Period
to 18 August 2019

The table below looks at the prevalence of the term Analytical Mindset in permanent job vacancies advertised in England. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Mindset over the 6 months to 18 August 2019 with a comparison to the same period over the previous 2 years.

Analytical Mindset
UK > England
6 months to
18 Aug 2019
Same period 2018 Same period 2017
Rank 776 732 824
Rank change year-on-year -44 +92 +131
Permanent jobs citing Analytical Mindset 273 442 382
As % of all permanent IT jobs advertised in England 0.21% 0.28% 0.23%
As % of the Miscellaneous category 0.53% 0.71% 0.57%
Number of salaries quoted 232 306 298
England median annual salary £42,000 £49,552 £40,000
Median salary % change year-on-year -15.24% +23.88% -5.88%
10th Percentile £26,250 £23,750 £22,000
90th Percentile £67,500 £88,125 £77,500
UK median annual salary £41,500 £47,500 £40,000
% change year-on-year -12.63% +18.75% -5.88%

Analytical Mindset 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 England with a requirement for generic IT skills.

All Generic IT Skills
England
Permanent vacancies with a requirement for generic IT skills 51,658 62,500 67,524
As % of all permanent IT jobs advertised in England 39.42% 39.31% 40.54%
Number of salaries quoted 38,974 48,086 51,340
England median annual salary £53,536 £52,500 £50,000
Median salary % change year-on-year +1.97% +5.00% -
10th Percentile £30,000 £28,750 £27,500
90th Percentile £90,000 £85,000 £82,500
UK median annual salary £52,500 £51,000 £50,000
% change year-on-year +2.94% +2.00% -

Analytical Mindset
Job Vacancy Trend in England

Job postings citing Analytical Mindset as a percentage of all IT jobs advertised in England.

Job vacancy trend for Analytical Mindset in England

Analytical Mindset
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Analytical Mindset in England.

Salary trend for Analytical Mindset in England

Analytical Mindset
Salary Histogram in England

The salary distribution of IT jobs citing Analytical Mindset in England over the 6 months to 18 August 2019.

Salary histogram for Analytical Mindset in England

Analytical Mindset
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytical Mindset within the England region over the 6 months to 18 August 2019. 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
London -58 105 £52,500 -8.70% 15
North of England +48 62 £32,000 -12.33% 16
East of England +86 33 £50,000 +37.93% 2
South West +1 28 £50,000 +33.33% 3
Yorkshire 0 27 £31,000 -2.36% 5
North West +49 26 £37,500 - 10
South East -1 26 £35,000 - 3
Midlands +33 20 £29,625 -34.17% 8
East Midlands +32 11 £29,500 -26.25% 6
North East +32 9 £32,500 +27.45% 1
West Midlands +6 9 £37,500 -21.05% 2
Analytical Mindset
UK

For the 6 months to 18 August 2019, IT jobs citing Analytical Mindset 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 Analytical Mindset.

1 273 (100.00%) Analytical Skills
2 107 (39.19%) Problem-Solving
3 67 (24.54%) SQL
4 61 (22.34%) Python
5 60 (21.98%) Business Intelligence
5 60 (21.98%) Scrum
6 58 (21.25%) Mathematics
7 55 (20.15%) Finance
8 54 (19.78%) Apache Spark
9 53 (19.41%) Big Data
10 52 (19.05%) JIRA
10 52 (19.05%) Visualisation
11 51 (18.68%) Linux
12 50 (18.32%) Git (software)
12 50 (18.32%) Machine Learning
12 50 (18.32%) Analytics
12 50 (18.32%) Cybersecurity
13 48 (17.58%) Degree
13 48 (17.58%) Data Analysis
14 47 (17.22%) Bash Shell
15 45 (16.48%) Agile Software Development
15 45 (16.48%) C
15 45 (16.48%) Kanban
16 44 (16.12%) Bitbucket
16 44 (16.12%) Perl
16 44 (16.12%) git-flow
17 43 (15.75%) Bitbucket Server
17 43 (15.75%) Apache Hive
18 42 (15.38%) R
18 42 (15.38%) Kafka

