32%) Photoshop
10 7 (0.25%) Adobe Creative Suite
10 7 (0.25%) Zeplin
11 5 (0.18%) Spreadsheet
12 4 (0.14%) Adobe XD
12 4 (0.14%) Notepad++
12 4 (0.14%) Windchill
13 3 (0.11%) Adobe Illustrator
13 3 (0.11%) EViews
14 2 (0.072%) AutoCAD
14 2 (0.072%) InfoPath
14 2 (0.072%) Stata
Business Applications
1 24 (0.86%) Dynamics CRM
2 18 (0.65%) Shopify
3 15 (0.54%) Oracle BPM
4 12 (0.43%) SAP BPC
5 11 (0.40%) Distributed Ledger
5 11 (0.40%) SAP ERP
6 8 (0.29%) SAP Hybris
7 7 (0.25%) FastStats
7 7 (0.25%) Remedy ITSM
7 7 (0.25%) SAP CO
7 7 (0.25%) SAP FI
7 7 (0.25%) SAP FI/CO
8 6 (0.22%) SAP IS-U
8 6 (0.22%) SAP S/4HANA
9 5 (0.18%) Payment Gateway
9 5 (0.18%) SAP CRM
10 4 (0.14%) HFM
10 4 (0.14%) Markit EDM
10 4 (0.14%) NetSuite
10 4 (0.14%) Raiser's Edge
Cloud Services
1 387 (13.91%) Azure
2 313 (11.25%) AWS
3 225 (8.09%) Power Platform
4 108 (3.88%) Office 365
5 107 (3.85%) GCP
6 74 (2.66%) SaaS
7 68 (2.44%) Cloud Computing
8 51 (1.83%) Serverless
9 48 (1.73%) GitHub
10 44 (1.58%) Azure Data Factory
11 43 (1.55%) Google Analytics
12 36 (1.29%) PaaS
13 32 (1.15%) Azure Active Directory
14 24 (0.86%) IaaS
15 23 (0.83%) Amazon Kinesis
16 22 (0.79%) AWS CloudFormation
16 22 (0.79%) Dynamics 365
17 21 (0.75%) Amazon S3
18 16 (0.58%) AWS Lambda
18 16 (0.58%) Force.com
Communications & Networking
1 72 (2.59%) Firewall
2 50 (1.80%) TCP/IP
3 35 (1.26%) Network Security
4 33 (1.19%) DNS
5 32 (1.15%) Internet
6 27 (0.97%) Intranet
7 25 (0.90%) VPN
7 25 (0.90%) WAN
8 24 (0.86%) LAN
9 23 (0.83%) HTTP
10 20 (0.72%) Intrusion Detection
11 18 (0.65%) Wireless
12 17 (0.61%) VoIP
13 16 (0.58%) DHCP
14 13 (0.47%) NetScaler
15 12 (0.43%) Extranet
15 12 (0.43%) GSM
15 12 (0.43%) SAN
15 12 (0.43%) Wi-Fi
16 10 (0.36%) IP Telephony
Database & Business Intelligence
1 477 (17.15%) SQL Server
2 207 (7.44%) Data Lake
2 207 (7.44%) Data Warehouse
2 207 (7.44%) Power BI
3 172 (6.18%) SQL Server Integration Services
4 163 (5.86%) Big Data
5 130 (4.67%) Relational Database
6 106 (3.81%) NoSQL
7 87 (3.13%) Oracle Reports
8 85 (3.06%) SQL Server Analysis Services
9 75 (2.70%) PostgreSQL
9 75 (2.70%) SQL Server Reporting Services
10 73 (2.62%) Hadoop
11 64 (2.30%) Amazon Redshift
12 61 (2.19%) Snowflake Schema
13 56 (2.01%) MongoDB
13 56 (2.01%) OLAP
14 52 (1.87%) RDBMS
15 50 (1.80%) Apache Cassandra
16 41 (1.47%) Data Mining
Development Applications
1 193 (6.94%) Git (software)
2 161 (5.79%) JIRA
3 105 (3.77%) Jenkins
4 46 (1.65%) Octopus Deploy
5 34 (1.22%) Visual Studio
6 32 (1.15%) Maven
6 32 (1.15%) Team Foundation Server
7 30 (1.08%) Cucumber
7 30 (1.08%) Selenium
8 29 (1.04%) Jasmine
8 29 (1.04%) Visual Studio Team System
9 27 (0.97%) NUnit
10 23 (0.83%) Bitbucket
10 23 (0.83%) Karma Test Runner
11 18 (0.65%) TeamCity
11 18 (0.65%) webpack
12 17 (0.61%) Axure RP
12 17 (0.61%) JUnit
13 16 (0.58%) CircleCI
13 16 (0.58%) Grunt
General
1 931 (33.47%) Finance
2 251 (9.02%) Marketing
3 243 (8.73%) Banking
4 177 (6.36%) Legal
5 94 (3.38%) Front Office
6 87 (3.13%) Retail