Analytical Mindset
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 54 (19.78%) Apache Spark
2 5 (1.83%) Confluence
3 4 (1.47%) CMS
3 4 (1.47%) SAS
4 2 (0.73%) Apache
4 2 (0.73%) SharePoint
4 2 (0.73%) WebSphere
5 1 (0.37%) Apache Pig
5 1 (0.37%) Exchange Server 2010
5 1 (0.37%) Exchange Server 2013
5 1 (0.37%) Headless CMS
5 1 (0.37%) MS Exchange
5 1 (0.37%) SharePoint Server
5 1 (0.37%) Skype for Business
5 1 (0.37%) WordPress
Applications
1 28 (10.26%) Microsoft Excel
2 9 (3.30%) Microsoft PowerPoint
3 8 (2.93%) Microsoft Office
4 4 (1.47%) SPSS
4 4 (1.47%) SPSS Modeler
5 2 (0.73%) MS Visio
5 2 (0.73%) Photoshop
6 1 (0.37%) Sketch
6 1 (0.37%) Spreadsheet
Business Applications
1 2 (0.73%) Dynamics GP
2 1 (0.37%) Dynamics CRM
2 1 (0.37%) SAP MDM
2 1 (0.37%) WebTrends
Cloud Services
1 28 (10.26%) Amazon AWS
2 26 (9.52%) Power Platform
3 18 (6.59%) Microsoft Azure
4 14 (5.13%) Google Analytics
5 8 (2.93%) AdWords
6 6 (2.20%) SaaS
7 4 (1.47%) Google Cloud Platform
7 4 (1.47%) Serverless
8 3 (1.10%) Amazon CloudWatch
8 3 (1.10%) Amazon EC2
8 3 (1.10%) Amazon ECS
8 3 (1.10%) Amazon S3
8 3 (1.10%) AWS Lambda
8 3 (1.10%) CloudFront
8 3 (1.10%) Route 53
8 3 (1.10%) Virtual Private Cloud
9 2 (0.73%) Google Sheets
9 2 (0.73%) Google Tag Manager
9 2 (0.73%) Office 365
9 2 (0.73%) Slack
Communications & Networking
1 6 (2.20%) TCP/IP
2 5 (1.83%) LAN
2 5 (1.83%) VPN
2 5 (1.83%) WAN
3 2 (0.73%) DHCP
3 2 (0.73%) DNS
3 2 (0.73%) Network Security
4 1 (0.37%) Cisco ASA
4 1 (0.37%) Cisco Firepower
4 1 (0.37%) Firewall
4 1 (0.37%) RTMP
4 1 (0.37%) SMS
Database & Business Intelligence
1 53 (19.41%) Big Data
2 43 (15.75%) Apache Hive
3 38 (13.92%) Impala
4 26 (9.52%) Power BI
5 25 (9.16%) SQL Server Integration Services
6 19 (6.96%) SQL Server
6 19 (6.96%) SQL Server Reporting Services
7 16 (5.86%) Hadoop
7 16 (5.86%) SQL Server Analysis Services
8 13 (4.76%) Data Warehouse
9 7 (2.56%) Data Mining
9 7 (2.56%) Relational Database
10 4 (1.47%) BusinessObjects
10 4 (1.47%) QlikView
11 3 (1.10%) Amazon RDS
11 3 (1.10%) Data Lake
11 3 (1.10%) MySQL
11 3 (1.10%) Pentaho
11 3 (1.10%) PostgreSQL
12 2 (0.73%) Oracle Database 12c
Development Applications
1 52 (19.05%) JIRA
2 50 (18.32%) Git (software)
3 44 (16.12%) Bitbucket
3 44 (16.12%) git-flow
4 43 (15.75%) Bitbucket Server
5 7 (2.56%) Selenium
5 7 (2.56%) WebDriver
6 3 (1.10%) GitLab
6 3 (1.10%) Jenkins
6 3 (1.10%) Maven
6 3 (1.10%) RSpec
7 2 (0.73%) GoogleTest
7 2 (0.73%) Gradle
7 2 (0.73%) SoapUI
7 2 (0.73%) SQL Server Management Studio (SSMS)
8 1 (0.37%) Atlassian Bamboo
8 1 (0.37%) Cucumber
8 1 (0.37%) Sinon.JS
8 1 (0.37%) SpecFlow
8 1 (0.37%) Wise Package Studio
General
1 55 (20.15%) Finance
2 33 (12.09%) Marketing
3 15 (5.49%) Retail
4 9 (3.30%) Advertising
4 9 (3.30%) Law
5 6 (2.20%) Banking
6 5 (1.83%) Legal
7 4 (1.47%) Telecoms
8 3 (1.10%) Back Office
9 2 (0.73%) Automotive
9 2 (0.73%) Electronics
9 2 (0.73%) Games
9 2 (0.73%) Manufacturing
9 2 (0.73%) Public Sector
10 1 (0.37%) Front Office
10 1 (0.37%) Police
10 1 (0.37%) Publishing
Job Titles
1 109 (39.93%) Analyst
2 47 (17.22%) Developer
3 46 (16.85%) Consultant
3 46 (16.85%) Data Analyst
4 39 (14.29%) Data Consultant
5 23 (8.42%) Data Scientist
6 16 (5.86%) Business Intelligence Developer
7 14 (5.13%) Business Analyst
8 13 (4.76%) Junior
9 12 (4.40%) Support Analyst
10 10 (3.66%) Business Developer
10 10 (3.66%) Graduate
11 7 (2.56%) Junior Developer
11 7 (2.56%) Robotic Process Automation Developer
11 7 (2.56%) Test Analyst
12 6 (2.20%) Applications Support Analyst
12 6 (2.20%) Business Intelligence Analyst
12 6 (2.20%) Product Manager
12 6 (2.20%) Security Analyst
12 6 (2.20%) Social Media Officer
Libraries, Frameworks & Software Standards
1 42 (15.38%) Kafka
2 38 (13.92%) Elastic Stack
3 13 (4.76%) Web Services
4 7 (2.56%) HTML
5 6 (2.20%) CSS
6 5 (1.83%) .NET
6 5 (1.83%) Spring
6 5 (1.83%) Spring Boot
7 3 (1.10%) Java EE
7 3 (1.10%) XML
8 2 (0.73%) Boost C++ Libraries
8 2 (0.73%) Hibernate
8 2 (0.73%) HTML5
8 2 (0.73%) J2EE
8 2 (0.73%) JMS
8 2 (0.73%) JSON
8 2 (0.73%) Node.js
8 2 (0.73%) Regular Expression
8 2 (0.73%) WSDL
8 2 (0.73%) XSD
Miscellaneous
1 273 (100.00%) Analytical Skills
2 38 (13.92%) Cyber Kill Chain
3 16 (5.86%) Management Information System
4 15 (5.49%) User Experience
5 12 (4.40%) Self-Motivation
6 6 (2.20%) Greenfield Project
6 6 (2.20%) Social Media
7 5 (1.83%) Tandem
8 4 (1.47%) Linux Command Line
8 4 (1.47%) Mobile App
9 3 (1.10%) Algorithms
9 3 (1.10%) Blog
9 3 (1.10%) Life Science
9 3 (1.10%) PMI
10 2 (0.73%) Data Centre
10 2 (0.73%) Data Structures
10 2 (0.73%) Digital Media
11 1 (0.37%) Apple TV
11 1 (0.37%) Embedded Systems
11 1 (0.37%) Virtual Team
Operating Systems
1 51 (18.68%) Linux
2 8 (2.93%) Windows
3 7 (2.56%) Unix
4 4 (1.47%) Android
5 3 (1.10%) Apple iOS
6 1 (0.37%) Kali Linux
6 1 (0.37%) Windows 10
6 1 (0.37%) Windows 7
6 1 (0.37%) Windows Server
6 1 (0.37%) Windows Server 2008
Processes & Methodologies
1 107 (39.19%) Problem-Solving
2 60 (21.98%) Business Intelligence
2 60 (21.98%) Scrum
3 58 (21.25%) Mathematics
4 52 (19.05%) Visualisation