7 62 (2.23%) Telecoms
8 56 (2.01%) Games
9 54 (1.94%) Law
10 46 (1.65%) Advertising
11 40 (1.44%) Investment Banking
11 40 (1.44%) Public Sector
12 39 (1.40%) Financial Institution
13 38 (1.37%) Back Office
14 22 (0.79%) Publishing
15 18 (0.65%) Automotive
15 18 (0.65%) Billing
15 18 (0.65%) French Language
16 14 (0.50%) Electronics
17 12 (0.43%) Brand Awareness
Job Titles
1 702 (25.23%) Analyst
2 535 (19.23%) Developer
3 199 (7.15%) Data Analyst
4 189 (6.79%) Business Analyst
5 161 (5.79%) Architect
6 141 (5.07%) Senior Analyst
7 121 (4.35%) Data Engineer
8 110 (3.95%) Consultant
9 108 (3.88%) Senior Developer
10 87 (3.13%) Support Analyst
11 85 (3.06%) Product Manager
12 79 (2.84%) Software Engineer
12 79 (2.84%) SQL Analyst
13 70 (2.52%) Project Manager
14 69 (2.48%) Senior Data Analyst
15 63 (2.26%) Data Scientist
16 59 (2.12%) Java Developer
17 58 (2.08%) Data Manager
18 55 (1.98%) Administrator
18 55 (1.98%) Applications Support
Libraries, Frameworks & Software Standards
1 273 (9.81%) .NET
2 238 (8.55%) HTML
3 200 (7.19%) CSS
4 145 (5.21%) AngularJS
5 110 (3.95%) Kafka
6 100 (3.59%) XML
7 98 (3.52%) Web Services
8 93 (3.34%) React
9 84 (3.02%) REST
10 79 (2.84%) HTML5
11 76 (2.73%) ASP.NET
12 58 (2.08%) Spring
13 55 (1.98%) JSON
14 53 (1.91%) RESTful
15 49 (1.76%) jQuery
16 46 (1.65%) CSS3
16 46 (1.65%) Node.js
16 46 (1.65%) Redux
17 45 (1.62%) Vue.js
18 44 (1.58%) SOAP
Miscellaneous
1 178 (6.40%) Management Information System
2 167 (6.00%) Self-Motivation
3 161 (5.79%) User Experience
4 99 (3.56%) Analytical Mindset
5 87 (3.13%) Algorithms
6 74 (2.66%) Data Structures
6 74 (2.66%) Hedge funds
7 68 (2.44%) Greenfield Project
8 66 (2.37%) Mobile App
9 58 (2.08%) Derivative
10 49 (1.76%) Reinsurance
11 47 (1.69%) Foreign Exchange (FX)
12 43 (1.55%) Enterprise Software
12 43 (1.55%) Social Media
13 37 (1.33%) Cloud Native
14 35 (1.26%) iSeries
15 34 (1.22%) Equities
16 28 (1.01%) AS400
17 27 (0.97%) Public Cloud
18 23 (0.83%) Hybrid Cloud
Operating Systems
1 220 (7.91%) Linux
2 208 (7.48%) Windows
3 94 (3.38%) Unix
4 58 (2.08%) Android
5 54 (1.94%) Apple iOS
6 46 (1.65%) Windows 10
6 46 (1.65%) Windows Server
7 31 (1.11%) Red Hat Enterprise Linux
8 26 (0.93%) Windows 7
9 13 (0.47%) CentOS
10 11 (0.40%) Mac OS X
10 11 (0.40%) Ubuntu
11 8 (0.29%) Mac OS
11 8 (0.29%) Windows Server 2016
12 7 (0.25%) Fedora
12 7 (0.25%) Windows Server 2012
13 4 (0.14%) VMS
14 3 (0.11%) Solaris
14 3 (0.11%) Windows Phone
15 2 (0.072%) Amazon Linux
Processes & Methodologies
1 1,080 (38.82%) Problem-Solving
2 890 (31.99%) Agile Software Development
3 733 (26.35%) Analytics
4 537 (19.30%) Business Intelligence
5 370 (13.30%) Computer Science
6 334 (12.01%) Project Management
7 324 (11.65%) Data Analysis
8 313 (11.25%) DevOps
9 301 (10.82%) ETL
10 297 (10.68%) Data Analytics
11 291 (10.46%) Stakeholder Management
12 289 (10.39%) Visualisation
13 238 (8.55%) Scrum
14 228 (8.20%) Data Modelling
15 223 (8.02%) Software Engineering
16 209 (7.51%) SDLC
17 207 (7.44%) Decision-Making
17 207 (7.44%) Mathematics
18 206 (7.40%) Data Science
19 201 (7.23%) Fintech
Programming Languages
1 919 (33.03%) SQL
2 586 (21.06%) Python
3 339 (12.19%) Java
4 289 (10.39%) JavaScript
5 284 (10.21%) C#
6 130 (4.67%) R
7 104 (3.74%) C++
8 97 (3.49%) PowerShell
9 81 (2.91%) Scala
10 77 (2.77%) C
11 76 (2.73%) TypeScript
12 68 (2.44%) Bash Shell
13 53 (1.91%) VBA
14 49 (1.76%) T-SQL
15 40 (1.44%) PHP
16 32 (1.15%) Kotlin
17 31 (1.11%) Java 8
18 30 (1.08%) Apex Code
19 29 (1.04%) Shell Script
20 27 (0.97%) RPG
Qualifications
1 787 (28.29%) Degree
2 190 (6.83%) Computer Science Degree
3 82 (2.95%) Master's Degree
4 60 (2.16%) CISSP
5 49 (1.76%) Security Cleared
6 40 (1.44%) Cisco Certification
7 37 (1.33%) Microsoft Certification
8 36 (1.29%) AWS Certification
9 31 (1.11%) PhD
10 29 (1.04%) DV Cleared
11 28 (1.01%) MCSE
11 28 (1.01%) Numerate Degree
12 21 (0.75%) CISM
12 21 (0.75%) PMP
13 20 (0.72%) ITIL Certification
14 19 (0.68%) CompTIA Security+
14 19 (0.68%) SC Cleared
15 18 (0.65%) CCNA
15 18 (0.65%) ISTQB
16 17 (0.61%) CCSP
Quality Assurance & Compliance
1 185 (6.65%) QA
2 82 (2.95%) GAAP
3 79 (2.84%) Data Quality
4 67 (2.41%) GDPR
5 54 (1.94%) SLA
6 31 (1.11%) ISO/IEC 27001
7 20 (0.72%) Actionable Recommendations
7 20 (0.72%) Sarbanes-Oxley
8 16 (0.58%) PCI DSS
9 14 (0.50%) PMO
10 9 (0.32%) COBIT
10 9 (0.32%) NIST
11 8 (0.29%) SEPA
12 6 (0.22%) Cyber Essentials
12 6 (0.22%) MiFID
12 6 (0.22%) TARGET2
13 5 (0.18%) NCSC
14 4 (0.14%) COSO
14 4 (0.14%) EMIR
15 3 (0.11%) ISO 9001
System Software
1 133 (4.78%) Docker
2 83 (2.98%) Active Directory
3 67 (2.41%) VMware Infrastructure
4 16 (0.58%) Hyper-V
5 15 (0.54%) XenApp
6 12 (0.43%) Virtual Desktop
6 12 (0.43%) vSphere
7 10 (0.36%) VMware ESXi
8 8 (0.29%) Firmware
9 7 (0.25%) NFS
9 7 (0.25%) Samba
9 7 (0.25%) VirtualBox
9 7 (0.25%) Xen
10 4 (0.14%) Virtual Machines
10 4 (0.14%) VMware NSX
11 3 (0.11%) HDFS
12 2 (0.072%) ProxySG
12 2 (0.072%) Terminal Services
13 1 (0.036%) Oracle RAC
13 1 (0.036%) Veritas Volume Manager
Systems Management
1 115 (4.13%) Kubernetes
2 60 (2.16%) Terraform
3 52 (1.87%) Ansible
4 26 (0.93%) Puppet
5 21 (0.75%) SCCM
6 20 (0.72%) Microsoft Intune
7 16 (0.58%) Single Sign-On
8 15 (0.54%) Kibana
9 12 (0.43%) Nagios
10 10 (0.36%) Opscode Chef
10 10 (0.36%) ZABBIX
11 8 (0.29%) Docker Swarm
12 7 (0.25%) OpenNMS
12 7 (0.25%) vCenter Server
13 6 (0.22%) HP ALM
14 5 (0.18%) Prometheus
15 4 (0.14%) Ambari
15 4 (0.14%) Hadoop YARN
15 4 (0.14%) HP Quality Center
15 4 (0.14%) Istio
Vendors
1 415 (14.92%) Microsoft
2 343 (12.33%) Tableau
3 299 (10.75%) Oracle
4 170 (6.11%) Blue Prism
5 168 (6.04%) Cadence
6 165 (5.93%) UiPath
7 163 (5.86%) Alteryx
8 162 (5.82%) Automation Anywhere
9 161 (5.79%) Teradata
10 128 (4.60%) Google
11 93 (3.34%) Salesforce.com
12 77 (2.77%) VMware
13 73 (2.62%) SAP
14 55 (1.98%) ServiceNow
15 51 (1.83%) Adobe
16 43 (1.55%) Cisco
17 39 (1.40%) Citrix
18 35 (1.26%) Talend
19 34 (1.22%) Pardot
20 30 (1.08%) WorldPay