5 50 (18.32%) Analytics
5 50 (18.32%) Cybersecurity
5 50 (18.32%) Machine Learning
6 48 (17.58%) Data Analysis
7 45 (16.48%) Agile Software Development
7 45 (16.48%) Kanban
8 41 (15.02%) MapReduce
9 38 (13.92%) OSINT
10 31 (11.36%) Data Science
11 24 (8.79%) Computer Science
12 21 (7.69%) Stakeholder Management
13 20 (7.33%) CRM
14 18 (6.59%) ETL
14 18 (6.59%) Project Management
15 17 (6.23%) Test Automation
Programming Languages
1 67 (24.54%) SQL
2 61 (22.34%) Python
3 47 (17.22%) Bash Shell
4 45 (16.48%) C
5 44 (16.12%) Perl
6 42 (15.38%) R
7 34 (12.45%) Java
8 13 (4.76%) C++
9 10 (3.66%) C#
9 10 (3.66%) Scala
10 7 (2.56%) JavaScript
11 6 (2.20%) VBA
12 5 (1.83%) Ruby
12 5 (1.83%) T-SQL
13 3 (1.10%) PL/SQL
14 2 (0.73%) Data Analysis Expressions (DAX)
14 2 (0.73%) PHP
14 2 (0.73%) PowerShell
15 1 (0.37%) Go
15 1 (0.37%) VBScript
Qualifications
1 48 (17.58%) Degree
2 6 (2.20%) Numerate Degree
2 6 (2.20%) PMI Certification
2 6 (2.20%) Security Cleared
2 6 (2.20%) Six Sigma Yellow Belt
3 5 (1.83%) DV Cleared
3 5 (1.83%) Postgraduate
4 3 (1.10%) CISA
4 3 (1.10%) CISM
4 3 (1.10%) Master's Degree
4 3 (1.10%) NVQ Level 3
4 3 (1.10%) PMP
5 2 (0.73%) Microsoft Certification
6 1 (0.37%) A+ Certification
6 1 (0.37%) CCSP
6 1 (0.37%) Cisco Certification
6 1 (0.37%) ISEB
6 1 (0.37%) MCSA
6 1 (0.37%) MCSE
6 1 (0.37%) VMware Certified Professional (VCP)
Quality Assurance & Compliance
1 20 (7.33%) QA
2 8 (2.93%) GDPR
3 4 (1.47%) PMO
4 3 (1.10%) COBIT
4 3 (1.10%) ISAE 3402
5 2 (0.73%) Data Quality
5 2 (0.73%) ISO/IEC 27001
5 2 (0.73%) SLA
6 1 (0.37%) ISO 9001
System Software
1 38 (13.92%) Apache Flume
2 9 (3.30%) Active Directory
3 3 (1.10%) Docker
4 2 (0.73%) vSphere
5 1 (0.37%) Hyper-V
5 1 (0.37%) ProxySG
5 1 (0.37%) VMware Infrastructure
5 1 (0.37%) XenApp
Systems Management
1 38 (13.92%) Oozie
2 4 (1.47%) Kubernetes
3 3 (1.10%) Ansible
3 3 (1.10%) Consul
3 3 (1.10%) Packer
3 3 (1.10%) Terraform
4 2 (0.73%) HP Quality Center
5 1 (0.37%) Microsoft Intune
5 1 (0.37%) Nessus
5 1 (0.37%) Nmap
5 1 (0.37%) OpenVAS
5 1 (0.37%) QRadar
5 1 (0.37%) SCCM
Vendors
1 41 (15.02%) Splunk
2 27 (9.89%) Microsoft
3 22 (8.06%) Google
4 17 (6.23%) Oracle
5 16 (5.86%) Tableau
6 7 (2.56%) Talend
7 6 (2.20%) Automation Anywhere
7 6 (2.20%) Citrix
8 5 (1.83%) Cognos
9 4 (1.47%) Atlassian
9 4 (1.47%) ServiceNow
10 3 (1.10%) Alteryx
10 3 (1.10%) DoubleClick
10 3 (1.10%) Facebook
10 3 (1.10%) HP
10 3 (1.10%) Progress
10 3 (1.10%) SAP
10 3 (1.10%) Screaming Frog
10 3 (1.10%) Syncsort
11 2 (0.73%) CA Agile Central